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"shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -5383,22 +4162,14 @@ "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-43451-2", + "cluster_id": "cluster-43451-3", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 47198 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 + 46509, + 47166 ], "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -5492,15 +4263,15 @@ "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46658-4", - "canonical_pr_number": 46658, + "cluster_id": "cluster-46376-4", + "canonical_pr_number": 47181, "duplicate_pr_numbers": [ - 47003, - 47034, - 47096 + 46376, + 47143, + 47255 ], "target_issue_number": null, - "reason": "PRs in cluster-46658-4 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46376-4 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46693-3", @@ -5522,15 +4293,13 @@ "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46836-4", + "cluster_id": "cluster-46836-2", "canonical_pr_number": 46836, "duplicate_pr_numbers": [ - 47143, - 47163, - 47210 + 47163 ], "target_issue_number": null, - "reason": "PRs in cluster-46836-4 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -5554,32 +4323,25 @@ "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47122-3", - "canonical_pr_number": 47122, + "cluster_id": "cluster-47034-4", + "canonical_pr_number": 47096, "duplicate_pr_numbers": [ - 47150, - 47224 + 47034, + 47175, + 47241 ], "target_issue_number": null, - "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47034-4 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-47181-2", - "canonical_pr_number": 47181, + "cluster_id": "cluster-47122-3", + "canonical_pr_number": 47122, "duplicate_pr_numbers": [ - 47255 + 47150, + 47224 ], "target_issue_number": null, - "reason": "PRs in cluster-47181-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47205-3", - "canonical_pr_number": 47218, - "duplicate_pr_numbers": [ - 47219 - ], - "target_issue_number": 47205, - "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 7a8fbac49c5ff6e55bc413bb203c4eef5594f2ea..fe9326a929994b2d1e396c4893cd694c6690348f 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": "20260711T060022Z", - "generated_at": "2026-07-11T06:10:13Z", + "snapshot_id": "20260711T120022Z", + "generated_at": "2026-07-11T12:06:11Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -541,8 +541,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -933,8 +933,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -1283,8 +1283,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -1598,8 +1598,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -1893,8 +1893,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -2236,8 +2236,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -2551,8 +2551,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -2866,8 +2866,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -3199,8 +3199,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -3506,8 +3506,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -3804,8 +3804,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -4119,8 +4119,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -4423,8 +4423,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -4742,8 +4742,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -5054,8 +5054,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -5331,8 +5331,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -5636,8 +5636,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -5943,8 +5943,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -6241,8 +6241,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -6534,8 +6534,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -6819,8 +6819,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -7119,8 +7119,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -7417,8 +7417,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -7717,8 +7717,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -8003,8 +8003,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -8295,8 +8295,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -8600,8 +8600,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -8904,8 +8904,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -9189,8 +9189,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -9494,8 +9494,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -9819,8 +9819,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -10120,8 +10120,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -10432,8 +10432,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -10744,8 +10744,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -11048,8 +11048,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -11339,8 +11339,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -11630,8 +11630,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -11914,8 +11914,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -12211,8 +12211,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -12508,8 +12508,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -12827,8 +12827,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -13117,8 +13117,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -13407,8 +13407,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -13711,8 +13711,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -14009,8 +14009,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -14307,8 +14307,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -14604,8 +14604,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -14912,8 +14912,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -15223,8 +15223,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -15556,8 +15556,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -15871,8 +15871,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -16185,8 +16185,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -16490,8 +16490,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -16788,8 +16788,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -17093,8 +17093,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -17419,8 +17419,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -17752,8 +17752,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -18064,8 +18064,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -18396,8 +18396,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -18771,8 +18771,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -19118,8 +19118,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -19542,8 +19542,8 @@ "review_unit_count": 63, "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-10000-520", "nodes": [ @@ -19833,8 +19833,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19911,8 +19911,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19982,8 +19982,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -20045,8 +20045,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -20314,8 +20314,8 @@ "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-36718-21", "nodes": [ @@ -20707,8 +20707,8 @@ "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-38740-2", "nodes": [ @@ -20770,8 +20770,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -20833,8 +20833,8 @@ "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-41306-2", "nodes": [ @@ -20896,8 +20896,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20959,8 +20959,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -21022,8 +21022,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -21122,8 +21122,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -21266,8 +21266,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -21386,8 +21386,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -21449,8 +21449,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -21512,8 +21512,8 @@ "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-45810-2", "nodes": [ @@ -21575,8 +21575,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -21693,8 +21693,8 @@ "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-46439-2", "nodes": [ @@ -21770,7 +21770,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "bd64d5740a5609b076e5b8f92712771072abb988fdea79c2fd3a47dcf3464d90", + "prepared_review_unit_hash": "bda5d5cce48fec05644faf9b49ddb8cc4699b9039d94030881955366b1ac79c4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21792,24 +21792,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are exact duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical tracker.", + "summary": "These two issues are duplicates: they have the exact same title, likely the same body, and the same Wav2Vec2CTCTokenizer v5 special-token leak description.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the open duplicate and already has inbound references, so it is the better live tracker for the same bug report.", + "canonical_issue_reason": "Issue 46552 is the better canonical issue because it is open and already has inbound references, making it the more active tracking thread.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue to keep as the canonical record because it is open, matches #46551 exactly, and is the one receiving references.", + "best_issue_reason": "Issue 46552 is the best issue to anchor the cluster since it is the active duplicate target and has existing discussion activity/references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same described bug, and no evidence of any difference beyond duplicate reporting." + "reason": "Same title and underlying bug report; they describe the same tokenizer special-token regression and are clearly duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body length, and a soft-similarity score of 1.0, with #46552 also open and receiving inbound references. The canonical-issue choice is conservative and supported by the evidence." + "feedback": "The cluster call is well grounded: both issues have the same title, identical body length, and the packet marks their pair as soft-similar with Jaccard 1.0. Choosing issue 46552 as canonical is also conservative and supported by its open state plus inbound references. The only slightly inferential part is that the bodies are the same, but the overall duplicate judgment remains appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -21825,8 +21825,8 @@ "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-46657-2", "nodes": [ @@ -21888,8 +21888,8 @@ "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-46822-2", "nodes": [ @@ -21951,8 +21951,8 @@ "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-46906-15", "nodes": [ @@ -22356,8 +22356,8 @@ "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-46983-2", "nodes": [ @@ -22422,8 +22422,8 @@ "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-47007-2", "nodes": [ @@ -22485,8 +22485,8 @@ "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-47138-2", "nodes": [ @@ -22554,7 +22554,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-69", + "cluster_id": "cluster-40546-68", "nodes": [ "pull_request:44517", "pull_request:46174", @@ -22617,8 +22617,8 @@ "pull_request:47072|pull_request:47089", "pull_request:47202|pull_request:47204", "pull_request:47077|pull_request:47078", - "pull_request:47072|pull_request:47229", "pull_request:47204|pull_request:47243", + "pull_request:47072|pull_request:47229", "pull_request:47108|pull_request:47202", "pull_request:47105|pull_request:47129", "pull_request:47077|pull_request:47212", @@ -22633,8 +22633,8 @@ "pull_request:46995|pull_request:47163", "pull_request:46196|pull_request:47210", "pull_request:46395|pull_request:47181", - "pull_request:47003|pull_request:47204", "pull_request:46376|pull_request:47202", + "pull_request:47003|pull_request:47204", "pull_request:47069|pull_request:47089", "pull_request:47202|pull_request:47241", "pull_request:46196|pull_request:46995", @@ -22647,256 +22647,214 @@ "pull_request:46995|pull_request:47181", "pull_request:47207|pull_request:47218" ], - "prepared_review_unit_hash": "759a90d790c1c75eef080ed477d93dbf6373dc847776217ad40394676a5c536c", + "prepared_review_unit_hash": "4b4355054ee936e1f4068fba9d67b19dab513807d493dd546558ab2698d20fcd", "component_budget": { - "node_count": 69, - "item_count": 69, + "node_count": 68, + "item_count": 68, "soft_pair_count": 188, - "serialized_chars": 244414, - "estimated_input_tokens": 61104, - "estimated_eval_tokens": 122464 + "serialized_chars": 240548, + "estimated_input_tokens": 60137, + "estimated_eval_tokens": 120530 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 126114, - "estimated_input_tokens": 31529, - "estimated_eval_tokens": 63314 + "serialized_chars": 126119, + "estimated_input_tokens": 31530, + "estimated_eval_tokens": 63316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I only see a few true duplicate-style subclusters: the MPS sine-position-embedding crash fixes, the TimesFM 2.5 moving-average method-name fix, and the CohereASR/PPFormulaNet loss double-shift fixes. Most other soft edges are just shared subsystems, docs/tests, or unrelated model add-ons.", - "confidence": 0.92, + "summary": "Most items are unrelated model, doc, test, or tooling PRs. The only clear duplicate clusters are the MPS sinusoidal-embedding fixes, the TimesFM 2.5 window_size/method-name fix, and the CohereASR double-shift loss fixes. Everything else is too loosely related or solves different code-paths to merge as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a safe global canonical: the cluster splits into several unrelated subclusters, so picking one representative would be misleading.", + "canonical_pr_reason": "PR 47090 is the strongest canonical representative: it fixes the CohereASR double-shift loss bug on the exact shared training-loss path, preserves the helper loss behavior, and includes the explicit issue link plus test coverage.", "best_issue_reason": null, - "best_pr_reason": "No global best PR; the strongest duplicate candidates are separate subclusters, so a cluster-wide representative is not well-defined.", + "best_pr_reason": "PR 47090 is the best overall representative among the true duplicates because it is the most complete and well-justified concrete bugfix, with explicit issue linkage and a robust loss-path correction.", "soft_edge_verdicts": [ { "left": "pull_request:46174", "right": "pull_request:46780", "accept": true, - "reason": "Same underlying MPS crash in build_2d_sinusoidal_position_embedding; both fix the shared helper for the same issue." + "reason": "Same underlying Apple Silicon/MPS crash in build_2d_sinusoidal_position_embedding; 46780 is a direct variant of the same fix on the same code path." }, { "left": "pull_request:46780", "right": "pull_request:47234", "accept": true, - "reason": "Same sine-position-embedding MPS crash fix, just with a different dtype strategy and model coverage." + "reason": "Both address the same MPS-crash bug in the shared sinusoidal-position-embedding helper; they differ only in the numeric dtype choice for the fix." }, { "left": "pull_request:46174", "right": "pull_request:47234", "accept": true, - "reason": "Same bug and same code path: float64 sine embeddings crashing on MPS." + "reason": "Same concrete embedding helper crash on Apple Silicon, same family of fix, and same issue target; the patches are alternative implementations of the same bugfix." }, { "left": "pull_request:46834", "right": "pull_request:47223", "accept": true, - "reason": "Same TimesFM 2.5 bug: the window_size moving-average call uses the wrong method name." + "reason": "Both fix the same TimesFM 2.5 window_size preprocessing bug from the wrong helper call; 47223 just bundles the same fix with tests/cleanup." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss double-shift bug in the same forward path." + "reason": "Same CohereASR training-loss double-shift bug on the shared loss path; both fix it by preventing the extra internal shift." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR training-loss double-shift issue; 46903 is a superset but shares the core fix." + "accept": false, + "reason": "Same symptom, but 46958 changes to a manual CrossEntropyLoss path instead of the shared loss helper; that is a different concrete fix, not a duplicate patch." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different bugs: training-loss shift correction vs a MusicGen generate() cache-length typo." + "reason": "Completely different models and bugs: CohereASR loss handling versus a MusicGen generate() typo." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Different fixes in the same model area: Pytest-v9 fp32-module behavior vs CohereASR loss computation." + "reason": "Different bug classes and files; Pytest v9 fp32-module handling is unrelated to CohereASR loss behavior." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Unrelated changes: JSON schema enum parsing vs AqlmConfig type error messages." + "reason": "Different utilities and failures: chat-schema enum parsing versus AqlmConfig error-message text." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch docker/torch-light.dockerfile, but one removes a builder workflow while the other adds exporter-test deps; not the same change." + "reason": "Both are docker/test-environment related, but one deletes an old builder workflow and the other adds exporter dependencies; not the same change." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Different documentation work: DistilBERT translation vs general Japanese wording cleanup." + "reason": "Both are Japanese doc PRs, but one adds DistilBERT translation while the other is a wording pass over different pages; not the same underlying change." }, { - "left": "pull_request:47072", - "right": "pull_request:47229", + "left": "pull_request:47204", + "right": "pull_request:47243", "accept": false, - "reason": "Different code paths and bugs: chat-template JSON schema parsing vs TimesFM method-name typo." + "reason": "Executorch dependency setup versus exporter code fixes are related only at a broad tooling level, not the same concrete bug/change." }, { - "left": "pull_request:47204", - "right": "pull_request:47243", + "left": "pull_request:47072", + "right": "pull_request:47229", "accept": false, - "reason": "Both are exporter-related, but one changes the torch-light image and the other fixes Executorch exporter logic; not the same PR." + "reason": "Unrelated fixes: JSON-schema enum parsing versus TimesFM method naming." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Workflow comment cleanup vs docker builder removal are related only by CI, not the same fix." + "reason": "Doc-builder comment tweak and docker-image workflow removal are different maintenance changes." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different test/model fixes: VITS forward test re-enable vs RT-DETRv2 converter updates." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47212", - "accept": false, - "reason": "Different documentation areas: Japanese DistilBERT docs vs KV-cache documentation updates." + "reason": "Different models and bugs: VITS test re-enable versus RT-DETR v2 converter cleanup." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Both are test changes, but they target different models and unrelated XPU/multi-accelerator behavior." + "reason": "Different test fixes for different model suites; same XPU theme is too broad to call duplicate." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different model modernization efforts; they are not the same bug or change set." + "reason": "Different subsystems and goals: DINO conversion mappings versus finegrained FP8 decode optimization." }, { "left": "pull_request:47234", "right": "pull_request:47241", "accept": false, - "reason": "Both involve position embeddings, but one fixes MPS float64 crashes and the other fixes torch.compile half-precision cumsum behavior in DETR-family masks." + "reason": "Both touch positional-embedding helpers, but they fix different crashes in different code paths and model families." }, { "left": "pull_request:47113", "right": "pull_request:47232", "accept": false, - "reason": "Different fixes: audio feature/proc requirement annotations vs T5Stack error-message cleanup." + "reason": "Audio feature/proc requirement cleanup versus Switch/T5 error-message behavior; unrelated changes." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Unrelated test extensions for different quantization/model areas." + "reason": "Different test suites and different expected-output updates; not the same bug or change." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Both add model support, but for completely different architectures and code paths." + "reason": "New model support for Qwen3-TTS versus adding RoMa keypoint matcher support; unrelated features." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "Different broad work items: RoPE tests vs Granite model support." + "reason": "RoPE test expansion versus new Granite-SWA model support; not the same underlying work." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Different test suites for different accelerator/model behavior." + "reason": "Paged-attention XPU tests and XPU expectation fixes are different test changes in different areas." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Flash-linear-attention availability is unrelated to paged-attention XPU tests." + "reason": "Flash-linear-attention availability and paged-attention tests are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "Both touch attention internals, but one is SDPA dispatch support and the other is varlen packed-row routing; different changes." + "reason": "SDPA dispatch support for wav2vec2-family models versus packed varlen attention routing are different integration changes." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Different new model additions: Param2MoE vs Cosmos3 Edge." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47204", - "accept": false, - "reason": "OpenVINO exporter implementation vs torch-light test dependencies are not the same underlying change." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47089", - "accept": false, - "reason": "Different unrelated fixes: num_labels typing vs AqlmConfig error text." - }, - { - "left": "pull_request:47202", - "right": "pull_request:47241", - "accept": false, - "reason": "Docker/CI changes vs DETR-family compile fix; no shared bug." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46995", - "accept": false, - "reason": "Different attention-related work items; one adds SDPA dispatch support, the other broadens flash-linear-attention availability to MLU." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47239", - "accept": false, - "reason": "Japanese doc wording cleanup vs tokenizer docs clarification are unrelated documentation fixes." - }, - { - "left": "pull_request:47239", - "right": "pull_request:47255", - "accept": false, - "reason": "Different docstring/docs updates for unrelated APIs." + "reason": "Param2MoE support and Cosmos3 Edge support are separate model-addition PRs." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to flash-linear-attention availability." + "reason": "Continuous batching multimodal support versus flash-linear-attention availability are distinct features." }, { "left": "pull_request:46912", "right": "pull_request:47173", "accept": false, - "reason": "RoPE tests and XPU expectation test updates are separate test-only changes." + "reason": "RoPE test coverage and XPU expectation fixes are unrelated test/behavior changes." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig validation messages vs audio feature/proc requirement annotations are unrelated." + "reason": "AqlmConfig validation message text versus audio feature/proc requirements are unrelated." }, { "left": "pull_request:47089", "right": "pull_request:47231", "accept": false, - "reason": "Unrelated fixes: AqlmConfig error text vs MoonshineStreaming sliding-window off-by-one." + "reason": "AqlmConfig error-message cleanup and MoonshineStreaming sliding-window fix are different bugs in different modules." }, { "left": "pull_request:46995", @@ -22908,7 +22866,7 @@ "left": "pull_request:47207", "right": "pull_request:47218", "accept": false, - "reason": "Swin2SR padding fix vs test image-loading refactor; different layers of the codebase." + "reason": "Swin2SR padding logic versus image-loading test refactors are not the same underlying issue." } ] }, @@ -22930,7 +22888,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-69", + "cluster_id": "cluster-40546-68", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -23003,19 +22961,20 @@ "pull_request:47229|pull_request:47231", "pull_request:47163|pull_request:47179", "pull_request:46266|pull_request:47216", - "pull_request:46836|pull_request:47218", "pull_request:46376|pull_request:47218", + "pull_request:46836|pull_request:47218", "pull_request:44775|pull_request:46836", "pull_request:47239|pull_request:47243", "pull_request:47108|pull_request:47216", "pull_request:47077|pull_request:47239", "pull_request:46836|pull_request:47178", - "pull_request:46912|pull_request:47078", "pull_request:47082|pull_request:47210", + "pull_request:46912|pull_request:47078", "pull_request:47108|pull_request:47204", "pull_request:46957|pull_request:47216", "pull_request:47166|pull_request:47218", "pull_request:47175|pull_request:47239", + "pull_request:47163|pull_request:47218", "pull_request:47082|pull_request:47181", "pull_request:46895|pull_request:47207", "pull_request:46912|pull_request:47082", @@ -23026,11 +22985,11 @@ "pull_request:46196|pull_request:46376", "pull_request:46196|pull_request:47223", "pull_request:47034|pull_request:47253", - "pull_request:47069|pull_request:47113", "pull_request:46266|pull_request:46376", + "pull_request:47069|pull_request:47113", "pull_request:47078|pull_request:47243", - "pull_request:46957|pull_request:47108", "pull_request:46266|pull_request:47034", + "pull_request:46957|pull_request:47108", "pull_request:47069|pull_request:47082", "pull_request:47207|pull_request:47255", "pull_request:46376|pull_request:47207", @@ -23051,17 +23010,16 @@ "pull_request:47069|pull_request:47175", "pull_request:44517|pull_request:47143", "pull_request:47223|pull_request:47243", - "pull_request:47223|pull_request:47239", - "pull_request:47077|pull_request:47198" + "pull_request:47223|pull_request:47239" ], - "prepared_review_unit_hash": "30174757116290fdcff58b7499480ca2f5e7889e830d1564889d4eb363aa8b42", + "prepared_review_unit_hash": "5b1cbd8ec65918521d26316a7a9f940f1a80c9122525a5ffd9123caedaf58a70", "component_budget": { - "node_count": 69, - "item_count": 69, + "node_count": 68, + "item_count": 68, "soft_pair_count": 188, - "serialized_chars": 244414, - "estimated_input_tokens": 61104, - "estimated_eval_tokens": 122464 + "serialized_chars": 240548, + "estimated_input_tokens": 60137, + "estimated_eval_tokens": 120530 }, "budget": { "node_count": 47, @@ -23076,318 +23034,354 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft links connect unrelated model-addition PRs, docs-only edits, test updates, and separate backend fixes. I do not see any pair that looks like the same underlying change.", - "confidence": 0.97, + "summary": "This cluster is heterogeneous: model additions, docs edits, tests, exporter/runtime fixes, quantization changes, and infrastructure tweaks. None of the soft-edge pairs look like the same underlying change, so all are rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster does not share one underlying bug or feature; it is a mix of unrelated PRs across many subsystems.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear canonical representative because the cluster spans many unrelated areas rather than one duplicated bug or feature.", + "best_pr_reason": "No single PR is a good global representative because the cluster is not a duplicate set and the candidates span unrelated code paths and docs.", "soft_edge_verdicts": [ { "left": "pull_request:47093", "right": "pull_request:47255", "accept": false, - "reason": "Different model additions/doc examples: OpenPangu-V2 vs Gemma4 docs." + "reason": "Different changes: OpenPangu-V2 model support vs a Gemma4 docstring example update." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Different docs changes: parallelism docs vs Japanese DistilBERT translation." + "reason": "Different docs topics: N-D parallelism docs vs Japanese DistilBERT translation." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "Unrelated areas: wav2vec2 SDPA dispatch vs docker image cleanup." + "reason": "SDPA dispatch support for audio models is unrelated to dropping a CI docker image builder." }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Different features: Nemotron Omni model support vs MLU linear-attention availability." + "reason": "Nemotron Omni support and flash-linear-attention MLU availability are unrelated code paths." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "Unrelated changes: RoMa keypoint matcher vs doc-builder comment tweak." + "reason": "New RoMa model support is unrelated to a doc-builder comment tweak." }, { "left": "pull_request:47089", "right": "pull_request:47229", "accept": false, - "reason": "Different fixes: AqlmConfig validation messages vs TimesFM 2.5 method-name bug." + "reason": "AqlmConfig error-message cleanup is unrelated to a TimesFM 2.5 preprocessing bug." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "Separate work on wav2vec2 SDPA dispatch and Granite model support." + "reason": "These touch different areas: wav2vec2 SDPA dispatch vs Granite model support." }, { "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Chat parsing refactor is unrelated to Cosmos3 Edge model support." + "reason": "Serve chat parsing changes and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "Different model additions: OpenPangu-V2 vs Cosmos3 Edge." + "reason": "OpenPangu-V2 and Cosmos3 Edge are different model additions, not one duplicate change." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite model support and packed SDPA varlen routing are unrelated." + "reason": "Granite model support and packed SDPA varlen routing fix different functionality." }, { "left": "pull_request:47204", "right": "pull_request:47207", "accept": false, - "reason": "Docker exporter deps vs Swin2SR padding bug; different code paths." + "reason": "Exporter test dependencies in docker and Swin2SR over-padding are unrelated bugs." }, { "left": "pull_request:44517", "right": "pull_request:46376", "accept": false, - "reason": "Qwen3-TTS model addition vs continuous batching multimodal support." + "reason": "Qwen3-TTS support and multimodal continuous batching are separate features." }, { "left": "pull_request:44775", "right": "pull_request:47181", "accept": false, - "reason": "Docs-only parallelism update is unrelated to Cosmos3 Edge model support." + "reason": "Docs-only parallelism rewording is unrelated to Cosmos3 Edge model support." }, { "left": "pull_request:47077", "right": "pull_request:47210", "accept": false, - "reason": "Japanese docs translation vs packed SDPA attention implementation." + "reason": "Japanese DistilBERT docs and packed SDPA varlen routing are unrelated." }, { "left": "pull_request:47204", "right": "pull_request:47231", "accept": false, - "reason": "Docker exporter test deps vs MoonshineStreaming window-context fix." + "reason": "Docker exporter test deps and MoonshineStreaming sliding-window fix address different code paths." }, { "left": "pull_request:47231", "right": "pull_request:47255", "accept": false, - "reason": "MoonshineStreaming fix and Gemma4 docstring example are unrelated." + "reason": "MoonshineStreaming context handling and Gemma4 docstring text are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectations vs Granite model support." + "reason": "Olmo3 CI test updates are not the same change as Granite model support." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "Different model additions: OpenPangu-V2 vs NeuCodec." + "reason": "OpenPangu-V2 model support and NeuCodec support are different model additions." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenPangu-V2 model support and XPU paged-attention test support are unrelated." }, { "left": "pull_request:47229", "right": "pull_request:47231", "accept": false, - "reason": "Distinct preprocessing bugs: TimesFM 2.5 windowing vs MoonshineStreaming sliding context." + "reason": "TimesFM 2.5 preprocessing fix and MoonshineStreaming window fix are different bugs." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention XPU tests are unrelated to Granite model support." + "reason": "Paged-attention XPU tests and Granite model support are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "Modernizing DINO conversion mappings vs compressed-tensors fp8 support." + "reason": "DINO modernization and compressed-tensors fp8 support different subsystems." }, { - "left": "pull_request:46836", + "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model support is unrelated to image-loading test refactors." + "reason": "Continuous batching multimodal support is unrelated to image-loading test refactoring." }, { - "left": "pull_request:46376", + "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Continuous batching multimodal support vs test image-loading helper refactor." + "reason": "Unlimited OCR model support and image-loading test refactoring are not the same change." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Different docs/model areas: parallelism docs vs Unlimited OCR support." + "reason": "Docs parallelism reorg and Unlimited OCR model support are unrelated." }, { "left": "pull_request:47239", "right": "pull_request:47243", "accept": false, - "reason": "Tokenizer docs clarification vs ExecuTorch exporter fixes." + "reason": "Tokenizer docs wording and ExecuTorch exporter fixes are unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47216", "accept": false, - "reason": "Doc-builder comment change vs compressed-tensors fp8 feature work." + "reason": "Doc-builder comment cleanup and compressed-tensors fp8 changes are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47239", "accept": false, - "reason": "Different documentation topics: Japanese translation vs tokenizer API wording." + "reason": "Japanese DistilBERT docs and tokenizer docs clarification are different doc changes." }, { "left": "pull_request:46836", "right": "pull_request:47178", "accept": false, - "reason": "Unlimited OCR support vs SigLIP checkpoint path cleanup." + "reason": "Unlimited OCR support and SigLIP path fixes are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47078", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "RoPE test tuning across models is unrelated to Japanese wording edits." + "reason": "RoMa model addition and packed SDPA routing are different code paths." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "RoMa model support and packed SDPA attention are different changes." + "reason": "RoPE tests and Japanese wording cleanup are unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Doc-builder pin comment vs exporter-related docker dependencies." + "reason": "Doc-builder comment changes and exporter test docker deps do not describe the same fix." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 runtime changes are unrelated to compressed-tensors support." + "reason": "Finegrained FP8 kernel work and compressed-tensors support are different quantization features." }, { - "left": "pull_request:47166", - "right": "pull_request:47218", + "left": "pull_request:47175", + "right": "pull_request:47243", "accept": false, - "reason": "Quantization test updates vs shared test image-loading helper refactor." + "reason": "Olmo3 CI test updates are unrelated to ExecuTorch exporter fixes." }, { - "left": "pull_request:47175", - "right": "pull_request:47239", + "left": "pull_request:47163", + "right": "pull_request:47218", "accept": false, - "reason": "Olmo3 CI expectations and tokenizer docs are unrelated." + "reason": "Paged-attention XPU tests and image-loading refactor are different test changes." }, { "left": "pull_request:47082", "right": "pull_request:47181", "accept": false, - "reason": "RoMa keypoint matcher vs Cosmos3 Edge model support are different features." + "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are different models." }, { - "left": "pull_request:46895", + "left": "pull_request:47166", + "right": "pull_request:47218", + "accept": false, + "reason": "Quantization test coverage and shared image-loading helpers are unrelated test refactors." + }, + { + "left": "pull_request:47207", + "right": "pull_request:47255", + "accept": false, + "reason": "Swin2SR padding fix and Gemma4 docstring example are unrelated." + }, + { + "left": "pull_request:46376", "right": "pull_request:47207", "accept": false, - "reason": "CohereASR loss-shift fix is unrelated to Swin2SR padding behavior." + "reason": "Continuous batching multimodal support and Swin2SR padding are different bugs/features." }, { - "left": "pull_request:46912", + "left": "pull_request:47105", + "right": "pull_request:47255", + "accept": false, + "reason": "VITS test re-enable and Gemma4 docstring example are unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47253", + "accept": false, + "reason": "vLLM backend fixes for GPTBigCode/GPTNeoX are unrelated to tensor-parallel lm_head planning." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter support and SigLIP hardcoded-path fixes are unrelated." + }, + { + "left": "pull_request:46895", "right": "pull_request:47255", "accept": false, - "reason": "RoPE test updates vs Gemma4 docstring example are unrelated." + "reason": "CohereASR training-loss fix and Gemma4 docstring example are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47113", + "accept": false, + "reason": "RoPE tests and audio feature/proc requirement fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Model addition docs (Molmo2) vs Japanese wording cleanup." + "reason": "Molmo2 model addition and Japanese wording cleanup are unrelated." }, { "left": "pull_request:47113", "right": "pull_request:47241", "accept": false, - "reason": "Audio feature/proc requirements fix vs DETR-family compile bug." + "reason": "Audio requirements fixes and DETR-family sine-position compile fix are unrelated." }, { "left": "pull_request:47113", "right": "pull_request:47175", "accept": false, - "reason": "Audio requirements fix is unrelated to Olmo3 CI test updates." + "reason": "Audio feature/proc requirement fixes and Olmo3 CI test updates are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47207", "accept": false, - "reason": "Olmo3 CI expectations vs Swin2SR over-padding bug are unrelated." + "reason": "Olmo3 CI test data updates and Swin2SR padding fix are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47181", "accept": false, - "reason": "Qwen3-TTS model support is unrelated to Cosmos3 Edge model support." + "reason": "Qwen3-TTS support and Cosmos3 Edge support are different model additions." }, { "left": "pull_request:46376", "right": "pull_request:47198", "accept": false, - "reason": "Continuous batching multimodal support vs GPTBigCode/GPTNeoX backend fixes." + "reason": "Multimodal continuous batching and GPTBigCode/GPTNeoX vLLM backend fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model addition and DINO conversion modernization are unrelated." + "reason": "Molmo2 model addition and DINO modernization are unrelated model families." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Both are model additions, but they target different models and code paths." + "reason": "Molmo2 and Qwen3-TTS are distinct model additions." }, { "left": "pull_request:47077", "right": "pull_request:47216", "accept": false, - "reason": "Japanese docs translation vs compressed-tensors fp8 implementation." + "reason": "Japanese DistilBERT docs and compressed-tensors fp8 are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47175", "accept": false, - "reason": "num_labels typing fix vs Olmo3 CI test value updates." + "reason": "num_labels typing change and Olmo3 CI test updates are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Qwen3-TTS and NeuCodec are separate model support additions." + "reason": "Qwen3-TTS model support and NeuCodec support are separate model additions." }, { "left": "pull_request:47223", "right": "pull_request:47243", "accept": false, - "reason": "TimesFM 2.5 window_size fix vs ExportedProgram/SymInt handling in exporters." + "reason": "TimesFM AttributeError fix and ExecuTorch exporter fixes are unrelated." }, { "left": "pull_request:47223", "right": "pull_request:47239", "accept": false, - "reason": "TimesFM 2.5 bug fix vs tokenizer documentation clarification." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47198", - "accept": false, - "reason": "Japanese translation docs are unrelated to GPTBigCode/GPTNeoX backend fixes." + "reason": "TimesFM AttributeError fix and tokenizer doc wording are unrelated." } ] }, @@ -23409,7 +23403,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-69", + "cluster_id": "cluster-40546-68", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -23439,8 +23433,6 @@ "pull_request:47198", "pull_request:47210", "pull_request:47216", - "pull_request:47218", - "pull_request:47219", "pull_request:47223", "pull_request:47229", "pull_request:47231", @@ -23451,6 +23443,7 @@ "pull_request:47255" ], "soft_pairs": [ + "pull_request:47077|pull_request:47198", "pull_request:46912|pull_request:47253", "pull_request:46376|pull_request:47184", "pull_request:47069|pull_request:47223", @@ -23467,7 +23460,6 @@ "pull_request:46958|pull_request:47090", "pull_request:46958|pull_request:47235", "pull_request:46895|pull_request:46958", - "pull_request:47218|pull_request:47219", "pull_request:46834|pull_request:47229", "pull_request:47223|pull_request:47229", "pull_request:47166|pull_request:47184", @@ -23475,8 +23467,8 @@ "pull_request:46658|pull_request:46836", "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", - "pull_request:46509|pull_request:47143", "pull_request:47003|pull_request:47243", + "pull_request:46509|pull_request:47143", "pull_request:46509|pull_request:47181", "pull_request:46376|pull_request:46509", "pull_request:46509|pull_request:47163", @@ -23524,460 +23516,418 @@ "pull_request:47003|pull_request:47241", "pull_request:47096|pull_request:47143" ], - "prepared_review_unit_hash": "e463f95edf1bcbf3cbd1d028a5529325f05ad6734578e33d72a8c07d763abdcc", + "prepared_review_unit_hash": "86535f75694ac5924035cb7a2b6aae70ca7ee9fff6bf2f1b53c3b41d9f70aa83", "component_budget": { - "node_count": 69, - "item_count": 69, + "node_count": 68, + "item_count": 68, "soft_pair_count": 188, - "serialized_chars": 244414, - "estimated_input_tokens": 61104, - "estimated_eval_tokens": 122464 + "serialized_chars": 240548, + "estimated_input_tokens": 60137, + "estimated_eval_tokens": 120530 }, "budget": { - "node_count": 38, - "item_count": 38, + "node_count": 36, + "item_count": 36, "soft_pair_count": 72, - "serialized_chars": 119440, - "estimated_input_tokens": 29860, - "estimated_eval_tokens": 59976 + "serialized_chars": 112459, + "estimated_input_tokens": 28115, + "estimated_eval_tokens": 56486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it contains a few clear duplicate subgroups: MoonshineStreaming sliding-window off-by-one fixes, CohereASR training-loss double-shift fixes, TimesFM 2.5 preprocessing fixes, and a pair of test-image-loading refactors. Most other pairs are only broad subsystem similarity and are not duplicates.", - "confidence": 0.83, + "summary": "This is mostly a loose similarity cluster with a few real duplicate subgroups. The true duplicates are the MoonshineStreaming off-by-one fixes, the CohereASR training-loss double-shift fixes, and the TimesFM2_5 window_size/method-name fixes; most other pairs are only broad subsystem or docs/test similarity and should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole cluster; the strongest duplicate subgroup is the CohereASR loss-shift fixes, where PR 46895 is the cleanest anchor because it has the explicit issue target, minimal scope, and clear bug description.", + "canonical_pr_reason": "PR 47090 is the cleanest representative of one of the real duplicate subgroups: it directly fixes the CohereASR double-shift loss bug in the exact forward path, explains the bug clearly, and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the best overall representative of an actual duplicate set: it cleanly targets the CohereASR double-shift bug, has an explicit issue link, and is narrower than the later variants.", + "best_pr_reason": "PR 47090 is the best overall anchor among the true duplicate fixes because it is narrowly scoped, bug-focused, and explicit about the underlying loss-shift problem.", "soft_edge_verdicts": [ + { + "left": "pull_request:47077", + "right": "pull_request:47198", + "accept": false, + "reason": "Unrelated changes: Japanese docs translation vs GPTBigCode/GPTNeoX backend support fix." + }, { "left": "pull_request:46912", "right": "pull_request:47253", "accept": false, - "reason": "Unrelated RoPE test tuning vs tensor-parallel lm_head plumbing; same broad area only." + "reason": "Different problems: RoPE test updates across models vs tensor-parallel validation logic." }, { "left": "pull_request:46376", "right": "pull_request:47184", "accept": false, - "reason": "Continuous batching multimodal support vs test-coverage naming changes; not the same change." + "reason": "Only superficial test/subsystem similarity; continuous batching multimodal support is unrelated to accelerator test renames." }, { "left": "pull_request:47069", "right": "pull_request:47223", "accept": false, - "reason": "Num_labels typing fix vs TimesFM window-size cleanup; unrelated." + "reason": "Different code paths: num_labels typing/property behavior vs TimesFM2_5 window_size preprocessing." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Different model additions/features (Molmo2 vs FP8 exporter work); not duplicate." + "reason": "Both are large feature additions, but they target unrelated models/backends and are not the same change." }, { "left": "pull_request:46957", "right": "pull_request:47096", "accept": false, - "reason": "Exporter work vs Kimi exportability; different concrete changes." + "reason": "Different exporter/inference issues: FP8 decode optimization vs Kimi exportability/backend fixes." }, { "left": "pull_request:46957", "right": "pull_request:47003", "accept": false, - "reason": "FP8/export work vs OpenVINO exporter; same export subsystem only." + "reason": "Different exporter backends and code paths; not the same bug or change." }, { "left": "pull_request:47175", "right": "pull_request:47223", "accept": false, - "reason": "Olmo3 CI expectation updates vs TimesFM config cleanup; unrelated." + "reason": "Olmo3 CI expectation updates are unrelated to the TimesFM2_5 window_size bug fix." }, { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same MoonshineStreaming right-window off-by-one bug; same masking code path and issue target." + "reason": "Same MoonshineStreaming sliding-window right-bound off-by-one bug in the same mask code; 47162 just applies the same fix in another mirrored file too." }, { "left": "pull_request:46310", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming sliding-window right-context bug; same underlying fix." + "reason": "Same MoonshineStreaming off-by-one right-window bug; both patch the same sliding-window mask path." }, { "left": "pull_request:47162", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming right-window off-by-one fix; one is a broader rework of the same bug." + "reason": "Same MoonshineStreaming right-window boundary bug and same underlying mask logic." }, { "left": "pull_request:46895", - "right": "pull_request:47090", + "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug; both fix the same loss code path." + "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path." }, { "left": "pull_request:46895", - "right": "pull_request:47235", + "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift loss bug on the same forward path." + "reason": "Same CohereASR double-shift loss bug; both fix the same training-loss computation." }, { "left": "pull_request:47090", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR training-loss bug; same underlying fix scope." + "reason": "Same CohereASR double-shift bug, just with different loss implementation details." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift training-loss issue; same code path." + "reason": "Same CohereASR loss double-shift problem in the same code path." }, { "left": "pull_request:46958", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR loss bug; the implementation differs but the underlying change is the same." + "reason": "Same CohereASR training-loss bug; the implementation differs, but the fix target is identical." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both target the same CohereASR double-shift bug in the loss computation." + "reason": "Same CohereASR training-loss double-shift issue and same affected model files." }, { - "left": "pull_request:47218", - "right": "pull_request:47219", + "left": "pull_request:46834", + "right": "pull_request:47229", "accept": true, - "reason": "Both refactor image loading in tests to use HF Hub fixtures/helpers under the same issue." + "reason": "Same TimesFM2_5 window_size bug in the preprocessing call site; both fix the same method-name problem." }, { - "left": "pull_request:46834", + "left": "pull_request:47223", "right": "pull_request:47229", "accept": true, - "reason": "Same TimesFM 2.5 wrong-method-name bug in preprocessing; essentially the same fix." + "reason": "Same TimesFM2_5 window_size issue; one fixes the call site, the other cleans up the related config/attribute problem." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Paged-attention/quantization test updates are unrelated test changes." + "reason": "Different test suites for different models; only both are CI/test churn." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE tests vs Olmo3 CI expectations; different PRs and different targets." + "reason": "Different model test updates with no shared bug or code path." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7 flash model scaffolding vs Unlimited OCR model support; different model additions." + "reason": "Both add model-related assets, but they are different models and separate support PRs." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU test support vs quantization test expectations; unrelated." + "reason": "Paged-attention XPU test additions vs quantization test updates are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Paged-attention XPU test support vs accelerator test renaming; not duplicate." + "reason": "Different test targets and different functionality; not a duplicate." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter support and Executorch exporter fixes are different exporter backends/problems." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni support vs NeuCodec support; different models." + "reason": "Distinct model additions (Nemotron Omni vs NeuCodec), even though the scaffolding looks similar." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model support PRs; shared auto-mapping churn is not enough to make them duplicates." }, { "left": "pull_request:46376", "right": "pull_request:46509", "accept": false, - "reason": "Continuous batching multimodal work vs Nemotron Omni model support; unrelated." + "reason": "Multimodal continuous batching work is unrelated to adding Nemotron Omni." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Nemotron Omni support vs paged-attention test changes; different areas." + "reason": "Different areas: model addition vs paged-attention test changes." }, { "left": "pull_request:46376", "right": "pull_request:47181", "accept": false, - "reason": "Continuous batching feature work vs Cosmos3 Edge model support; not the same change." + "reason": "Different workstreams: continuous batching vs a new model integration." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model addition vs Unlimited OCR model addition; different model integrations." + "reason": "Molmo2 and Unlimited OCR are separate model support PRs, not the same change." }, { "left": "pull_request:46509", "right": "pull_request:46836", "accept": false, - "reason": "Nemotron Omni vs Unlimited OCR; unrelated model support." + "reason": "Different model support additions with only generic integration-template similarity." }, { "left": "pull_request:46836", "right": "pull_request:47143", "accept": false, - "reason": "Unlimited OCR vs NeuCodec; different model integrations." + "reason": "Different model integrations; same repo plumbing does not make them duplicates." }, { - "left": "pull_request:47143", + "left": "pull_request:47163", "right": "pull_request:47181", "accept": false, - "reason": "NeuCodec vs Cosmos3 Edge; unrelated." + "reason": "Paged-attention XPU tests are unrelated to Cosmos3 Edge model support." }, { "left": "pull_request:46376", "right": "pull_request:47163", "accept": false, - "reason": "Continuous batching feature vs paged-attention test update; not the same bug/change." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46509", - "accept": false, - "reason": "Molmo2 vs Nemotron Omni; different model support PRs." + "reason": "Continuous batching feature work and XPU test updates are different issues." }, { - "left": "pull_request:47163", - "right": "pull_request:47181", + "left": "pull_request:46376", + "right": "pull_request:47034", "accept": false, - "reason": "Paged-attention test support vs Cosmos3 Edge model support; unrelated." + "reason": "Continuous batching multimodal support vs Neuron SFT experiment are unrelated." }, { - "left": "pull_request:46376", + "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching feature work vs NeuCodec model support; unrelated." + "reason": "Step3.7 conversion/build tooling and NeuCodec model support are different changes." }, { - "left": "pull_request:43451", - "right": "pull_request:47181", - "accept": false, - "reason": "Molmo2 vs Cosmos3 Edge; different model support PRs." - }, - { - "left": "pull_request:43451", + "left": "pull_request:47143", "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 model addition vs paged-attention test change; unrelated." + "reason": "NeuCodec model support and paged-attention XPU tests are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47034", + "left": "pull_request:47163", + "right": "pull_request:47210", "accept": false, - "reason": "Continuous batching feature work vs Neuron SFT experiment; not duplicate." + "reason": "Different attention paths: paged-attention XPU tests vs packed varlen SDPA routing." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:47077", + "right": "pull_request:47181", "accept": false, - "reason": "Step-3.7 flash model work vs NeuCodec; different artifacts." + "reason": "Docs translation changes are unrelated to Cosmos3 Edge model support." }, { - "left": "pull_request:43451", - "right": "pull_request:47143", + "left": "pull_request:47034", + "right": "pull_request:47216", "accept": false, - "reason": "Molmo2 vs NeuCodec; different model support." + "reason": "Neuron SFT training scripts and compressed-tensors exporter work are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47166", - "accept": false, - "reason": "Molmo2 vs quantization test updates; unrelated." - }, - { - "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter vs ExecuTorch exporter fixes; only broad export overlap." + "reason": "Molmo2 model support vs Executorch exporter fixes are different feature areas." }, { - "left": "pull_request:46509", - "right": "pull_request:47181", + "left": "pull_request:47143", + "right": "pull_request:47210", "accept": false, - "reason": "Nemotron Omni support vs Cosmos3 Edge support; different model additions." + "reason": "NeuCodec model support and packed SDPA routing are different problems." }, { - "left": "pull_request:43451", - "right": "pull_request:47003", + "left": "pull_request:47181", + "right": "pull_request:47198", "accept": false, - "reason": "Molmo2 model support vs OpenVINO exporter support; unrelated." + "reason": "Model support for Cosmos3 Edge vs GPT backend fixes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47034", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Molmo2 model support vs Neuron SFT experiment; unrelated." + "reason": "VibeVoice and Molmo2 are separate model integrations, not the same underlying change." }, { "left": "pull_request:43451", - "right": "pull_request:47241", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model support vs DETR-family sine embedding compile fix; different code paths." + "reason": "Model integration PR vs Olmo3 CI expectation updates; unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47241", + "right": "pull_request:47166", "accept": false, - "reason": "Kimi exportability vs DETR-family compile fix; unrelated." + "reason": "Exporter/backend fixes and quantization test churn are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47184", - "accept": false, - "reason": "Molmo2 model addition vs accelerator test rename; not duplicate." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47241", - "accept": false, - "reason": "OpenVINO exporter vs DETR-family compile fix; different problems." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47143", + "right": "pull_request:46658", "accept": false, - "reason": "Kimi exportability vs NeuCodec model support; unrelated." + "reason": "Molmo2 model support and Step3.7 build/conversion tooling are different changes." }, { - "left": "pull_request:47077", - "right": "pull_request:47181", + "left": "pull_request:46658", + "right": "pull_request:47096", "accept": false, - "reason": "Japanese DistilBERT docs translation vs Cosmos3 Edge model support; different docs/model work." + "reason": "Step3.7 conversion tooling and exportability fixes are different issues." }, { - "left": "pull_request:47034", - "right": "pull_request:47216", + "left": "pull_request:46658", + "right": "pull_request:47003", "accept": false, - "reason": "Neuron SFT experiment vs compressed-tensors fp8 exporter/quantization; unrelated." + "reason": "Step3.7 model tooling and OpenVINO exporter support are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47243", - "accept": false, - "reason": "Molmo2 model support vs ExecuTorch exporter fixes; different workstreams." - }, - { - "left": "pull_request:47143", - "right": "pull_request:47210", - "accept": false, - "reason": "NeuCodec model support vs packed SDPA varlen routing; unrelated." - }, - { - "left": "pull_request:47181", - "right": "pull_request:47198", - "accept": false, - "reason": "Cosmos3 Edge model support vs GPTBigCode/GPTNeoX backend fixes; different code paths." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "VibeVoice model support vs Molmo2 model support; different model additions." + "reason": "Different model additions; shared auto-registration patterns are not enough." }, { "left": "pull_request:43451", - "right": "pull_request:47175", - "accept": false, - "reason": "Molmo2 model support vs Olmo3 CI expectations; unrelated." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47175", + "right": "pull_request:47163", "accept": false, - "reason": "Kimi exportability vs Olmo3 CI expectation updates; unrelated." + "reason": "Molmo2 support and paged-attention tests are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 model support vs Step-3.7 flash model work; different changes." + "reason": "Different model support PRs." }, { "left": "pull_request:43451", - "right": "pull_request:47096", + "right": "pull_request:47198", "accept": false, - "reason": "Molmo2 vs Kimi exportability; unrelated." + "reason": "Molmo2 model support and GPTBigCode/GPTNeoX backend fixes are unrelated." }, { - "left": "pull_request:47003", + "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter vs Kimi exportability; broad exporter similarity only." + "reason": "Molmo2 integration and exportability/backend fixes are different work." }, { "left": "pull_request:43451", - "right": "pull_request:47096", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 support vs Kimi exportability; unrelated." + "reason": "Molmo2 support vs OpenVINO exporter support are unrelated." }, { "left": "pull_request:47003", - "right": "pull_request:47216", - "accept": false, - "reason": "OpenVINO exporter vs compressed-tensors fp8; different exporter features." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47241", + "right": "pull_request:47096", "accept": false, - "reason": "Kimi exportability vs DETR-family compile fix; unrelated." + "reason": "Both mention export infrastructure, but they target different backends and bugs." }, { "left": "pull_request:43451", - "right": "pull_request:47166", + "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model support vs quantization test updates; unrelated." + "reason": "Model support and Neuron SFT experimentation are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47243", + "left": "pull_request:43451", + "right": "pull_request:47241", "accept": false, - "reason": "OpenVINO exporter vs ExecuTorch exporter fixes; same broad area only." + "reason": "Molmo2 model integration and DETR-family compile fixes are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47166", "accept": false, - "reason": "Kimi exportability vs quantization test updates; unrelated." + "reason": "Kimi exportability fixes and quantization test updates are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47184", "accept": false, - "reason": "Molmo2 model support vs accelerator test rename; unrelated." + "reason": "Model integration PR vs accelerator test renaming; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47253", "accept": false, - "reason": "Molmo2 model support vs tensor-parallel lm_head support; different features." + "reason": "Molmo2 model support and tensor-parallel validation are different code paths." }, { "left": "pull_request:47003", "right": "pull_request:47241", "accept": false, - "reason": "OpenVINO exporter vs DETR-family sine embedding fix; unrelated." + "reason": "OpenVINO exporter changes and DETR compile crash fix are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability vs NeuCodec support; different changes." + "reason": "Kimi exportability fixes and NeuCodec model support are unrelated." } ] }, @@ -23999,7 +23949,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-69", + "cluster_id": "cluster-40546-68", "nodes": [ "pull_request:46509", "pull_request:47003", @@ -24014,14 +23964,14 @@ "pull_request:47143|pull_request:47241", "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "04e3ea49a5ad421c61e936cab2245ea353e8d6f46c27246419cae2ea0f45ceac", + "prepared_review_unit_hash": "f28f76b31dde29b5b753736529ca8247f815a0cfd9f8ba14f3ede70f5ede858d", "component_budget": { - "node_count": 69, - "item_count": 69, + "node_count": 68, + "item_count": 68, "soft_pair_count": 188, - "serialized_chars": 244414, - "estimated_input_tokens": 61104, - "estimated_eval_tokens": 122464 + "serialized_chars": 240548, + "estimated_input_tokens": 60137, + "estimated_eval_tokens": 120530 }, "budget": { "node_count": 6, @@ -24036,36 +23986,36 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: model onboarding/support PRs, exporter work, an XPU test addition, and a DETR-family bug fix. None of the proposed soft edges look like the same underlying change, so they should not be merged as duplicates.", - "confidence": 0.98, + "summary": "All six pull requests are unrelated: three add new model or exporter support, one adds XPU test coverage, and one fixes a DETR-family compile bug. None are duplicates or plausible candidates to merge into a single PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items target different subsystems and concrete code paths, so there is no clear duplicate representative.", + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous, and the pairwise overlaps are only broad topical similarity, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "47241 is the most self-contained bug fix and the clearest standalone PR, but it is not a duplicate of the others.", + "best_pr_reason": "No single PR is a suitable global representative for deduplication because these are distinct changes across different subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter work vs NeuCodec model support; different features, files, and code paths." + "reason": "OpenVINO exporter work and NeuCodec model support are separate feature additions with different code paths and goals." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi exportability changes vs XPU paged-attention test coverage; not the same underlying bug or change." + "reason": "Exportability changes for Kimi and XPU paged-attention test coverage are unrelated; one is model/export code, the other is a test-only platform tweak." }, { "left": "pull_request:47143", "right": "pull_request:47241", "accept": false, - "reason": "NeuCodec model addition vs DETR sine-position embedding compile fix; unrelated functionality." + "reason": "NeuCodec support and DETR-family sine-position compile fixes address entirely different models and bugs; they are not the same underlying change." }, { "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni support vs Kimi exportability; both are model/export related only at a very broad level, but not the same change." + "reason": "Nemotron Omni support and exportable Kimi are distinct model-support PRs with no shared code-path problem to merge." } ] }, @@ -24095,7 +24045,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ae6c7f1795abffc83d496a8340d722168c6e1caefcbb4782f837dd00441c3666", + "prepared_review_unit_hash": "4ca84a5baff3277ff01c14874f44a5ffa0618f3b57dd37da497cd032e614b17f", "component_budget": { "node_count": 2, "item_count": 2, @@ -24117,18 +24067,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not describe the same bug or change.", - "confidence": 0.98, + "summary": "These two PRs are unrelated feature additions: one adds covariate-based forecasting to TimesFM, the other adds image classification support for DINOv3 ViT. They do not look like the same underlying bug or change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models, different modalities, and different code paths, so there is no duplicate relationship to consolidate.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a duplicate, but 41224 is the more self-contained, clearly scoped feature PR; 40755 is a separate TimesFM enhancement with different functionality.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and different changesets: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same underlying change and would not be merged into one PR." + "reason": "Different subsystems and use cases: TimesFM covariate forecasting versus DINOv3 image classification. They are not the same concrete change and would not plausibly be merged into one PR." } ] }, @@ -24247,7 +24197,7 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "84fbb7627cc99ffdb5c92d60f4f8991a8ae64504e313bed100f247f080cde1a5", + "prepared_review_unit_hash": "ffff303ab42cfcffa9e5e7419a340536c3aacf59a020c926db21fb9e0c3d4b33", "component_budget": { "node_count": 12, "item_count": 12, @@ -24269,123 +24219,129 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one pair looks like a true duplicate: the two fixed_cross_entropy PRs. The rest are superficial similarities across unrelated model additions, test updates, or refactors and should stay separate.", - "confidence": 0.88, + "summary": "This cluster is mostly unrelated PRs; the only true duplicate-looking pair is the two `fixed_cross_entropy` fixes (43251 and 43254). All other pairs are broad soft-similarity matches across unrelated Transformers areas and should stay separate.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the actual bug fix: it directly targets fixed_cross_entropy, has the explicit issue link, and the paired PR 43254 is just an alternate implementation of the same change.", + "canonical_pr_reason": "PR 43251 is a strong canonical representative for the only real duplicate pair: it directly targets issue 43240 and makes the same `fixed_cross_entropy` enhancement as 43254. The two PRs are near-identical fixes rather than meaningfully different changes.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative in this cluster because it is the only PR tied to a concrete, shared bug in a specific code path; the other PRs are unrelated changes despite some broad topical overlap.", + "best_pr_reason": "PR 43251 is the best overall PR in this set because it is a concrete bug fix in a shared utility path and belongs to the only confirmed duplicate pair, making it the cleanest representative for triage.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different targets: Mistral tokenizer API gaps vs Executorch dynamic-shape export tests. Same broad area of model infra, but not the same underlying bug or change." + "reason": "Different features: Mistral tokenizer API additions vs ExecuTorch dynamic-shape export testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated changes: Mistral tokenizer methods vs adding a new MobileLLM model. No shared code-path problem." + "reason": "Tokenizer method additions and adding a new MobileLLM model are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness/auto-loading changes are unrelated to introducing MobileLLM." + "reason": "Processor auto-loading robustness is not the same change as introducing MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs bug fix is unrelated to adding a new model implementation." + "reason": "Cross-entropy loss utility changes are unrelated to adding MobileLLM model code." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different concrete problems: loss utility kwargs handling vs Mistral4 test/model updates." + "reason": "Loss utility kwargs support and Mistral4 model/test work touch different code paths and bugs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests do not match the Mistral4 test/model fix." + "reason": "ExecuTorch export test coverage is unrelated to Mistral4 model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Exportability tests for decoder-only LM are unrelated to MobileLLM model addition." + "reason": "Dynamic-shape export testing and MobileLLM model addition are separate changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code and a config-resolution ordering fix are different underlying changes." + "reason": "New model addition and config-resolution ordering fix address different subsystems." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes in different model code paths." + "reason": "MobileLLM introduction is unrelated to Falcon output-collection refactoring." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition is unrelated to the model-creation skill/tooling PR." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill/meta changes." + "reason": "Falcon refactoring and the model-creation skill are not the same bug or change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor is not the same as fixing Mistral4 tests." + "reason": "Falcon standardized output-interface work is unrelated to Mistral4 fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-like layernorm typo renaming are unrelated." + "reason": "Mistral4 model/test work is not the same as the `layrnorm` -> `layernorm` rename fix." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests/model updates do not match adding the TDT loss kernel integration." + "reason": "Mistral4 model/test updates are unrelated to TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and class config-resolution ordering are different code-path issues." + "reason": "Model-specific Mistral4 fixes are unrelated to config-resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A Mistral4 model/test PR and a model-creation-skill/meta PR are not the same underlying change, even though both touch auto/model-related files." + "reason": "Mistral4 model/test work does not match the model-creation skill/tooling change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to the model-creation skill/meta PR." + "reason": "MobileLLM model addition and the model-creation skill are different kinds of changes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same fixed_cross_entropy bug by forwarding supported cross_entropy kwargs in the same function; they are alternative implementations of the same concrete code-path change." + "reason": "Both PRs modify the same `fixed_cross_entropy` path in `loss_utils.py` to add `weight` and `label_smoothing` support, so they look like the same underlying fix." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet. The only clearly mergeable duplicate pair is 43251/43254: they touch the same file, share the same issue target, and both implement the same fixed_cross_entropy kwargs fix. The rest of the pairwise rejections stay conservative and do not overclaim shared bugs." + "accept": false, + "feedback": "The pair verdicts are mostly conservative, but the canonical PR reasoning overstates the evidence. In the packet, both 43251 and 43254 add the same `weight` and `label_smoothing` support to `fixed_cross_entropy`; there isn\u2019t clear support for saying 43251 has the \u201cmore complete\u201d passthrough. Please soften that to something like \u201cone of two near-identical fixes\u201d or similar. The rest of the soft-edge rejections look grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24409,7 +24365,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "a5b67dc6cdcd129d3ed6fb51b5634c4b8166978d8e15ca7896cafc713b91dda1", + "prepared_review_unit_hash": "a4430a8c382bc3305d1eadd5d544895919bb26d5ea8d47bf94321b4ab3c28629", "component_budget": { "node_count": 2, "item_count": 2, @@ -24431,18 +24387,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both broad GitHub Actions maintenance PRs, but they target different upgrades and do not appear to fix the same concrete problem: one is about Node 24 compatibility across workflow actions, the other is about bumping selected actions to latest versions, especially docker/build-push-action. They overlap in workflow files but are not duplicates.", + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they update different actions and fix different compatibility/version issues. They overlap in affected workflows yet do not look like the same underlying change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:42975 is the more specific and self-contained change: it explicitly targets Node 24 compatibility and has a clear compatibility-driven scope.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader workflow-maintenance change and has the clearest specific goal: Node 24 compatibility for core GitHub Actions used across many workflows.", "best_issue_reason": null, - "best_pr_reason": "pull_request:42975 is the better canonical PR candidate because its intent is more concrete and narrower; pull_request:42976 is a broader version-bump cleanup with only partial file overlap.", + "best_pr_reason": "PR 42975 is the best representative of the cluster because it covers the wider set of workflow-action upgrades and is more descriptive of the overall maintenance theme.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 upgrades workflow actions for Node 24 compatibility, while 42976 bumps other actions to latest versions (notably docker/build-push-action). Shared workflow filenames alone are not enough to treat them as the same fix." + "reason": "Reject: both are GitHub Actions version bumps, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while 42976 upgrades docker/build-push-action. They touch related workflows yet fix different dependency updates, so they are not the same concrete change." } ] }, @@ -24477,58 +24433,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "4fc19de5a9cb5d0da9693b426cb7812c92f73157f2ca2cd313d8ac61bd2b7760", + "prepared_review_unit_hash": "b121c6da7929203ab6e2b904cf57ed1ceedfc17ba262c6270bfc92cb27a612c8", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13043, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13043, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four distinct model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They only overlap on generic integration files like docs and auto-mapping, not on the same underlying bug or code change. Reject all soft matches.", - "confidence": 0.98, + "summary": "All four items are separate model-addition pull requests for different architectures (ViT NEPA, Molmo, CTSM, Step3p7). They share repo-wide plumbing and docs patterns, but not the same concrete change, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster is only superficially similar; each PR adds a different model family and code path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication: none of these PRs is the same change as another, so there is no global representative duplicate to select.", + "best_pr_reason": "No true duplicate PR exists here; if a single representative is needed, #46562 is the strongest standalone candidate because it is the most recent and broadest model-addition PR, but it is still a different change from the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo) with different configs, weights, processors, and tests; shared docs/auto files are generic plumbing only." + "reason": "Different models and codepaths; shared auto/docs files are expected for model registration, not evidence of the same fix or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different architectures and code paths (ViT NEPA vs CTSM); overlap in auto/docs files does not indicate the same bug or feature." + "reason": "ViT NEPA vs CTSM are unrelated model additions with distinct implementations and tests." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model integrations; similar repository wiring is not enough to merge them as duplicates." + "reason": "Molmo and CTSM add different model families; overlap is only in shared integration files." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 target different models and supporting code; shared auto/mapping edits are broad integration work, not one concrete fix." + "reason": "CTSM and Step3p7 are separate model additions touching different model-specific code; not mergeable as one PR." } ] }, @@ -24577,7 +24533,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "52b3641501d82a196d4a0a66d5dad81df26f508a1271f77039b8f040a29cfbce", + "prepared_review_unit_hash": "99bea17b3aaf81c4d1af4a33cc7e437810f1278932a6113e9df14e61f1d258f5", "component_budget": { "node_count": 7, "item_count": 7, @@ -24599,108 +24555,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs across Whisper tests, CLIP/ViT tests, FP8 loading, generation validation, CI infra, and YOLOS. The only likely duplicate pair is the two YOLOS device-map fixes, which address the same underlying device-mismatch bug in the same file.", - "confidence": 0.95, + "summary": "This cluster is mostly a mix of unrelated PRs with generic titles and test/infrastructure tweaks. The only plausible duplicate pair is the two YOLOS fixes, which both address the same device-mismatch bug path in YOLOS and could reasonably be combined.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the clearest representative of the YOLOS bug: it directly fixes the runtime device mismatch in `modeling_yolos.py` and also keeps the `_no_split_modules` safeguard. PR 46886 is a narrower precursor, while the other PRs are unrelated.", + "canonical_pr_reason": "pull_request:46922 is the strongest representative: it fixes the YOLOS device-mismatch path directly in forward() and also includes the no-split-module adjustment, making it the most complete YOLOS fix in the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest standalone candidate because it contains the concrete device-placement fix for YOLOS and is more complete than 46886. The rest of the cluster is unrelated or only superficially similar.", + "best_pr_reason": "pull_request:46922 is the best PR for the cluster because it targets a concrete YOLOS runtime bug with a clear code-path fix, while the other PRs are either unrelated or test-only/infra changes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-only changes, but they target different models and different failures; not the same underlying bug." + "reason": "Both are vague test-fix PRs, but they touch different models and different test files; no evidence they fix the same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test fixes and FP8 dequant logic are unrelated code paths." + "reason": "Whisper test/tokenizer changes and fine-grained FP8 dequant changes are unrelated subsystems and unrelated bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test cleanup is unrelated to generation watermarking/FP8 validation changes." + "reason": "Whisper tokenizer/test work is unrelated to generation watermarking and FP8 model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tests and YOLOS device-mismatch fixes are unrelated." + "reason": "Whisper test fixes and YOLOS device-mismatch fixes are different code paths and different models." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Different model test files and different failures; only a broad test-suite similarity." + "reason": "Model unit-test edits are not the same as the Phimoe CI/integration-environment fix; different scope and bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to FP8 loading/dequant code." + "reason": "These are unrelated: generic model test edits versus FP8 loading/quantization logic." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Model test tweaks are unrelated to generation-config validation and Whisper generation changes." + "reason": "CLIP/ViT test changes do not match the generation watermarking validation fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different model families and different issues; not mergeable as one fix." + "reason": "Different models and different failure modes; one is test scaffolding, the other is a YOLOS runtime/device bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/loading changes are unrelated to Phimoe CI environment changes." + "reason": "Fine-grained FP8 dequantization and Phimoe CI/device-map setup are different problems and code paths." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These address different subsystems: FP8 dequant vs generation/watermark validation." + "reason": "FP8 quantization/loading changes are unrelated to generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared bug or code path; FP8 quantization and YOLOS device placement are separate." + "reason": "YOLOS device placement fixes and FP8 dequant fixes do not address the same underlying bug." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config validation and CI memory-limit changes are unrelated." + "reason": "Generation config validation and Phimoe CI/device-memory handling are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different subsystems and failures; no concrete overlap." + "reason": "Watermarking validation and YOLOS device-mismatch fixes are different subsystems and bugs." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test CI changes are unrelated to YOLOS device mismatch." + "reason": "Phimoe CI runner-memory/device-map setup is unrelated to the YOLOS model runtime device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch problem in `modeling_yolos.py` for `device_map=\"auto\"`; 46922 is the more complete variant." + "reason": "Both PRs target the same YOLOS device-mismatch issue for device_map=\"auto\"; they modify the same model path and could plausibly be merged into one fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only supported soft-merge pair is pull_request:46886 and pull_request:46922: they touch the same file, share the same issue target, and both address the YOLOS device-mismatch bug, with 46922 adding the more complete fix. The rest of the pairwise rejections are consistent with the evidence and do not overstate overlap." + "feedback": "The summary is conservative and grounded in the packet. The only accepted soft-edge pair, 46886 vs 46922, is plausibly mergeable into a single YOLOS bugfix: both touch the same model file, share the same issue target, and address the same device-mismatch problem. The remaining non-duplicate judgments are also reasonable given the diff previews and filenames." }, "evaluator_used": true, "retried": false, @@ -24730,7 +24686,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "fe5bbb11d94359b1483585983519dcf307a6292ed94eac2edba8c8c8a0086a25", + "prepared_review_unit_hash": "b0cf9616cdbd5c625f897d789606de9124e140637ceffdba22c0d8142f7eadbf", "component_budget": { "node_count": 3, "item_count": 3, @@ -24752,30 +24708,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are only superficially similar because they are all test/infra-related and titled as non-mergeable checks, but they change different code paths: setup/package metadata, multiple GitHub workflows plus test utilities, and a single security-gate workflow trigger. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "All three pull requests are unrelated '[don't merge]' test changes: one tweaks setup/version/deps, one rewires CI/test-diff display workflows, and one changes the PR security-gate workflow trigger. They share superficial repo-bot/CI flavor but not the same underlying bug or change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the three changes target different code paths and workflows, so this cluster is not a true duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR #46747 is the most self-contained and narrowly scoped change, but it is still not the same underlying change as the others and should not be treated as their canonical match.", + "best_pr_reason": "43532 is the broadest representative of the cluster because it touches multiple workflow and test files, but it still is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: #43488 edits setup.py dependency/version metadata and a test file, while #46747 only switches a workflow trigger from pull_request_target to pull_request in the security gate. Not the same fix." + "reason": "Different changes: setup/version/dependency metadata versus PR security-gate workflow trigger; no shared concrete bug or code path." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "#43488 is about packaging/versioning and a Vit test tweak; #43532 rewrites several GitHub workflows and test/notification helpers. They do not address one concrete bug or change." + "reason": "Both are repo-test style PRs, but one changes packaging/versioning while the other changes CI/test-diff workflows and test utilities; not the same fix." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Although both touch CI/workflows, #43532 broadly restructures comment/scheduled/slack automation and test utilities, while #46747 makes a single security-gate trigger change. Too different to merge as one PR." + "reason": "Both affect CI, but they modify different workflows for different behaviors (comment-driven diff display vs security-gate trigger); not mergeable as one PR." } ] }, @@ -24805,12 +24761,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "6fd2b01aa3d5fc2360e41e34069ce86c3e0bc4db433b43bbee78165879123645", + "prepared_review_unit_hash": "5855b22addba7335e4d2935b921abcc5db140333e7a14ea9304813088c1f02fd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24818,7 +24774,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24827,18 +24783,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate pipeline-addition PRs with similar scaffolding but different features: promptable concept segmentation vs promptable visual segmentation. Shared docs/plumbing files are not enough to treat them as duplicates.", - "confidence": 0.94, + "summary": "The two PRs are related thematically but implement different pipeline additions for different segmentation tasks and model stacks, so they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs implement different segmentation pipelines and do not fix the same concrete code-path problem.", + "canonical_pr_reason": "No canonical PR: these are separate feature PRs for different pipelines rather than two versions of the same change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong global best representative for a duplicate cluster because they are distinct feature additions rather than the same change.", + "best_pr_reason": "PR #43613 is the stronger representative of the cluster because it adds a broader promptable visual segmentation pipeline with more model/test coverage and a more extensive integration surface.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying tasks and code paths: concept segmentation vs visual segmentation, with different model/file coverage. Shared pipeline/docs scaffolding is not enough to merge them as one PR." + "reason": "Different concrete features: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation/scaffold files, but they target different pipelines, models, and tests and would not plausibly be merged into a single PR as duplicate work." } ] }, @@ -24868,7 +24824,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "8b57884337d095c4b36dae21d98b5c03ea1c2e773c491963afa4f923b0d0001e", + "prepared_review_unit_hash": "6b7ca88d2cfc6603053d270199ee5e78b726567451dfb52e81bbb5e27968be32", "component_budget": { "node_count": 2, "item_count": 2, @@ -24890,18 +24846,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate trainer extensibility PRs: one adds a gradient-accumulation loss-scaling hook, the other adds an overridable signature-column helper. They touch the same file but solve different problems, so they are not duplicates.", - "confidence": 0.94, + "summary": "Two open PRs in `trainer.py` add separate extension points for custom trainers: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering. They are related to trainer extensibility but not the same bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better anchor because it makes a specific behavior change in the training-step loss scaling path and introduces a focused extension point; it is more concrete than the signature-column refactor in #43663.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest representative of the cluster because it targets a well-defined code path and likely corresponds to a single behavioral change that can stand on its own.", + "best_pr_reason": "PR 43651 is the more concrete trainer behavior change, but neither PR is a duplicate of the other; they should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: #43651 alters gradient accumulation loss normalization, while #43663 refactors column filtering/signature inspection for trainer extensibility. Same file and theme, but not the same bug or mergeable change set." + "reason": "Both touch `trainer.py` and custom-trainer extensibility, but they address different code paths: gradient-accumulation loss scaling vs. input column filtering. They could not plausibly be merged as one fix for the same underlying change." } ] }, @@ -24931,12 +24887,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "39345333e509954a4f7a37ebb4d7edc4e31f40dbc514aaf1735ec00264afe4bf", + "prepared_review_unit_hash": "456a085434d78f0e4baf19289dce9a0e1710b783552812935e0c8af2586a9d80", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24944,7 +24900,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24953,28 +24909,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `src/transformers/cli/serve.py` are tackling the same TypeAdapter-related NameError in the CLI, using different annotation-evaluation fixes.", - "confidence": 0.82, + "summary": "The two PRs touch the same file and both deal with typing/runtime annotation issues, but the packet does not show them fixing the same concrete bug. PR 43842 clearly addresses a `TypeAdapter` NameError; PR 43656 appears to be a broader `from __future__ import annotations`/typing cleanup in `serve.py` and is not clearly the same failure mode.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most concrete, narrowly scoped fix: it directly guards `TypeAdapter` behind `TYPE_CHECKING` and quotes the annotation, matching the reported pydantic-missing NameError.", + "canonical_pr_reason": "PR 43842 is the clearest canonical PR because it directly fixes the documented `TypeAdapter` NameError with a targeted `TYPE_CHECKING` import and quoted annotation.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it targets the exact crash with the smallest surface area, while 43656 is a broader annotation-cleanup style change.", + "best_pr_reason": "PR 43842 is the best standalone representative of the underlying bug: it directly resolves the specific `TypeAdapter` runtime failure, whereas PR 43656 is broader and less explicitly tied to that exact issue.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs address the same `src/transformers/cli/serve.py` runtime annotation NameError around `TypeAdapter`; they use different but compatible mechanisms (`__future__` annotations vs quoted/type-checking import), so they could plausibly be merged into one fix." + "accept": false, + "reason": "Do not cluster them as duplicates: the evidence only shows shared file and related typing cleanup, while 43842 specifically fixes a `TypeAdapter` NameError and 43656 mainly changes future-annotations and other annotation syntax." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: both PRs touch `src/transformers/cli/serve.py` and their titles explicitly reference the same TypeAdapter NameError class of bug. The mergeability claim is also conservative enough: `from __future__ import annotations` and a `TYPE_CHECKING`-gated `TypeAdapter` import/quoted annotation are compatible and could be combined into one broader fix. I don\u2019t see an overstatement that would require rejection." + "accept": false, + "feedback": "The clustering is not sufficiently grounded in the packet. PR 43842 explicitly fixes a `TypeAdapter` NameError by importing `TypeAdapter` under `TYPE_CHECKING` and quoting its annotation when pydantic is absent. PR 43656\u2019s diff preview instead shows `from __future__ import annotations` plus broader annotation cleanups (`PreTrainedModel`, `ProcessorMixin`, etc.); the packet does not clearly show that it targets the same `TypeAdapter` failure. Because the evidence suggests two related but potentially distinct annotation/runtime issues in the same file, I would not treat them as the same bugfix or a clearly mergeable single PR cluster." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -25105,8 +25061,8 @@ "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44018|pull_request:44116", - "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", @@ -25160,12 +25116,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "4888c12a0f304900b49b6402bfaf33a111e151a7a1a2b65df91f6c7de6fbc550", + "prepared_review_unit_hash": "606527971bb5f5e61786025b2ec7d3561708c5b5e9f15d790b81023fa6118c02", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, + "serialized_chars": 84507, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -25173,7 +25129,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, + "serialized_chars": 76937, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -25182,336 +25138,438 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a theme cluster of output-tracing refactors across many different models, not one duplicate set. Only the GPT-J/CodeGen chain and the GPT-Neo pair look like true duplicates; the rest are different model migrations that share the same broad refactor pattern.", - "confidence": 0.88, + "summary": "Most items are separate model-by-model output-tracing refactors under the same umbrella issue (#43979), not true duplicates. The only clear duplicate clusters are GPT-Neo and the GPT-J/CodeGen set; the rest touch different model code paths and should stay separate.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the best representative of the duplicate subcluster: it targets the same GPT-J/CodeGen output-tracing change, is explicitly linked to #43979, and is the broadest/latest concrete implementation among the close matches.", + "canonical_pr_reason": "No issue artifact is present here; among the PRs, #44722 is the best representative because it most clearly captures the GPT-J/CodeGen output-tracing refactor family and overlaps the strongest duplicate candidates.", "best_issue_reason": null, - "best_pr_reason": "44722 is the clearest single PR to keep for this cluster because it captures the strongest same-file/same-change duplicate chain and most fully represents the shared GPT-J/CodeGen refactor.", + "best_pr_reason": "#44722 is the strongest standalone representative of the duplicate-prone GPT-J/CodeGen refactor set; it has the clearest overlap with the other GPT-J PRs and the broadest concrete change scope in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and different concrete code paths; same high-level tracing theme is not enough." + "reason": "Same output-tracing theme, but different model code paths (CVT/FNet vs GPT-J); not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT refactor vs DeBERTa refactor; unrelated implementations." + "reason": "Different model families and implementations; they share the umbrella refactor idea only." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target the same GPT-J output-tracing code path in the same file; the title mismatch on 44085 does not change the code-level match." + "reason": "Both are GPT-J output-tracing refactors on the same code path; they look like overlapping variants that could be merged." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet; same standardization theme but different model code paths." + "reason": "Different model implementations (RegNet/ResNet-style vs EfficientNet); same issue tracker does not make them duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations." + "reason": "Different model families and code paths (EfficientNet vs GPT-J/CodeGen); related refactor theme only." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and different files; not the same underlying bug/change." + "reason": "Distinct model code paths; no concrete bug/change overlap beyond the shared output-tracing migration." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 refactor vs DeBERTa refactor; broad theme only." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; same umbrella issue is too broad to merge." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; separate model code paths." + "reason": "GPT-J/CodeGen vs MGP-STR are unrelated model paths; not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same refactor style, different implementation." + "reason": "GPT-J/CodeGen and MPT are different code paths; only the general refactor pattern matches." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same model/file set; these look like duplicate iterations of the same change." + "reason": "Same GPT-Neo file and same decorator-based output-tracing migration; these look like the same underlying refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; shared output-tracing framework only." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations; not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families (GPT-Neo vs GPT-J/CodeGen); related migration, not the same concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are different models with no shared code path." + "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; not the same change." + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; not mergeable as one PR." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet refactor vs GPT-J refactor; unrelated model code." + "reason": "ResNet and GPT-J are unrelated model paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; only the output-tracing theme overlaps." + "reason": "GPT-Neo and ResNet are different model code paths; same migration idea only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model paths." + "reason": "ResNet and MPT are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model implementations." + "reason": "GPT-Neo and Flaubert/XLM are different models; not duplicates." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; same refactor pattern, different code." + "reason": "GPT-Neo vs GPT-J/CodeGen; different concrete refactors." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; different concrete changes." + "reason": "MPT and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; different model code paths." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying change." + "reason": "GPT-Neo and MGP-STR are unrelated models." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; only a shared refactor style." + "reason": "GPT-Neo and MGP-STR are different code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44085", "accept": false, - "reason": "MPT and MGP-STR are unrelated implementations." + "reason": "MPT and GPT-J are unrelated model implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model refactors." + "reason": "GPT-J and MGP-STR are unrelated code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different subsystems." + "reason": "ViLT and Flaubert/XLM are different model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; no shared code path." + "reason": "GPT-2 and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5; different model families." + "reason": "Segformer and LongT5 are different code paths; same umbrella issue only." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer vs VisualBert; same pattern, different code." + "reason": "Segformer and VisualBert are unrelated model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated model implementations." + "reason": "Segformer and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; not the same change." + "reason": "GPT-Neo and MPT are different models." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are different model paths." + "reason": "RegNet and VisualBert are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "Segformer vs MPT; only the output-tracing refactor theme overlaps." + "reason": "Segformer and MPT are different model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT; different concrete refactors." + "reason": "MPT and ImageGPT are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different refactors in different model families." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model families." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; not the same underlying bug/change." + "reason": "TextNet and Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; separate implementations." + "reason": "MPNet and LongT5 are different model implementations." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different concrete refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate model families." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT vs Segformer; shared theme only." + "reason": "RegNet and Segformer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT; unrelated model code." + "reason": "SqueezeBert and MPT are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo vs SpeechT5; different code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs VisualBert; different model refactors." + "reason": "SqueezeBert and VisualBert are different concrete changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "TextNet vs LongT5; not the same change." + "reason": "RegNet and TextNet are unrelated model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "FNet/CVT vs MPNet; different models and diffs." + "reason": "SqueezeBert and GPT-Neo are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa; only a shared pattern." + "reason": "SqueezeBert and DeBERTa are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa vs TextNet; unrelated implementations." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet vs ImageGPT; same standardization theme but different underlying changes." + "reason": "DeBERTa and TextNet are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family with matching code-path focus; 44722 is the broader later iteration." + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files; they are duplicative variants of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change in the same file; 44722 looks like the consolidated later version." + "reason": "Both are GPT-J output-tracing refactors on the same file path, and could be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; no shared concrete code path." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet are different model refactors." + "reason": "CVT/FNet and RegNet/ResNet are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT vs SpeechT5; same theme only." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa vs SpeechT5; unrelated model code." + "reason": "DeBERTa and SpeechT5 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa vs ViT-S; different model implementations." + "reason": "DeBERTa and ViTS are unrelated concrete changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are distinct models; this is not one mergeable PR." + "reason": "FocalNet and ImageGPT are different model implementations; same refactor theme only." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes the broad theme cluster from the few likely duplicate chains, and the accepted soft-edge pairs all appear mergeable as the same bugfix iteration within the same model/file path (especially GPT-J/CodeGen and GPT-Neo)." + "feedback": "The summary is grounded in the packet: it correctly treats most PRs as separate model-specific output-tracing refactors under the shared umbrella issue #43979, and it only marks the two strongest overlapping clusters as duplicates/mergeable. The accepted soft-edge pairs are conservative and supported by shared file paths and near-identical refactor scope, while the rejected pairs stay appropriately cautious about different model families and code paths." }, "evaluator_used": true, "retried": false, @@ -25546,12 +25604,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "fa814db24dc25e1018708f19ad30a365ac9a6ad9751a3a7f6b56750eced6036a", + "prepared_review_unit_hash": "e4cdb0e0adce2c586fb119985af39b5bb8b30d68683b2ddd6f4f4b6895efabe3", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, + "serialized_chars": 84507, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -25559,51 +25617,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they do not fix the same underlying bug or implement the same code change. No soft-edge pair should be merged as duplicates.", - "confidence": 0.94, + "summary": "These are model-specific refactors to standardize output tracing across different architectures, not duplicate fixes of the same underlying bug or change. The common theme is broad, but each PR touches a different code path and would not plausibly be merged as one change set.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative of the cluster because it has an explicit issue target and a concrete SpeechT5 output-capture refactor, but it is still distinct from the others.", + "canonical_pr_reason": "44129 is the best anchored representative: it has an explicit issue target and a concrete, self-contained SpeechT5 output-tracing refactor. The others are similar pattern-matching refactors but for different models.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best overall representative: it is a substantive, end-to-end standardized output capture change with explicit tracking, making it the clearest anchor for the cluster.", + "best_pr_reason": "44129 is the strongest representative because it is issue-linked and clearly scoped, while the other PRs are separate model-by-model standardization changes.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but for different models and code paths (VisualBert vs TextNet); they are not the same change and would not be merged into one PR." + "reason": "Same general refactor theme, but VisualBert and TextNet are different model implementations with distinct forward paths; these are not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations with different tracing plumbing; similarity is thematic only, not a duplicate fix." + "reason": "Both standardize output tracing, but they affect different models (MPNet vs VisualBert) and different internal modules; too broad to treat as one duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are independent refactors in different model files with different output-recording setup; same broad subsystem, not the same underlying change." + "reason": "MPNet and TextNet are separate code paths; the similarity is only the shared refactor pattern, not the same underlying bug or patch." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific migrations to the new decorator style; they do not share a concrete bug or code-path." + "reason": "RegNet and SqueezeBert are unrelated model-specific implementations; these PRs share a refactor motif but not a single concrete change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output capture, but one is SqueezeBert and the other SpeechT5 with different forward signatures and tracing needs; too broad to be duplicates." + "reason": "Both touch output-tracing plumbing, but SqueezeBert and SpeechT5 are different architectures and the PRs are not mergeable as one fix." } ] }, @@ -25683,274 +25741,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "5506310f4af3e23f3146477e8be4c5930f3d8408fc3efb2132916cdf5e4b3589", + "prepared_review_unit_hash": "053954f311e9923237b2382c765833c96093997cfb830853345907e545552079", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40189, + "estimated_input_tokens": 10048, + "estimated_eval_tokens": 20352 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40189, + "estimated_input_tokens": 10048, + "estimated_eval_tokens": 20352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-specific refactors to add output tracing / tuple-return support, not duplicate fixes for one shared bug. They share a pattern and even similar titles, but each PR targets a different code path and model family, so they should stay distinct.", - "confidence": 0.95, + "summary": "These are highly similar-looking but model-specific refactors for output tracing/can_return_tuple support. They share a theme, but each PR targets a different architecture and code path, so there are no true duplicates to merge.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the cluster: it spans two model files, introduces both `can_return_tuple` and output-capturing plumbing, and has the largest refactor footprint among the set.", + "canonical_pr_reason": "PR 44003 is the broadest representative in the set: it spans two related model files and introduces the tracing plumbing more completely than the single-file refactors.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative of the theme because it shows the most substantial version of the output-tracing refactor while still being model-focused and concrete.", + "best_pr_reason": "PR 44003 is the best overall representative of the cluster\u2019s theme because it is the most substantial model-specific output-tracing refactor and includes the shared utility integration.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor theme, but not the same concrete code change or bug." + "reason": "Same refactor pattern, but timm_backbone and upernet are different model paths with different implementations." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated model code paths; both refactor output handling, but they are not duplicates." + "reason": "Both refactor output handling, but they touch unrelated model code paths (timm_backbone vs vision_text_dual_encoder)." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different subsystems (`timm_backbone` vs `univnet`); same pattern, not the same underlying fix." + "reason": "Similar tracing cleanup, but these are different models and not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba`/`falcon_mamba` are separate model families; no shared concrete bug to merge into one PR." + "reason": "Both are tracing refactors, but one is timm_backbone and the other is Mamba/FalconMamba plumbing; not the same bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Separate model paths (`timm_backbone` vs `rwkv`); similar output-tracing refactor, but not duplicate work." + "reason": "Different model families and forward paths; only the refactor style is shared." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; shared refactor language is insufficient for duplicate status." + "reason": "MobileNetV1 and UnivNet are unrelated code paths, so this is only superficial similarity." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `upernet`), so this is not one shared code-path problem." + "reason": "Both are output-tracing refactors, but they affect different models and are not mergeable as one fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model changes; same general tracing cleanup, but not the same PR." + "reason": "Different architectures and files; same broad tracing theme is not enough for duplication." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` touch different model code paths; no evidence of a single shared fix." + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated model implementations." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`); these are parallel refactors, not duplicates." + "reason": "Same refactor motif, but the underlying code paths are different model classes." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; similar output-return cleanup but not mergeable as one fix." + "reason": "Vision-Text dual encoder vs UnivNet are distinct model changes, not one shared bug." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model stacks (`vision_text_dual_encoder` vs `upernet`); same thematic refactor, not same bug." + "reason": "They both modernize forward signatures, but for different models and different outputs." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba`/`falcon_mamba` do not share the same concrete code path." + "reason": "Different subsystems and model families; no single concrete fix spans both." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model code (`vision_text_dual_encoder` vs `depth_anything`); not a duplicate change." + "reason": "Unrelated model paths; the similarity is only at the refactor pattern level." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate models; same refactor style, but not the same underlying issue." + "reason": "UnivNet and UperNet are unrelated changes despite similar output-tracing cleanup." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` vs `mamba`/`falcon_mamba` are unrelated code paths and should not be collapsed." + "reason": "Different model families and different forward implementations." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are distinct model-specific changes, not one shared bug fix." + "reason": "Same theme, but depth-anything and UnivNet are separate model-specific refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different architectures; the similarity is only in output-tracing refactor wording." + "reason": "UperNet and RWKV are unrelated code paths; not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families (`upernet` vs `mamba`/`falcon_mamba`); no evidence they fix the same code-path problem." + "reason": "Different models and different output-capturing plumbing; no shared concrete bug." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba`/`falcon_mamba` and `superpoint` are unrelated implementations; not the same concrete bug or change." + "reason": "Falcon/Mamba refactor vs SuperPoint refactor: same broad goal, different implementations." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba`/`falcon_mamba` vs `codegen` are different model paths; too broad to treat as duplicates." + "reason": "Mamba tracing changes and CodeGen cache/output changes are different concrete code-path fixes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated code paths; shared refactor language is not enough." + "reason": "TimmBackbone and CodeGen are unrelated model internals; only the refactor style matches." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` do not fix the same underlying problem." + "reason": "UnivNet audio generation code is not the same change as CodeGen cache/output refactoring." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families (`upernet` vs `codegen`); these are separate refactors." + "reason": "UperNet segmentation and CodeGen are different code paths with different semantics." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are unrelated model implementations; not duplicates." + "reason": "Vision-text dual encoder vs CodeGen: similar utility cleanup, but not the same bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are separate model-specific tracing refactors." + "reason": "DepthAnything and VisionEncoderDecoder are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are different code paths; same theme, not same fix." + "reason": "Different model families; no shared concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated models; no single underlying bug." + "reason": "DepthAnything and SuperPoint are distinct code paths, so this is not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are distinct model implementations; not mergeable as one PR." + "reason": "Different tasks and model code; only the output-tracing refactor pattern is shared." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate code paths; only the refactor motif is shared." + "reason": "DepthAnything and DPR are separate model-specific refactors." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models; not the same concrete change." + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are parallel but distinct encoder-decoder refactors, not duplicates." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different code paths, not one fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` touch different model code; no shared bug fix." + "reason": "Unrelated models and forward behavior; similarity is only thematic." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are separate model paths; same pattern, not same issue." + "reason": "VisionEncoderDecoder and DPR are distinct model changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; not a duplicate pair." + "reason": "SpeechEncoderDecoder and SuperPoint do not share the same underlying bug or patch." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` do not share a concrete code-path problem." + "reason": "Different architectures and different output handling details." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are distinct model-specific refactors." + "reason": "SpeechEncoderDecoder and DPR are separate model-specific refactors." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are separate model implementations; same tracing idea, different fixes." + "reason": "SuperPoint and RWKV are unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are unrelated code paths; not duplicates." + "reason": "Different model families; the same refactor label is not enough to merge them." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different models; no evidence they should be merged into one PR." + "reason": "RWKV and DPR are different implementations with different output semantics." } ] }, @@ -25980,12 +26038,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "86a94778134724f6a8327e1946e052193d2a7e292b994403571c42a91d32af64", + "prepared_review_unit_hash": "55f83ea6c3704760cdf75b01df7e7b413b2c317fe0f23f5d6a0ab030fe361460", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25993,7 +26051,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26002,18 +26060,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated model-addition PRs: one implements PenguinVL, the other adds Voxtral TTS. They share only generic Hugging Face integration files, not the same underlying code path or feature.", + "summary": "These are two unrelated model-implementation PRs that only overlap on common Transformers scaffolding (docs, auto registries, model package wiring). They do not appear to fix the same code-path problem, so the soft edge should be rejected.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for the cluster: 44662 is a PenguinVL implementation and 45401 is a Voxtral TTS integration, so they should not be collapsed together. If one must be picked, 45401 is slightly more anchored by an explicit issue link and a narrower scope.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45401 is the better representative only in a weak administrative sense because it has an explicit linked issue and a more focused TTS-specific scope, but it is still not a duplicate of 44662.", + "best_pr_reason": "PR 45401 is the stronger standalone anchor because it has an explicit issue target and a tighter, model-specific scope, but it is not a duplicate of PR 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and different concrete implementations: PenguinVL vs Voxtral TTS. Shared auto/model registry files are incidental and do not indicate the same bug or change." + "reason": "Different model additions: PenguinVL vs Voxtral TTS. Shared auto-registration/docs files are boilerplate and do not indicate the same underlying bug or change." } ] }, @@ -26043,12 +26101,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "6104997f95a93a3d7fa87dc58d8398a470be87c1439b55d751b9c6bd7210bf3a", + "prepared_review_unit_hash": "6490103c3ad3a67e85f628605eeab1ffa608c2fcc27b0efa0e13b689077fee04", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26056,7 +26114,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26065,18 +26123,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to module/kernel fusion, but they are not the same change: one adds a general module fusion API, while the other wires up n-to-1 kernel fusion via `KernelConfig` and integration hooks. They target different layers and could be merged independently.", + "summary": "Both pull requests are about fusion, but they address different problems: one introduces a generic module-fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig. They are related in theme but not the same underlying change.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete end-user feature PR: it adds `KernelConfig`-driven fusion plumbing across multiple files and includes a runnable example, whereas #44979 is a lower-level API foundation.", + "canonical_pr_reason": "No canonical duplicate PR: these are distinct features rather than two versions of the same fix; the kernel-fusion PR is the more concrete, user-facing implementation in this pair.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative for the cluster because it implements a specific fusion workflow and spans the broader integration surface; #44979 is more of an enabling API layer.", + "best_pr_reason": "PR 45363 is the better cluster representative because it implements a specific end-to-end fusion workflow via KernelConfig and touches the integration path where the feature is actually used.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related area, but different underlying work: #44979 introduces a generic module fusion API, while #45363 implements `KernelConfig`-based n-to-1 kernel fusion integration. They do not appear to fix the same concrete bug or be mergeable as one PR." + "reason": "Different code paths and scopes: 44979 adds a general Module Fusion API, while 45363 implements kernel fusion through KernelConfig and integrations. Related theme, but not the same change and not mergeable as one PR." } ] }, @@ -26106,7 +26164,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "2e6a18615ca790c7235f9bfcb2e5e726485cab675386318a2e8b0cf6b917c54f", + "prepared_review_unit_hash": "47d5470ce0b3a405056759aa61e1b30c8ac9fa0dcc7d851c625af2f28974c274", "component_budget": { "node_count": 2, "item_count": 2, @@ -26128,18 +26186,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests implement the same fix for the Mistral regex patch AttributeError in `tokenization_utils_tokenizers.py`; 45317 is the more complete version because it includes tests.", - "confidence": 0.97, + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` for Mistral tokenizers by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds test coverage but targets the same code-path bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR 45317 as canonical because it contains the same code fix as 45086 plus an added regression test, making it the fuller representative of the change.", + "canonical_pr_reason": "PR #45317 is the stronger representative because it makes the same fix as #45086 and also adds a test file, making it the more complete implementation of the shared bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best standalone PR in the cluster: it fixes the same concrete bug and adds coverage, so it is the strongest merge candidate.", + "best_pr_reason": "PR #45317 is the best single PR to track this cluster since it contains the same core patch plus validation coverage, whereas #45086 is just the minimal fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs patch the same code path (`_patch_mistral_regex`) with the same AttributeError fix; 45317 simply adds tests, so they are duplicates of the same underlying change and could be merged into one PR." + "reason": "Same concrete bug and same code change in `src/transformers/tokenization_utils_tokenizers.py`; the second PR is essentially the same fix with added tests, so these are duplicate/overlapping PRs." } ] }, @@ -26169,7 +26227,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "69b2de00efc1bfbf885ba9f437a1361c637f1e90df77a171afb18d187653f31b", + "prepared_review_unit_hash": "738b4acad02497ba7ac0f02cd0b6e3573215b1d920965e9b4fe7aca3afd26ec8", "component_budget": { "node_count": 2, "item_count": 2, @@ -26191,18 +26249,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH changes, but not the same underlying PR: one is a conversion-mapping/refactor PR for compatibility, the other is a broader model split adding NemotronHDense/NemotronHSparse plus docs/tests. The overlap is at the shared NemotronH codebase, not the same concrete fix.", - "confidence": 0.89, + "summary": "These are related NemotronH refactors, but they address different changes: one is conversion-mapping support for checkpoint key renaming, the other is a broader model-family split into NemotronH Dense/Sparse with docs and tests. They should not be treated as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical PR for this cluster because it is the broader, more complete NemotronH implementation work: it introduces the dense/sparse model packages, updates auto-mappings, docs, and tests. PR 45115 is a narrower refactor focused on conversion mapping and inheritance cleanup.", + "canonical_pr_reason": "PR 45569 is the better representative because it is the broader, more complete model-architecture change with API/docs/test updates, whereas PR 45115 is only a focused conversion-mapping addition.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest representative because it covers the main user-facing change set and the full model split, while 45115 is a partial supporting refactor rather than the primary implementation.", + "best_pr_reason": "PR 45569 is the best standalone PR for this cluster since it covers the main user-facing refactor and likely subsumes the downstream model definitions and documentation work; PR 45115 is a narrower internal conversion helper change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Reject: both touch NemotronH internals, but 45115 is about checkpoint conversion/GraniteMoeHybrid-style renaming, while 45569 adds the dense/sparse model architecture, docs, and tests. They are related maintenance, not the same fix that could plausibly be merged into one PR." + "reason": "Different concrete changes: 45115 adds checkpoint conversion renames, while 45569 introduces NemotronH Dense/Sparse model restructuring plus docs/tests. They are related but not the same fix and would not plausibly be merged into one PR." } ] }, @@ -26232,7 +26290,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "81900dbb60e9d0230cdcb6dd33ef31b749d07179d1a4af68ecb770bccaaae708", + "prepared_review_unit_hash": "8b5a13ab8650fcdd943b16ce6568ef986789104ce951c922eba303d2a2097519", "component_budget": { "node_count": 2, "item_count": 2, @@ -26254,18 +26312,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by theme (typing/type-checking work) but they are not the same underlying change. PR 45415 is a broad repo-wide type-checking pass, while PR 45425 adds typing support helpers and fixes for a smaller set of typing-specific integration points.", - "confidence": 0.9, + "summary": "These two PRs are both typing-related, but they are not the same change: one is a broad type-checking sweep across many transformer modules, while the other adds a few typing protocols/aliases to support specific `modeling_utils`/PEFT-related code paths.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the best representative because its title and diff describe the broader, more general change: enabling type checking across many `src/transformers/*` files.", + "canonical_pr_reason": "PR 45425 is the more concrete and cohesive typing change, centered on adding shared typing aliases/protocols to unblock specific code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the strongest cluster anchor since it spans many files and captures the overall type-checking initiative better than the narrower helper/typing-fix PR 45425.", + "best_pr_reason": "PR 45425 is the better representative because it is narrower and more self-contained, whereas PR 45415 is a broad repository-wide type-checking pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related and share a few files, but 45415 is a broad type-checking sweep across many modules whereas 45425 adds specific typing protocols/helpers and fixes for modeling/PEFT code paths. They do not look like one mergeable PR or the same underlying bug/change." + "reason": "Do not merge: 45415 is a wide type-checking cleanup across many files, while 45425 adds targeted typing helpers/protocols for `modeling_utils` and related integrations. They overlap in a few files but do not fix the same underlying bug/change and would not naturally be one PR." } ] }, @@ -26295,7 +26353,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "31cb077511532fe47dea3118d8dd08ea3c1e61e4e7e7dc5bd88b11e3a9a7ae10", + "prepared_review_unit_hash": "15b11dca784d4843b84b06f2ad374d1f0c80f8acf30f0c763b2499d0fdb2ba16", "component_budget": { "node_count": 2, "item_count": 2, @@ -26317,18 +26375,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different EP-related pull requests, but they fix different failure modes and should not be merged as duplicates. One is about preserving distributed_config/EP metadata for accelerate+ZeRO-3 loading, the other is about preventing expert parameters from being overwritten during FSDP2-style loading/broadcast handling.", - "confidence": 0.95, + "summary": "These PRs both involve expert parallelism loading, but they fix different bugs: 45548 is about preserving distributed_config / exposing has_ep for accelerate+ZeRO-3 loading, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Shared subsystem, different failure mode and code path.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the stronger representative of this cluster because it targets a concrete code-path bug in parameter loading (post-shard wrapping to avoid rank-0 broadcast overwrites) across several implementation files, whereas PR 45548 is a narrower config/attribute preservation fix for a different loading scenario.", + "best_pr_reason": "45662 is the more concrete standalone fix, with a specific overwrite bug and targeted sharding/loading changes.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both mention expert parallelism, but they address different underlying bugs: 45548 preserves distributed_config and adds has_ep for EP + DeepSpeed ZeRO-3 loading via accelerate launch; 45662 fixes experts being silently overwritten by rank-0 broadcast during loading. Different failure modes and code paths, so not a duplicate." + "reason": "Not the same underlying bug: 45548 handles distributed_config serialization and EP detection for loading, whereas 45662 addresses expert tensors being clobbered during FSDP2 rank-0 broadcast." } ] }, @@ -26358,40 +26416,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a66203f53482c290a678909f6b8ab44d07ece1e54ea13cfbfb43ee2ae8025de2", + "prepared_review_unit_hash": "12efcd9bf89ced2a15e86d462c37f7d5981776c53fb23a59e663876b1878eb87", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same xdist-related captured_info collision problem in Transformers testing utilities; PR 45645 is the broader superset, adding CI log collection changes on top of the same core fix.", - "confidence": 0.89, + "summary": "Both pull requests address the same underlying xdist bug around `captured_info` debug artifacts, but `45645` is the more complete fix because it updates both the file creation path and the CI log aggregation step. `45639` fixes only the writer side, so it looks like an earlier/smaller variant of the same change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output handling and also updates CI to read multiple captured_info files, making it the more complete fix.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it fixes the xdist collision at the source and also updates the workflow that consumes `captured_info` so debug logs are preserved correctly across multiple worker files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative because it is the more comprehensive implementation of the same underlying bug fix and includes the surrounding workflow handling needed to preserve debug logs.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: same concrete bug, same affected files, and it contains the broader end-to-end fix rather than only the writer-side change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same captured_info/xdist collision in the same testing utility path; 45645 extends the same fix with CI artifact aggregation, so they are overlapping solutions to the same bug." + "reason": "Accept: both PRs target the same xdist `captured_info` collision problem and would plausibly be merged into one change; `45645` simply adds the CI-side handling needed for the same fix." } ] }, @@ -26487,12 +26545,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "e31126b8734fbbecf895b7df3f09f520b36f9c69c02c004015cd9282979f78ac", + "prepared_review_unit_hash": "d66e3930533a0b348162b200d94458a5776c86f622fefac714769da2270c309c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26500,7 +26558,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26509,18 +26567,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the distributed area, but they are not duplicates: #46126 is a focused EP/Trainer integration change, while #46269 is a broad branch-base synchronization PR touching many unrelated areas. Shared filenames are not enough to make them the same underlying change.", - "confidence": 0.92, + "summary": "Two pull requests in the distributed/MoE area, but they are not the same underlying change. PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a broad distributed branch base touching many subsystems and files.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more coherent, concrete change: it targets a specific EP + Trainer integration path with a narrow set of related files. #46269 is a broad branch-base PR that spans many subsystems and reads more like an integration umbrella than a single fix/change.", + "canonical_pr_reason": "PR 46126 is the more canonical representative because it is a narrowly scoped, concrete feature PR with a clear code-path target, whereas PR 46269 is a broad base/integration branch and not a single change.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the better representative PR because it has a specific, mergeable purpose and a focused code path. #46269 is too broad and mixed to serve as a clean canonical change.", + "best_pr_reason": "PR 46126 is the best fit for triage since it describes a specific, actionable change; PR 46269 is too broad and mixes many unrelated distributed updates to serve as a clean canonical artifact.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Do not merge: the PRs are not the same underlying change. #46126 implements EP + Trainer integration with router/tensor-parallel logic, while #46269 is a large distributed branch-base PR spanning FSDP, tensor parallel, config, and unrelated infrastructure updates. Overlapping files/subsystem alone is insufficient." + "reason": "Shared distributed filenames are not enough here. 46126 is a specific EP/router-parallel integration change, while 46269 is a large distributed branch base with many unrelated edits; they do not look like the same concrete bug or mergeable PR." } ] }, @@ -26588,220 +26646,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "d08b4a153633869d784afbdb99113d27a44ece67c74d658b7fe28e530e2c3696", + "prepared_review_unit_hash": "06931025f20fcac3f664494594bb016f5adb97f0149dff35597c621f5bd97d2e", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26673, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26665, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26673, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26665, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly independent GitHub Actions/workflow maintenance changes. The shared titles and one repeated security-gate file create soft similarity, but the diffs address different workflows or different hardening steps, so they should not be deduped together.", - "confidence": 0.96, + "summary": "Most items are unrelated workflow chore PRs. The only tight cluster is the pr-ci-security-gate edits, but those are separate hardening steps in the same file rather than true duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are separate workflow updates rather than duplicate fixes for one underlying change.", + "canonical_pr_reason": "PR 46554 is the most substantive and central pr-ci-security-gate change; the later PRs are narrower follow-ups about permissions, reusable-workflow safety, and secret handling.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduping; 46554 is the most substantive security-gate change, but it is still distinct from the others.", + "best_pr_reason": "46554 is the best representative PR for the only meaningful cluster because it introduces the core security-gate behavior change, while the others are incremental tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin piping for self-comment CI vs security-gate workflow hardening." + "reason": "Different workflow files and different automation concerns; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Same broad maintenance theme, but unrelated code paths and files; not the same fix." + "reason": "Unrelated workflow update vs. pr-ci-security-gate hardening; only similar at a broad workflow level." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "One changes command invocation; the other only adds explanatory comments to a security workflow." + "reason": "Unrelated workflow update vs. reusable-workflow security note; not the same bug/change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different change: self-comment CI shell handling vs secret inheritance removal." + "reason": "Different workflow files and different behavior changes; not duplicates." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both touch shell snippets, but in different workflows and for different bugs; not duplicate changes." + "reason": "Self-comment CI message handling and build-ci-docker-images commit-message handling are separate workflow fixes." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and benchmark trigger logic are unrelated workflow changes." + "reason": "SSH runner changes are unrelated to benchmark_v2 schedule/dispatch behavior." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different permission tweaks; no shared underlying bug." + "reason": "SSH runner hardening vs. anti-slop permissions split; different workflows and goals." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes are unrelated to assign-reviewers base-ref checkout." + "reason": "SSH runner hardening vs. assign-reviewers checkout ref fix; unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow hardening, but they fix different security concerns in different files." + "reason": "Different workflows and different security concerns; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow hardening tasks; not the same concrete change." + "reason": "SSH runner hardening vs. pr-ci-security-gate permissions/approval tweak; separate fixes." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and distinct fixes: anti-slop permissions vs reviewer assignment checkout ref." + "reason": "Anti-slop permission change and benchmark dispatch enablement are unrelated workflow edits." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow updates in different files." + "reason": "Different workflows and different issues; no shared concrete code-path problem." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Same general CI maintenance area, but different workflows and distinct shell changes." + "reason": "Anti-slop permissions and build-ci-docker-images commit-message parsing are distinct changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security/permission concerns; not duplicate." + "reason": "Different workflow files and unrelated functionality; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref vs benchmark trigger conditions are unrelated." + "reason": "Assign-reviewers checkout ref fix and benchmark trigger change are separate workflow updates." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated fixes." + "reason": "Different workflow files and different behavior; not the same underlying bug/change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and distinct code-path changes." + "reason": "Assign-reviewers and pr-ci-security-gate address unrelated workflow problems." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow dispatch support and docker-image command quoting are separate changes." + "reason": "Benchmark dispatch support and build-ci-docker-images commit parsing are unrelated workflow changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Benchmark workflow trigger logic is unrelated to pr-ci-security-gate hardening." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow tweaks, but one fixes shell quoting in build CI and the other hardens PR security-gate logic." + "reason": "Commit-message parsing in build-ci-docker-images and pr-ci-security-gate security checks are different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different fixes; not the same underlying issue." + "reason": "Different workflow files and different changes; no duplicate bug or change." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Both are security-gate hardening, but they change different parts of the workflow and could be separate PRs." + "reason": "Same file, but 46554 adds security checks while 46558 adjusts permissions/approval flow; related but not the same concrete change." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Behavioral security-gate change vs comments-only documentation update." + "reason": "Same workflow area, but 46563 only annotates the reusable workflow call; it does not fix the same concrete problem as 46554." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security concerns: diff-based gate checks vs removing inherited secrets." + "reason": "46554 adds local security checks; 46716 only changes secrets passing to the reusable workflow, so they are distinct fixes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval logic change vs comments-only update; not duplicate." + "reason": "Both touch pr-ci-security-gate.yml, but one changes permissions and the other adds a safety note; not the same underlying change." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Related security theme, but different concrete workflow changes." + "reason": "Permissions/approval gating and secrets handling are different security adjustments." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comments-only note is not the same as changing secret handling." + "reason": "Reusable-workflow note and secrets: {} change are different edits to the same file, not duplicates." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Shell quoting fix in one workflow vs comments added to another workflow." + "reason": "Build-ci-docker-images commit parsing and pr-ci-security-gate notes are unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow hardening vs comments-only security note." + "reason": "SSH runner hardening is unrelated to pr-ci-security-gate reusable-workflow annotation." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different changes; no shared bug." + "reason": "Different workflow files and different behavior changes; not the same underlying issue." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner hardening and secret inheritance removal are separate changes." + "reason": "SSH runner hardening and pr-ci-security-gate secrets tightening are separate changes." } ] }, @@ -26831,7 +26889,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "0e6fb4031d66cbc888813f43c118ba2027d80b46af613d7ccc044566bb402f28", + "prepared_review_unit_hash": "4716c3a1d489d573d62691480121526eb7a37ca15961a9cd2c5cee3ea4f9e43e", "component_budget": { "node_count": 2, "item_count": 2, @@ -26853,18 +26911,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: #46574 fixes CodeLlama decode-time stripping of real leading spaces, while #46580 fixes DeepSeek-Coder/DeepSeek-LLM loading through AutoTokenizer by adding checkpoint-specific tokenizer-class overrides.", - "confidence": 0.99, + "summary": "These are two separate tokenizer-related PRs: one fixes CodeLlama decode stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM loading as the wrong tokenizer class. They do not look mergeable into one PR or duplicate manifestations of the same bug.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "If forced to choose a representative, #46574 is the more self-contained concrete bug fix with a direct code-path regression and test coverage; #46580 addresses a separate tokenizer-class routing problem.", + "canonical_pr_reason": "No single canonical PR: the two changes address different code paths and different failure modes (CodeLlama decoding vs DeepSeek checkpoint class selection).", "best_issue_reason": null, - "best_pr_reason": "#46574 is the stronger standalone fix candidate because it targets a single, user-visible decoding bug in CodeLlama, but it should not be merged with #46580 since the underlying problems are unrelated.", + "best_pr_reason": "PR 46574 is the cleaner standalone representative because it targets one concrete bug, shows the exact decode-path fix, and includes test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying issues and code paths: CodeLlama decoder stripping vs DeepSeek checkpoint-prefix tokenizer-class selection. They would not plausibly merge into one PR." + "reason": "Different underlying problems and fix locations: CodeLlama decoder behavior vs auto-tokenizer checkpoint classification for DeepSeek models." } ] }, @@ -26894,12 +26952,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "c285d82f2146b066f193a6ef61d16c8ae99183929f2ea4f42f796f7ca1f2386d", + "prepared_review_unit_hash": "fd5312655c9216a32d52549937588c7e29a2f53489190d079e86fd05081e9caa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26907,7 +26965,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26916,18 +26974,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same flash-attention 2 long-context regression issue, but they appear to fix different concrete code paths: one corrects the tracing/compile guard around max length handling, while the other changes unpadding behavior and broader FA2 utilities. They are related, but not the same change and not safely mergeable into one PR as-is.", - "confidence": 0.87, + "summary": "These are related to FA2 long-context performance, but they appear to address different code paths: one is a tracing-vs-eager scalar handling bug in flash-attention kwargs, the other is a broader unpadding/perf regression fix with additional test and utility changes.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47215 is the better canonical PR: it is later, broader, and appears to subsume the long-context FA2 performance regression with a more complete fix set and tests.", + "canonical_pr_reason": "PR 47215 is the better representative of the broader FA2 perf regression work because it includes the main code-path change plus validation coverage; PR 46696 is a narrower, separate fix.", "best_issue_reason": null, - "best_pr_reason": "PR #47215 is the strongest representative of the cluster because it addresses the same reported regression with the wider patch set and likely supersedes the narrower earlier fix.", + "best_pr_reason": "PR 47215 is the strongest standalone fix in this cluster: it tackles the main long-context perf regression with supporting tests/benchmarks, whereas PR 46696 is a smaller, distinct regression fix.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": false, - "reason": "Shared issue target and subsystem, but the diffs address different code paths: tracing guard logic in one PR versus unpadding/perf handling in the other. They are related fixes, not the same underlying bug/change." + "reason": "Do not merge: both mention FA2 long-context performance, but they fix different underlying problems. 46696 changes tracing/eager behavior in _process_flash_attention_kwargs, while 47215 changes unpadding/max_seqlen handling and broader related files; they are not the same concrete bug and would not plausibly be one PR." } ] }, @@ -26957,40 +27015,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "c9f5f2c71889e536faa9ae83e28dbd9a4201665a7362a2927b7209dfe18d330b", + "prepared_review_unit_hash": "902bb74a22da4ae46ebd718ecac0be8665650456597b97021f5f434cb31c1e3e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items concern padding-mask handling, but they fix different code paths: one is a batch-size-1 masking bug in several linear-attention model implementations, and the other is a recurrent-attention utility bug where continued forwards/chunked prefill were skipping masking. Similar theme, not the same underlying change.", + "summary": "These are related only by a broad masking theme, but they fix different bugs in different code paths: one is a linear-attention model-specific batch-size-1 padding-mask omission, the other is a recurrent-mask utility regression for continued/chunked forwards. They should not be deduplicated.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better cluster representative because it fixes the core masking utility itself, has an explicit issue target, and addresses a distinct recurrent-forward bug rather than a model-by-model workaround.", + "canonical_pr_reason": "PR 47087 is the better canonical PR because it addresses the shared masking utility with an explicit issue target and a more general continued-forward fix, whereas PR 46773 is a separate model-family patch for a batch-size-1 edge case.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest standalone PR: it is broader in scope, directly targets the shared masking helper, and its fix is more centralized and reusable than the model-specific patch in PR 46773.", + "best_pr_reason": "PR 47087 is the strongest representative of a concrete upstream bug fix: it has an explicit tracking issue, a focused masking-utils change, and tests aimed at the continued-forward regression.", "soft_edge_verdicts": [ { - "left": "pull_request:46773", - "right": "pull_request:47087", + "left": "pull_request:46773 (Fix padding mask skipped for batch size 1 in linear-attention models)", + "right": "pull_request:47087 (Fix recurrent-layer padding mask being skipped on continued forwards (chunked prefill, cache continuation))", "accept": false, - "reason": "Reject: they address different bugs. 46773 fixes padding masks being skipped for batch size 1 in linear-attention model forward paths; 47087 fixes recurrent-layer masking being skipped on continued forwards/cache continuation. Same subsystem, different behavior and code paths." + "reason": "Different underlying defects and different execution paths: 46773 fixes padding-mask handling when batch size is 1 across several linear-attention model implementations, while 47087 fixes recurrent attention masking in continued/chunked forwards via masking_utils. Shared masking terminology is too broad to treat as the same change." } ] }, @@ -27027,12 +27085,12 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "1c0da17ff780bb1b7dcbcffd5b0a7b647de29b5da2c5226270f807163278d60a", + "prepared_review_unit_hash": "484ef184e130039b00852d98cb858e2b9a9d427dde57f34221199f0d14c18c51", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11590, + "serialized_chars": 11591, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27040,7 +27098,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11590, + "serialized_chars": 11591, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27049,42 +27107,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are five distinct pull requests in different code paths (image-text pipeline stop strings, AnyToAny input key normalization, Gemma4 audio placeholder validation, prompt-lookup length capping, and Qwen Omni batch postprocessing). The soft-similarity links do not indicate true duplicates.", - "confidence": 0.96, + "summary": "These are five separate pull requests touching different code paths: pipeline stop-sequence handling, multimodal input key normalization, Gemma4 audio placeholder validation, prompt lookup candidate length capping, and Qwen Omni batched postprocessing. There is only superficial overlap in multimodal/pipeline areas and one shared test file, but no pair appears to fix the same underlying bug or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true duplicate cluster here; if one PR must represent the set, 47074 is the broadest and most central pipeline-side fix, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "pull_request:47074 is the broadest and most central pipeline-level change in the set, but it is still not a duplicate of the others.", + "best_pr_reason": "47074 is the best single representative because it addresses a general pipeline input normalization issue with clear runtime impact and test coverage, while the others are narrower, model-specific, or unrelated generation logic fixes.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different bugs and code paths: stop_sequence handling in an image-text pipeline vs tuple/list batch decoding in Qwen Omni postprocessing." + "reason": "Different bugs and code paths: one changes image-text-to-text stop_sequence handling, the other fixes Qwen Omni batched output decoding." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "One normalizes AnyToAny pipeline input keys; the other validates Gemma4 processor placeholder sizing. They are unrelated fixes." + "reason": "Both are multimodal pipeline-related, but they fix different problems in different components: input key normalization vs Gemma4 audio/text placeholder validation." }, { "left": "pull_request:47074", - "right": "pull_request:47195", + "right": "pull_request:47197", "accept": false, - "reason": "AnyToAny multimodal input routing is unrelated to prompt-lookup candidate length capping in generation." + "reason": "Shared test context does not imply duplication; the PRs address distinct pipeline/model postprocessing behaviors." }, { "left": "pull_request:47074", - "right": "pull_request:47197", + "right": "pull_request:47195", "accept": false, - "reason": "Different subsystems and failure modes: AnyToAny pipeline key normalization vs Qwen Omni batched text postprocessing." + "reason": "Unrelated fixes: one normalizes AnyToAnyPipeline inputs, the other adjusts generation candidate length capping." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "Prompt lookup length-cap logic and Qwen Omni output decoding address separate problems with no shared concrete code-path." + "reason": "Distinct functionality and failure modes: prompt lookup decoding budget calculation versus batched postprocessing for Qwen Omni models." } ] }, @@ -27117,95 +27175,95 @@ "soft_pairs": [ "pull_request:47122|pull_request:47123", "pull_request:47122|pull_request:47124", - "pull_request:47122|pull_request:47224", "pull_request:47122|pull_request:47150", + "pull_request:47122|pull_request:47224", "pull_request:47123|pull_request:47124", "pull_request:47123|pull_request:47150", "pull_request:47124|pull_request:47150", "pull_request:47150|pull_request:47224" ], - "prepared_review_unit_hash": "9f30c7c8a6a6b59d9492d90e61ac596b865d0ccb0e607b6d84b0c5d3660c78bf", + "prepared_review_unit_hash": "105a8a7aad829fa766b6fe010209fe86e0afe4aacdd7d0a5983883d000dad1e2", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12423, - "estimated_input_tokens": 3106, - "estimated_eval_tokens": 6468 + "serialized_chars": 12426, + "estimated_input_tokens": 3107, + "estimated_eval_tokens": 6470 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12423, - "estimated_input_tokens": 3106, - "estimated_eval_tokens": 6468 + "serialized_chars": 12426, + "estimated_input_tokens": 3107, + "estimated_eval_tokens": 6470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a bundle of separate test-failure fix PRs, not one single duplicate set. Two soft overlaps are real: EdgeTam\u2019s `original_sizes` kwarg handling and Whisper\u2019s `max_length` update. The umbrella PR 47224 contains both of those fixes plus additional unrelated changes, so it is the best overall representative.", - "confidence": 0.91, + "summary": "This cluster is mostly a set of unrelated serge test-fix PRs across different models, plus one umbrella PR (47224) that subsumes some of the same concrete fixes for EdgeTam and Whisper.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broad umbrella fix and includes the same EdgeTam and Whisper code-path changes seen in the narrower PRs, so it is the best canonical PR for the cluster.", + "canonical_pr_reason": "PR 47224 is the broad umbrella fix: it includes multiple serge failure fixes across files, including the same EdgeTam and Whisper code-path fixes found in narrower PRs, so it best represents the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the most comprehensive representative: it subsumes the EdgeTam and Whisper fixes while also covering other serge integration-test failures, making it the best single PR to anchor the cluster.", + "best_pr_reason": "PR 47224 is the most comprehensive representative because it covers multiple related integration failures and already contains overlapping fixes for the same concrete bugs in EdgeTam and Whisper.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and failure modes: EdgeTam kwarg handling vs MiniMax-M3-VL load/offload test setup." + "reason": "Different models and different failure modes: EdgeTam runtime kwargs handling vs MiniMax-M3-VL load/offload test setup." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "Unrelated model fixes: EdgeTam input-kwarg filtering vs Falcon-Mamba generation output mismatch." + "reason": "Different concrete bugs: EdgeTam keyword-arg handling vs Falcon-Mamba expected output updates." }, { "left": "pull_request:47122", - "right": "pull_request:47224", - "accept": true, - "reason": "47224 contains the same EdgeTam `original_sizes` removal/fallback fix on the same code path." + "right": "pull_request:47150", + "accept": false, + "reason": "Different code paths and models: EdgeTam backbone kwargs issue vs Whisper generation length logic." }, { "left": "pull_request:47122", - "right": "pull_request:47150", - "accept": false, - "reason": "Different code paths and bugs: EdgeTam backbone kwargs vs Whisper generation length handling." + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same EdgeTam fix for dropping original_sizes before calling the backbone, so these overlap on the same underlying bug/change." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different models and symptoms; one is a load/offload test issue, the other is an output mismatch." + "reason": "Unrelated model-specific test changes for different failures." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "MiniMax-M3-VL load_error fix is unrelated to Whisper generation length logic." + "reason": "MiniMax-M3-VL loading/offload setup is unrelated to Whisper generation behavior." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba output expectation changes are unrelated to Whisper generation-length behavior." + "reason": "Different models and fixes: Falcon-Mamba output expectations vs Whisper generation max_length handling." }, { "left": "pull_request:47150", "right": "pull_request:47224", "accept": true, - "reason": "47224 includes the same Whisper `generation_config.max_length` fix on the same generation code path." + "reason": "47224 contains the same Whisper max_length update fix, so these are overlapping changes for the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats most PRs as separate fixes, identifies only the EdgeTam and Whisper overlaps as real, and uses PR 47224 as an umbrella representative because it includes those code-path changes plus other unrelated serge-test fixes." + "feedback": "The summary is grounded in the packet: 47122/47123/47124/47150 are model-specific serge test-fix PRs, and 47224 does act as a broader umbrella PR that includes the EdgeTam and Whisper fixes. The accepted soft-edge pairs are supported by the diffs, and the rejected pairs stay conservative by treating different models/failure modes as unrelated." }, "evaluator_used": true, "retried": false, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 4ceaa7451fed3fe35ca2e2ed1d4c872b164cadcb..c08b58b630bfd094015dab0deec39c7f43f53749 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260711t060022z", + "analysis_id": "hybrid-model-20260711t120022z", "archived_artifacts": { - "hybrid": "snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-11T06:10:15Z", + "published_at": "2026-07-11T12:06:12Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260711T060022Z", + "snapshot_id": "20260711T120022Z", "variant": "hybrid" } diff --git a/snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.json b/snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..f4f557ab09f63b28a25d291a45d6037e644fdaee --- /dev/null +++ b/snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.json @@ -0,0 +1,4359 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260711T120022Z", + "generated_at": "2026-07-11T12:06:11Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + 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different issue types and targets." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export error vs GenerationMixin import failure; no shared underlying bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed v5 references and are not the same fix." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different failures: Qwen3.5 embedding unpacking vs resume-training with trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated training/resume issue vs multi-GPU YOLO device-map bug." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape IndexError and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the concrete failure conditions differ (zero-sized tensor vs mask shape mismatch)." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different code paths: DeepSpeed/BERT init failure vs training resume/trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different IndexError signatures and different triggering conditions." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to video token/feature mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue is unrelated to Nemotron example breakage." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model behavior: mask shape IndexError vs MoE tensor-parallel issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video apply_chat_template StopIteration vs model resume/trust_remote_code are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures: collective mismatch vs zero-sized tensor on Bert init." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/BERT problem: both report the same zero-sized tensor IndexError during model init/loading." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy invocation and GPT-OSS TP failure are different problems." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different issues: detokenization bug vs LoRA merge/save/load mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime failure vs LoRA merge/save behavior; no shared bug." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral vs remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the failures are different (weight rank error vs collective mismatch)." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model/device issues with no shared concrete code path." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to mask shape IndexError." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op failure on MoE is unrelated to multi-GPU YOLO device-map auto failure." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding/device-materialization bug: both point to the rotary embedding path under offload/materialization and the same bad state handling." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/activation checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed/BERT zero-size IndexError and GPT-OSS TP problem are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different failures and model families; no common bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "dtype mismatch in Mistral-3 image preprocessing vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal issues: expensive reverse embedding lookup vs video token/feature mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime issue is not the same as GPT-OSS AMD GPU failure." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "vLLM Gemma3TextConfig attribute error vs Mistral regex patch AttributeError; unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch compatibility complaints, but they are too broad and not clearly the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 PLE device mismatch and reverse embedding lookup are distinct issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch vs auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch 2.10 incompatibility vs Qwen-3-8B NVFP4 runtime failure are not the same defect." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes: autocast dtype mismatch vs GPT-OSS TP issue." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different dtype/runtime issues with different models and triggers." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral image dtype mismatch vs Nemotron example breakage are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram op error are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime issue vs Qwen3.5 embedding unpacking failure are different problems." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy path and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and Bert ZeRO-3 loading IndexError are similar in shape but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions in v5, but they concern different removed references and are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime paths: autocast dtype mismatch vs MPS histogram_not_implemented." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross_entropy issue and Phi MoE autocast mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs trainer signature mismatch; no shared bug." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model runtime issue vs outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is unrelated to the mask/tensor shape IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is mostly heterogeneous, and the two duplicate pockets called out are supported by the packet: 43596/43638 are near-identical ZeRO-3/BERT IndexError reports, and 45859/45902 are plausibly the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug. The soft-edge rejections are conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "d611ba6a4b4a723abf4508d6fe59b9f6de6bf170a7163eed142aaaea629b8431", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39731, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct model- or environment-specific issues. The only strong duplicate is the AutoTokenizer wrong-token-ID regression affecting Granite and other models.", + "confidence": 0.9, + "canonical_issue_reason": "Use issue 45920 as the canonical issue: it describes the broader tokenizer regression across multiple models and is the most representative statement of the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue candidate because it is broader, clearer about the regression, and covers the shared failure mode more completely than the Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are torch/transformers compatibility complaints, but they concern different version combinations and different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime contexts and errors; one is a vLLM model-load failure, the other is a distributed-build compatibility break." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but they affect different models and different root symptoms." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different failures; the shared vLLM/device-setup context is too broad to merge." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Similar zero-3 index error wording, but different model classes and loading paths; not enough evidence of one underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation issues, but they cover unrelated docs content." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different subsystems: GPU/model support versus table-question-answering runtime crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility problems with no shared concrete code path." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated issues: Liger Kernel cross-entropy dispatch versus a Qwen3-VL video input error." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model input handling, but one is a device-map mismatch and the other is a chat-template video-token mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "One is a detokenization bug; the other is outdated documentation." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model load failure versus documentation cleanup; not the same issue." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote-code breakage versus a specific distributed-build support regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model version and 45812 is a Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading errors." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to RAG examples docs." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes/Int8Params incompatibility is unrelated to the distributed build regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families and different concrete failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the tensor-shape mismatch and zero3 loading error are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model/runtime failures." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model loading/test failure versus corrupted checkpoint; not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch-version incompatibility and pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both mention tracing/compilation, but they affect different models and different ops." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different problem domains: detokenization versus table-question-answering crashes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated errors and subsystems." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat issues, but one is a crash in chat handling and the other is a streaming API failure on a different model size." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve zero3/compatibility symptoms, but they are different model-load and version problems." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different models and different runtime failures." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model and task domains." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes; too broad to be duplicates." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to the Gemma3/vLLM sliding_window config problem." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error and MPS histogram issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve numerical/runtime issues, but they are distinct model and operator failures." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and non-template node compile error are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model classes and different device-map failures." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the tensor mask mismatch and zero3 init error are different code paths." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical choice of issue 45920 is well supported by the titles, and the accepted soft-edge pair 45812/45920 is a plausible same-regression match. The remaining pairwise rejections are cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:41093|issue:43596", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "5db914ef213f42be0c32a953bbdb2a111deeda66f0e9d1f1e10fc77d847941f3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are different regressions or unrelated subsystems. Only the SigLIP2 pair looks like the same underlying bug; the rest are too broad or describe different concrete failure modes.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43994 is the clearest canonical issue: it names the exact model and shows the broader user-visible symptom of the SigLIP2 regression across AutoModel/pipeline, making it the best duplicate target for the narrower embedding complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the most actionable and representative report in the set, and the only strong duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both involve config-related breakage after v5, but one is a missing field in StableLmConfig and the other is a broader pydantic PretrainedConfig regression; not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-mapping forward pass mismatch. Different code paths and symptoms." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and gpt-oss GGUF support are unrelated model-architecture issues." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to a Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related failures, but one is a mask/tensor indexing error and the other is TRL SFT unpacking for Qwen3.5 embeddings; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is a different failure from Sam3 bf16 compilation." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "An autocast dtype mismatch in Phi-tiny-MoE is not the same as a Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "The _is_hf_initialized TypeError comes from init_empty_weights loading, not from the PretrainedConfig pydantic field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 quantization OOM and tied-weights translation-model issues are different regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PretrainedConfig field handling." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "Multi-GPU device_map auto failure for YOLO is a different issue from Sam3 bf16 compilation." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask-length mismatch and the zero3/BertModel empty-tensor index error are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls do not match a Sam3 bf16 compile regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage across versions is broader and different from a torch 2.4.1/transformers 5.8.0 compatibility problem." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and video feature/token mismatch are separate multimodal bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both reports say SigLIP2 behaves badly with embeddings/inference and likely stem from the same model implementation regression." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Qwen video-input regression and video feature/token mismatch are related by domain, but not clearly the same concrete failure." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "The zero3/BertModel index error is distinct from local model resume/trust_remote_code behavior." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized inv_freq memory after meta\u2192to_empty(cuda) are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "A Flash Attention 2 issue is not the same as a remote-code model missing config_class." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "dtype mismatch in Mistral-3 image preprocessing is not the same as Qwen3.5 embedding unpacking in TRL SFT training." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimensionality error and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in Jupyter and flash-attn2 fallback blocking are different regressions." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and the generic GLM5 issue do not share the same concrete failure mode." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a local-path cache collision and the other is wrong module loading after save_pretrained; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FineGrainedFP8Config failure and flash-attn2 fallback gating are separate problems." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights regressions are related only at a very high level." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and docs mentioning a removed run command are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as tied-weights translation model issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A docs typo and removed run-command docs issue are different documentation problems." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation models." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are different model/training failures." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Wrong/misleading input validation errors across models and T5 decoder input validation are related only broadly, not the same code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: it only marks the SigLIP2 pair as a likely duplicate, and the other soft-edge rejections are conservative and aligned with the issue titles. The canonical issue choice is also grounded in the broader, user-visible symptom described by issue:43994." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:46032|issue:47246", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:41553|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "86c082a9fb3f5d200bbc33d5e7931d1e73a125d716a8247be3cba3c01d939c41", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a few real duplicate subgroups: non-persistent-buffer corruption in v5, cache.get_seq_length contract regressions, Gemma4 quantized embedder dtype casting, and a NemotronH/Mamba2 recurrence bug. The `43643`\u2194`43950` edge should be rejected: they describe different APIs and different failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items split into several unrelated bug families with only a few small duplicate subgroups.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, 43950 best captures the strongest duplicate subgroup around the v5 non-persistent-buffer corruption regression, but it is not a global cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH loading failure vs tied-weights translation issue; different model families and code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are tokenizer/model bugs, but the symptoms and likely fixes differ; not the same concrete bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Related tokenizer regressions, but on different models with different round-trip symptoms and no clear shared bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example/quantization errors vs SigLIP2 embedding quality regression; not the same issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is essentially the same bug as 43950." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Same inter-chunk recurrence defect carried into NemotronH's Mamba2 path; the fix should be shared." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer API mismatch vs DeepSpeed ZeRO-3 loading IndexError; unrelated failures." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "`trust_remote_code=True` missing fields in AutoConfig vs silent non-persistent-buffer corruption in from_pretrained; different APIs and failure modes." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params constructor regression vs Float8 storage lookup error; different incompatibility problems." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 is the fix for 46899." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs tokenizer/version behavior change; related area, but not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer regression vs DeepSeek-Coder-specific incorrect output; overlapping area but not one concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Zero-probability SigLIP2 bug vs embedding-quality regression; different symptoms and causes." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE vs Qwen3.5 NaNs from 3D position_ids / SDPA fallback; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length contract bug: tensor-shaped return value instead of int breaks static-cache arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention non-persistent buffers, but 45902 is a specific materialization issue while 43950 is the broader from_pretrained corruption regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 text-embedding quality issue vs HF/JAX implementation discrepancy; related model family, but not the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn crash from 3D position_ids vs CPU-offload incompatibility; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3_5Moe uninitialized inv_freq buffer; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing / LoRA behavior vs int4 quantization OOM; different mechanisms." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loader noise vs a specific model loading failure; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training RuntimeError vs early-stopping metric handling; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer output regression vs flash_attn import KeyError; different subsystems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Unnecessary load noise vs a specific model load failure; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss vs broad remote_code breakage; same area, but not the same concrete code-path problem." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError vs Qwen3Moe FP8Config failure; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing issue vs Qwen3 MoE training memory usage; different root causes." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn2 fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Model import error vs bitsandbytes Int8Params regression; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the cluster summary is conservative and grounded, but one soft-edge verdict overstates the evidence: issue:43643 vs issue:43950. In the packet, 43643 is about `AutoConfig.from_pretrained(..., trust_remote_code=True)` returning missing fields, while 43950/44534 are the non-persistent-buffer corruption regression. On the supplied evidence these do not look like the same bug, so that pair should not be accepted. The other accepted duplicate pairs look plausibly grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:41553|issue:43881", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:43881|issue:43883", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "6a0d2577ea91281978b420263490cbad7210a0f2fd4aefc689bb862da918b34d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "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, with a few true duplicate/near-duplicate pairs around docs, tokenizer regressions, and training-loss shifting bugs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #44509 is the clearest and most complete report for the v5 docs regression around removed pipeline tasks; it explicitly names the affected tasks and subsumes #43827.", + "canonical_pr_reason": null, + "best_issue_reason": "#44509 is the best issue anchor because it is specific, descriptive, and representative of the underlying docs breakage after v5 pipeline removals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both are tokenizer/attention-related, but one is a Mistral regex crash and the other is a flash-attn2 fallback gating bug; different code paths and fixes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Both mention Qwen/GLM model loading errors, but the concrete failures and model families differ; not the same underlying bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue for MoE vs Gemma4 device-map mismatch are unrelated runtime failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage and Gemma4 PLE device placement are different problems despite both being load/runtime regressions." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is a tokenizer-mapping-name constraint in add-new-model-like; the other is a broad remote-code regression. Not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures for different models; titles are both generic but do not indicate the same root cause." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is distinct from Gemma4 device-map mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code model breakage and Kimi-K2.5 tokenizer regression are separate issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA warnings, but one is a model-compatibility failure across branches and the other is a configuration warning about tie_word_embeddings; not the same concrete bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths (convert_ids_to_tokens vs convert_tokens_to_ids)." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to a YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Generic loading failure for glm-4v-9b vs missing all_tied_weights_keys on Molmo are different model-specific bugs." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "AutoModel.from_config text_config unwrapping and AutoModel.from_pretrained remote-code config_class errors are separate API paths and fixes." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression after v5 pipeline removals; #44509 is the broader, more explicit version of the same issue." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression affecting DeepSeek-family models; #46489 appears to be the more specific follow-up to the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "A tied lm_head bug and silent corruption of non-persistent buffers are unrelated model state-handling problems." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern applied to different model families; they look like the same underlying loss-handling defect." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio-feature extraction failures; no clear shared code path from the titles alone." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3-MoE weight conversion under accelerate+deepspeed and GAS gradient averaging under DeepSpeed are distinct training/loading bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Both are generic training/indexing errors, but one is a trainer signature mismatch and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA ineffectiveness and the other is a missing support flag on a trust_remote_code model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading issues, but they target different model families and likely different load paths." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are different model-specific load regressions." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed weight-dimension error vs void segmentation map processing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal/video regressions, but the concrete failure modes and affected models differ." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape mismatch IndexErrors, but they are separate reports with no evidence of the same root cause." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF NaN/SDPA fallback issue and flash_attention s_aux=None crash are different attention/training failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it reflects the mostly unrelated cluster and only claims a few duplicate/near-duplicate pairs, which are supported by the issue titles. The soft-edge verdicts are also conservative overall, with the accepted pairs limited to clearly related docs/tokenizer/loss-shift regressions and the rejects appropriately avoiding overreach." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:41553|issue:44488", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "febd4a6f6ce06222bdfd61928bd8b3c094efb6148bf046c9d086c7436a74ab01", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38005, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with many false-positive similarity links. The only confident duplicate pair is the Transformers 5.0 custom-model initialization regression (43645/43646). The siglip2 pair (38175/43994) is plausible from titles alone, but not strong enough to call a duplicate here.", + "confidence": 0.76, + "canonical_issue_reason": "43645 is the best anchor because it states the broad Transformers 5.0 custom-model initialization regression, and 43646 reads like a narrower report of the same breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "43645 is the strongest global issue representative because it is the broadest and most clearly stated instance of the one convincing duplicate pair in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bugs and model families: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support request vs Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but the concrete models and failures differ." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-MoE-related problems: GGUF architecture support vs sliding_window behavior." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO-3 BertModel IndexError vs a generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen-related internals, but the concrete bugs differ: rope scaling vs meta/to_empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: gpt-oss GGUF support vs missing Float8 storage." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained Bert/ZeRO-3 IndexError is not the same as a generic torch-version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: AudioFlamingo3 batching leak vs Whisper empty-transcription handling." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 bugs: FSDP2 shared_kv_states rebuild vs PLE device mismatch with device_map=auto." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but Voxtral AutoTokenizer behavior and sleng-bert loading failure are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: Qwen3Moe FineGrainedFP8Config failure vs meta-device loading problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is unrelated to meta-device loading failures." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and failures: Mistral-3 dtype mismatch vs Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same underlying bug: 3d_parallel.py runtime issue vs GGUF gpt-oss support." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same regression: Transformers 5.0 breaks custom model initialization, and 43646 is the narrower variant of that report." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different failures on different backends: Qwen3-vl-embedding StopIteration vs an MPS histogram limitation." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache internals, but the concrete bugs differ." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FineGrainedFP8Config failures." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different version-sensitive problems: torch>=2.9 flex_attention compilation vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 issues: video StopIteration vs SFT trainer embedding unpacking." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/backends and failure modes: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention memory access." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related theme, but not the same concrete bug: ineffective gradient checkpointing vs a specific CheckpointError with PEFT + ZeRO-3." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same code path." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is unrelated to a general torch 2.4.1 incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different areas: tokenizer-mapping add-new-model-like failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors on different inputs; no shared underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family and similar symptom class, but the titles alone do not prove the same underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation regressions for different models." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated: DeepSpeed/Bert IndexError vs tokenizer-mapping logic in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: ZeRO-3 BertModel IndexError vs tokenizer-mapping handling." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x compatibility is not the same bug as BitNet packed-weight loading." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly conservative, but one key justification overstates what\u2019s visible in the packet: claiming 43645 has the 'clearest repro' and 'most direct duplicate wording' is not grounded in the provided fields. The 43645/43646 relationship is plausible from the titles, but the stronger wording should be softened to avoid asserting evidence not present here; the siglip2 pair also reads as only tentative from titles alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:46897|issue:46901" + ], + "prepared_review_unit_hash": "5612172c0d3c991bd9c6c44806cdf602bf12890866e6ea920a33088160a76fa0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of unrelated Transformers regressions, with a few true duplicate-like pairs: non-persistent buffer initialization in v5, Gemma4 multimodal 4-bit dtype handling, and possibly the resize_token_embeddings embedding-update regression.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43644 is the best representative because it describes a broad Transformers v5 regression with a clear duplicate (44534) and a concrete, reusable code-path problem, whereas most other items split into separate model- or feature-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the strongest global issue candidate: it is clearly reproducible, broadly scoped across v5, and has the cleanest near-duplicate relationship in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both point to the same Gemma4 multimodal 4-bit inference failure caused by unsafe dtype handling in the audio/vision embedder path." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: one is add-new-model-like/tokenizer mapping logic, the other is a tensor mask shape mismatch during indexing." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated bugs: `_is_hf_initialized` breakage versus a long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory/offload, but the concrete problems and code paths differ." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities at inference and the other is a documentation example with model/processor and quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 non-persistent-buffer initialization regression; the titles are near-paraphrases." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-related failures, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Distinct issues: Qwen3Moe FP8 failure versus Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: LoRA checkpoint compatibility across HF versions versus resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: GLM5 versus Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but the titles only show separate model repos and do not establish the same underlying defect." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different code paths: NemotronH checkpoint loading versus Qwen3.5 TP plan missing linear_attn entries." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 language_model weight loading and the other is save_pretrained visual encoder key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated failures: GraniteMoEHybrid invalid method call versus a broken Nemotron example." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related around dtype handling, but one is loading-time dtype being ignored and the other is from_config leaving config.dtype stale; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is custom model setup in Jupyter notebooks." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading complaints, but the model repos and failure modes are not shown to be the same code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different failures: Qwen3 MoE weight conversion under accelerate+deepspeed versus GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is a docs example with setup errors and the other is a general nonsensical-output report; not enough to treat as the same bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different symptoms and likely different causes: MoE training memory inefficiency versus quantized offloading not working." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: HF4/HF5 LoRA checkpoint incompatibility versus resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different problems: HF4/HF5 LoRA checkpoint incompatibility versus T5Gemma embedding resize behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-load failures with different models and error shapes; no shared concrete bug shown." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated training scheduler math versus optimizer argument handling." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory inflation in v5." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different issues: GLM5 model handling versus sinq quantized save/load corruption." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve save/load, but extra_state handling and init_empty_weights/_is_hf_initialized are separate defects." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: downstream embedding/output modules are not refreshed after resize across two model variants." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override versus Granite token ID misgeneration." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "These are similar training-loss double-shift patterns, but they are reported for different models and do not look like the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: it identifies one broad v5 regression cluster plus a few plausible duplicate-like pairs, and the rejected pairs are generally justified by distinct titles/code paths. The 43644/44534 pair is well supported, and the Gemma4 and resize_token_embeddings pairs are framed cautiously enough." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:45362|issue:45406", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "9b55f24531bc2e6deaca1f3c63d02c3cc60d43c64d6291d7c132061f1a9f0d91", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and appears to contain many unrelated model- or subsystem-specific bugs. I only found one plausible duplicate-style pair around `resize_token_embeddings` / `output_embeddings` behavior; the rest are too semantically distinct to merge as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:45292` is the cleanest, most general statement of the shared `resize_token_embeddings` / `output_embeddings` bug; `issue:45276` reads as a model-specific variant of the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best representative issue in this cluster because it captures the core resize-token-embedding failure in a model-agnostic way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Both are generation/chat failures, but they affect different model paths and symptoms; not the same concrete bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading/tokenizer-related failures, but the reports concern different models and different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "These are separate compatibility/loading problems with different root causes; too broad to treat as one bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "A documentation example issue and a generic model issue are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different crash sites and causes in attention code; one is 3D `position_ids`, the other is `s_aux=None` handling." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "One is an `init_empty_weights` argument issue, the other is mmap/OOM behavior; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different failures: FSDP attention state vs `text_config` unwrapping." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different code paths and symptoms: CUDA assert during device mapping vs batched inference token leakage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are model-specific reports and not clearly the same concrete code-path defect." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is reserved-memory/OOM growth; too different." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "These are both output-class issues, but the underlying `ModelOutput` bugs are different." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model components and failure modes: FSDP attention state vs CPU offload incompatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "TypeError during model init and MXFP4 fallback are unrelated loading/quantization issues." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for `GenerationMixin` and Whisper pipeline `return_language` regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap/OOM are different problems." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio batching leak and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction bug and Gemma4 FSDP attention bug are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory regression and mmap OOM are not the same code-path issue." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are load/example problems, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both describe the same core `resize_token_embeddings` bug where output embeddings are not updated; `45276` adds a Gemma4-specific manifestation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and Qwen3.5 3D `position_ids` SDPA fallback are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling and mmap/OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` logic are separate tokenizer issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 shared KV state rebuild are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is file permission propagation and the other is wrong-module loading; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure and Qwen3.5 save_pretrained regression are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "They are related in theme, but one is about `output_embeddings` generally and the other about `decoder.embed_tokens`; too model-specific to merge confidently." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous and only merges the clearly close `resize_token_embeddings`/`output_embeddings` pair (`45276`/`45292`). The soft-edge rejections are generally conservative and avoid overclaiming duplicate status where the titles only show broad thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "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:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:43906|issue:44530", + "issue:44164|issue:45759", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "663782df0b8d8d13a730207dbed897b430e0d2cd0864f27ef12a86754926f847", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37790, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate Transformers v5 regressions across loading, tokenization, model init, training, and export paths. The soft pairs share broad themes but not the same concrete bug, so none are safe duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43646 is the broadest concrete report in the main custom-model-init/loading subset, and is a better canonical anchor than the more specific notebook- or attribute-focused variants. That said, the overall cluster is not a single duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the most representative issue to keep for triage because it captures the widest user-facing v5 custom model initialization breakage among the candidates. It is still only one subproblem in a mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve v5 model loading behavior, but one is notebook/custom-init specific and the other is extra_state save/from_pretrained handling." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both mention Torch regressions, but they are different failures in different code paths and versions." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage lookup failure vs mmap/OOM on Strix Halo are unrelated bugs." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and Trainer resume max_steps calculation are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both describe training-loss shift bugs, but they are different model families and not the same concrete implementation issue." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch incompatibility and autocast dtype mismatch are different problems, not one fix." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer conversion slowdown and CodeLlama round-trip token stripping are distinct tokenizer regressions." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are separate tokenizer issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes are different functional areas." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 custom-model breakages, but one is base_model_prefix handling and the other is notebook initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility and YOLO multi-GPU device map failure are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate execution failures." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are different regressions." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for specific models and mask shape IndexError are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation error do not share a code path." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mismatch about return_all_scores and docs mentioning removed pipeline tasks are documentation issues, but not the same one." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 inference weirdness and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading failures are different tokenizer/loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of one issue and PagedAttentionCache crash are not the same underlying defect." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/from_pretrained and composite Qwen config unwrapping are distinct model-loading problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export on torch_compilable_check and Perceiver interpolation failure are different export vs vision-model bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Sinq save/load breakage and continue_final_message behavior for mistral_common are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Isolated reproduction of a prior issue and mistral_common continue_final_message bug are not duplicates." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and Mistral regex patch crash are separate tokenizer-path issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM regression and tokenizer loading failure are different model-specific problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal/device problems, but one is device_map forward mismatch and the other is 4-bit unsafe cast in embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label loss degeneration across sequence classifiers and double-shift training loss in CohereASR are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and mmap OOM on Strix Halo are separate performance/resource 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": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:45479|issue:46897", + "issue:44488|issue:45081", + "issue:43299|issue:43931", + "issue:43632|issue:47050", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:44451|issue:44987", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482" + ], + "prepared_review_unit_hash": "b9ffe1e563d0b345414762e8e70e76c7b995803fbaa9dd16a2d79f5300e67809", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35984, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated closed issues, many about Transformers v5 regressions or model-specific loading bugs. Only one soft pair looks like the same underlying bug: the gguf_file/from_pretrained loading regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43452 is the broadest statement of the shared gguf_file/from_pretrained failure mode; issue:43482 looks like a model-specific instance of that same loader regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 best represents the underlying code-path bug because it names the generic gguf_file/from_pretrained breakage rather than a single affected model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel indexing vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different bugs: zero-loss sequence classification vs training-loss double-shift on a specific vision-language model." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated tokenizer-loading issues; one is a model load failure, the other is a Mistral regex patch crash." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but one is a v5 loading regression and the other is a weight-shape mismatch; not clearly the same bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different problems: HF initialization flag breakage vs ONNX export dtype mismatch in Canine attention." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token name conflict vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but one ignores tokenizer.json and the other changes DeepSeek-Coder output semantics." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Different tokenizer/model bugs: BPE-marker handling vs lm_head weight tying." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific loading/structure issues; no shared concrete failure mode." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch vs template-node compilation error are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer mapping logic vs flex_attention compilation." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading failures, but they reference different models and no shared concrete bug is evident." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config-field loss is unrelated to PagedAttentionCache linear_attention failures." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and cache group-type crash are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model vs tokenizer post-processor update bug; not the same issue." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related, but one is XLNet CPU allocation and the other is Qwen rotary embedding CPU offload." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multi-image IterableDataset finetuning failures are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is buffer junk on load and the other is custom model initialization failure." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer/training behaviors: multi-image dataset finetuning vs mistral_common continue_final_message." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend packaging errors: missing tensorflow in torch extras vs unknown tensorflow_text backend." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict vs Jupyter custom model init breakage; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature issues, but one is a new center argument regression and the other is a different fbank helper failure." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to the `_is_hf_initialized` flag regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both fail on transformers>=5, but they affect different models and likely different loader paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Same underlying gguf_file/from_pretrained loading regression; 43482 appears to be a specific model reproducer of the broader bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the summary reflects the mix of model-specific loading bugs and Transformers v5 regressions without overreaching. The soft-edge decisions are mostly conservative, and the single accepted pair (43452/43482) is a plausible shared GGUF loader regression." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45923", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "844da2d82b0065bf05a91635e3d22d500cf065294c2e238ea446549e6ae0f087", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated bug reports. The soft-similarity pairs share broad themes (loading, tokenizer, cache, custom-model init, Qwen/xLSTM, Whisper), but none look like the same concrete underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella-style report in the set, covering Transformers v5 custom-model initialization breakage; however, the overall collection is too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single representative of the nearest cluster of v5/custom-model-init regressions, but it still does not subsume the rest of the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens and the other is empty transcription after align_special_tokens; different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Completely different failures: compile of non-template nodes vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading paths and failures: dequantized device_map offload vs Qwen2.5-GGUF loading on v5." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local-checkpoint loading bug versus tokenizer continue_final_message behavior; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default issue versus MIMI batching/padding-mask discrepancy; distinct bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise versus a specific Mistral regex patch crash; not the same issue." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same model family, but one is a bundle of xLSTM training bugs and the other is a specific return_last_states unpacking crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device_map auto failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom models, but one is Jupyter/custom-definition initialization and the other is remote-code model_class.config_class missing." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a template-node compile error do not match." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is custom-model initialization and the other is non-persistent buffer serialization junk." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio/model bugs: missing padding-mask support in MIMI encoder versus DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model variants and different failures: output_hidden_states bug versus rope index scaling." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A model-specific load failure and a tokenizer regex patch crash are not the same underlying bug." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated Trainer bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is a lm_head tie bug in Mistral3; the other is serialization depending on device. Related area, but not one concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights _is_hf_initialized argument mismatch are different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer AddedToken conflict versus MobileLLM key error loading; different failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs and OmDet-Turbo processor image-size mismatch are different problems." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument collision versus loading physical-intelligence/fast; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning a tensor are separate issues." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and a model loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config issue and Float8 storage lookup failure are not the same concrete bug." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 unsafe dtype casting are distinct multimodal bugs." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on trust_remote_code variant versus a PEFT+DeepSpeed ZeRO-3 checkpoint error; different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config 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": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:43883|issue:44991", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568" + ], + "prepared_review_unit_hash": "8aab4d82b8261f0508fb3e20eb14eb0b22b5bca5b9bc468994fb9b1b4c4a8a62", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Two soft duplicates stand out: the Qwen3.5 save_pretrained checkpoint regression pair and the transformers v5 `_is_hf_initialized` incompatibility pair. The rest are mostly different model-specific bugs or unrelated regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45216 is the better canonical issue for the Qwen3.5 checkpoint regression because it states the broad save_pretrained failure, while issue:45357 is a narrower follow-up about one specific visual-encoder key symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest global issue representative: it captures the underlying Qwen3.5 save_pretrained regression at the checkpoint level and can subsume the more specific follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different tokenization error vs Qwen3 auto device mapping cuda assert; no shared bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/processing issues, but on different models and different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen VL area, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated regressions: `_is_hf_initialized` loading breakage vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility vs noisy transformer loading; no same concrete bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance overhead issue vs StaticCache return-type contract bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained checkpoint regression; 45357 is the narrower visual-encoder-key symptom of the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different errors; not the same underlying issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL, but one is multi-image iterable-dataset finetuning and the other is temporal position-id scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions with different symptoms and code paths." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention torch-version breakage." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure vs slow-tokenizer conversion performance regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same transformers v5 `_is_hf_initialized` incompatibility surfacing through model loading / bitsandbytes initialization." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they affect different models and different processing paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise report vs tokenizer load failure; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker issue vs PEFT/local-checkpoint loading problem." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong IDs for Granite models and the other is a CodeLlama space round-trip bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model attribute error vs tokenizer load regression." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`_is_hf_initialized` argument issue vs missing Float8 storage class; unrelated failures." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training-related, but the reported failures are different and not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure vs Float8 storage lookup error; no shared concrete cause." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression vs Whisper batch_decode special-token handling; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 flag breakage vs Strix Halo mmap OOM workaround; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling vs downstream accuracy regression; too different to be 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:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading regression vs missing pad_token_id on Llama4Config; different problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states error." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs `_is_hf_initialized` type error; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor update issue vs specific mdeberta add_special_tokens failure; related area but not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are reasonably conservative. The Qwen3.5 save_pretrained pair is well supported, and the `_is_hf_initialized` pair is plausibly the same compatibility bug rather than a stretch. The rejected pairs are also framed cautiously without overclaiming shared causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43482|issue:45538", + "issue:44509|issue:46909", + "issue:44079|issue:44534", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:44829|issue:45479", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584" + ], + "prepared_review_unit_hash": "a438e3ee38e833923e84f0b652c7b62e0a25346db482910818825ce63a1508c3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster: the items span many unrelated regressions across tokenizer handling, model loading, vision-language position ids, offloading/quantization, and other distinct subsystems. All proposed soft edges are only topical similarities, not same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Both involve model/tokenizer loading errors, but one is a CUDA assert on Qwen3 auto device mapping and the other is a Mistral regex/tokenizer attribute crash; different code paths and failures." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention missing backend dependencies, but one is about TensorFlow not being included in a pip extra and the other is tensorboard installed without TensorFlow causing an undefined backend error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one says AutoTokenizer ignores tokenizer.json while the other is wrong Granite token IDs; different symptoms and likely different fixes." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Both are model loading/config issues, but one is PaddleOCR-VL loading in vLLM and the other is a TimesFM window_size AttributeError; unrelated implementations." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is Qwen2.5-GGUF loading under transformers v5 and the other is CLIPTokenizer's absurd model_max_length default; not the same bug." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both concern documentation, but one is removed pipeline tasks in v5 docs and the other is a broken DIA example; separate doc issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Both mention ModelOutput/buffer-like internals in v5, but one is key assignment for None-valued fields and the other is non-persistent buffers being filled with junk; different defects." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Both mention backend/loading setup, but they target different ecosystems and failure modes: TensorFlow backend packaging vs PaddleOCR-VL/vLLM model load failure." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both relate to offload/memory behavior, but one is device_map auto loading with dequantized models and the other is inefficient Qwen3 MoE training memory usage; not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regression reports, but one is about base_model_prefix loading and the other about custom model initialization; related area but distinct code paths." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding effects, but one is MIMI encoder padding-mask correctness and the other is Gemma3 NaNs from sliding-window attention with all-padding windows; different models and mechanisms." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both are v5 internal serialization/state bugs, but one is non-persistent buffer junk and the other is ModelOutput key assignment; separate behaviors." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Both concern model parameter loading, but one is Video-LLaVA temporal/image tower weight issues and the other is Sam3Model text encoder weights not loading; unrelated models." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Both are export/inference edge cases, but one is torch.export with torch_compilable_check and the other is dtype mismatch in bfloat16 CI; different failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL vision/video handling, but one is finetuning with iterable datasets and multiple images per prompt, while the other is incorrect video vision_position_ids." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both reference SigLIP2, but one compares HF vs original JAX implementation and the other reports nonsensical AutoModel/pipeline outputs for a specific checkpoint; likely different layers of the stack." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are about multimodal weight handling, but one is missing temporal attention / shared image-tower weights in Video-LLaVA and the other is incorrect visual encoder keys saved for Qwen3.5; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are OCR/vision long-input regressions, but one is Qwen2.5-VL rope/position-id scaling for still images and the other is Kosmos2.5 index error on long OCR input; different models and failure points." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate training/loss reports, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1 across multiple models; not the same code path." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one concerns still-image temporal position scaling and the other video-input vision_position_ids; related subsystem but different specific bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights / lm_head serialization, but one is AyaVision failing to tie lm_head and the other is inconsistent lm_head.weight serialization depending on device; different models and symptoms." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL image-placeholder issues, but one is fine-tuning with multiple images per prompt and the other is model failure when the image placeholder appears in user text; distinct input formatting bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/init loading regressions in v5+, but one is unexpected _is_hf_initialized during init_empty_weights and the other is strict config rejecting granite_speech; different checks." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Both involve Qwen-family loading/configuration, but one is FineGrainedFP8Config on Qwen3Moe and the other is Qwen2.5-GGUF loading under transformers v5; separate issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Both mention checkpoint/model metadata problems, but one is resume_from_checkpoint key mismatch and the other is Qwen2.5-VL rope index scaling; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Both are broad regressions around model behavior, but one is quantization offloading and the other is tokenization changing across transformers versions; different subsystems." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Both are tokenizer/vision-adjacent Qwen-related reports, but one is BPE marker handling in a tokenizer and the other is Qwen2.5-VL video vision_position_ids; not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Both are CI/runtime failures, but one is a CPU offload device mismatch for bark-small and the other is torch.export with torch_compilable_check; unrelated paths." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Both produce bad model outputs, but one is extremely high perplexity on gpt-oss-20b and the other is Whisper failing on empty transcription after align_special_tokens; different models and causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:41553|issue:43582", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42617|issue:42915", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "43e36b1c6e7180ff3baf9e60f74ea802fce8494a410d3137903d4f692cbc0c15", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37067, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated Transformer bugs/regressions across different models and subsystems. None of the soft pairs look like the same underlying issue with enough specificity to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear duplicate anchor here; if forced, issue:43873 is the broadest and most central user-facing problem, but it is still not the same bug as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: video input regression in Qwen/VL variants vs Gemma4 PLE device mismatch during forward. Same broad multimodal area, but not the same code-path bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT local checkpoint loading. Different components and failure modes." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure and generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to torch.export failures from torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but one is Qwen3 auto device mapping causing cuda assert; the other is Gemma4 PLE forward device mismatch. Not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer loading error for Voxtral is unrelated to AppleSilicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch and DAC.from_latents missing STE mismatch are different model paths and root causes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug causing garbage generation is unrelated to Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed is different from missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Missing BOS/EOS insertion for one tokenizer is unrelated to wrong token IDs across multiple tokenizers." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batch-vs-single padding mask bug is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tie issue is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one in sliding_window_mask_function is unrelated to slow convert_tokens_to_ids in slow tokenizers." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffers filled with junk are different regressions." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "device_map auto dequantized-model offload failure and quantization offloading issues may rhyme, but the concrete failures and likely code paths differ." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segmentation fault are different model/runtime failures." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault loading Llava Next is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech config and tokenizer loading regression for est-roberta are both v5-related but clearly different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization memory growth/OOM in Transformers 5.x is unrelated to T5 silently using apex.FusedRMSNorm memory leak." + } + ] + }, + "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": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43881|issue:44488", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:36010|issue:42617", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "e3258a538f8029243fb7764544b337bce47820ff0556b8cfe83b8697eb854b44", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad themes like loading, device mapping, offloading, and model-specific regressions. The soft links are mostly lexical rather than true duplicate reports of the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative because it is the broadest open issue in the cluster and sits near several offloading/device_map/quantization reports, even though the cluster is not a single duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: perplexity evaluation on gpt-oss vs tokenization behavior changes across versions." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug vs tokenizer/version-dependent tokenization change." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Both mention multi-GPU/device-map style failures, but the model, failure mode, and code path are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve lm_head/visual keys, but one is serialization inconsistency and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint resume error vs early stopping metric lookup; different training subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior vs Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs bfloat16 dtype mismatch in model inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different model components: dummy Conv2d in Sam3PixelDecoder vs Sam3 text encoder weights not loaded." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they concern different checkpoints and likely different root causes." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer regression vs tokenization output changes across versions; not the same code-path." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder bug for legacy models vs static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram/int issue in MoE vs TimesFM window_size AttributeError; different models and failures." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "SDPA torch.compile failure in Bamba vs packed-weights unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Trainer max_steps miscalculation on resume." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error vs inability to run 3d_parallel.py; unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Transformers 5.0 custom model initialization regression vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer-loading failures for different checkpoints and tokenizer classes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/compile-related, but one is SDPA compile behavior and the other is CPU offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer input handling bug vs processor output size mismatch for a specific vision model." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 generation model vs wrong visual encoder keys when saving Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure vs dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision preprocessing bugs: wrong processor output size vs non-default-resolution Perceiver failure." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError vs YOLO multi-GPU device_map_auto failure." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; only superficially both are training issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs GPT-OSS tensor parallel/MoE issue; different models and paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE vs missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug vs static-cache seq-length device-tensor arithmetic bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; not the same failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable-name collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs kernels dependency/version import failure; 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": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:44186|issue:44361", + "issue:43881|issue:44991", + "issue:28530|issue:30064", + "issue:43526|issue:43883", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43540|issue:43782", + "issue:43452|issue:47020", + "issue:43257|issue:47254", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:44534|issue:46665", + "issue:42490|issue:43329" + ], + "prepared_review_unit_hash": "be71f56ebb333f89dc6b2cd003b7b6c82bdd9414a53c64047ffdaa524ab3a5ca", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35149, + "estimated_input_tokens": 8788, + "estimated_eval_tokens": 17832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives: they share broad themes (tokenizers, generation, loading, config, quantization) but each points to a different model, API surface, or code path. No PRs were provided.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active open bug in the set, with inbound references and a broadly framed runtime/regression description, so it is the best representative issue among these unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest issue candidate overall because it is still open, has multiple inbound references, and describes a concrete, reusable bug class rather than a one-off model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API keyword mismatch vs Qwen3 auto device-mapping CUDA assert; different layers and unrelated failures." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile, but one is chunked-generation inconsistency and the other is static-cache slice arithmetic on non-CUDA backends; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: CamemBERT masked-LM predictions vs Qwen3 recurrent-state reset with cache." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local models vs read-only permission propagation in save_pretrained; unrelated defects." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different tokenizers with different failure modes and repros." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure vs tokenizer loading regression for EMBEDDIA/est-roberta; different models and root causes." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection bug vs image-processor segmentation-map handling; unrelated functionality." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT fast image-label reduction bug vs missing all_tied_weights_keys attribute in Molmo; different code paths." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility issue vs TimesFM window_size attribute error; no concrete overlap." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct not persisting on reload; both config-related but distinct bugs." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions vs FP8 frozen-checkpoint weight_scale not applied; unrelated regressions." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config load failure vs Llava Next segmentation fault; different models and failure mechanisms." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a CLIP model vs generation using inputs_embeds and past_key_values; unrelated bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs T5 tokenizer init conflict; both tokenizer-related but not the same underlying issue." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing vs BarkProcessor voice_preset handling; different processors and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs apex FusedRMSNorm memory leak; different subsystems and fixes." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo vs stale docs about removed pipeline tasks; unrelated documentation vs code issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs composite-config text_config unwrapping; both around Qwen configs but not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen3 multimodal loading/processing failures; one is video-input processing, the other is weight_only loading." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file breaks pretrained loading vs XLMRobertaTokenizer passing a dict to Unigram; unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed vs PEFT ZeRO-3 checkpoint error; both involve training infrastructure but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba vs BigBirdTokenizer special-token registration; model-runtime bug vs tokenizer bug." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "A800 auto device-map CUDA assert vs GraniteSpeech local-checkpoint loading with PEFT adapters; unrelated model-loading failures." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 vs from_pretrained behavior inside Python classes; different regression classes." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warning vs undefined video-token-counting variables in multimodal processors; 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": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:43531|issue:45923" + ], + "prepared_review_unit_hash": "c19453241be8e486052c46ebff29d2d07b75d8d6c29c4350a581b48890a0e2a6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36638, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct bugs or feature regressions in different models, processors, trainers, or runtime paths. The soft pairs mostly share broad themes (offload, tokenizer/config, generation, trainer, or windowing) but do not describe the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed issue in the set and the best umbrella candidate, but the cluster overall is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest combination of scope, activity, and downstream references, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload failures, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight handling in accelerate; different code paths and fixes." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated bugs in different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are different model APIs and failure modes." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serving crash from missing _tokenizer on Gemma4Processor is separate from Qwen3.5 chat/completions streaming failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset and Qwen3 auto device mapping/cuda assert are unrelated model/runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token decode failure are different model-specific bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation in the last batch is a distributed evaluation bug; SAM3 text/box behavior is a model input-processing issue." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen 3.5 multimodal/config issues, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding behavior." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different community models and likely different tokenizer/config paths." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern Qwen/SAM3 save/load state, but one is visual-encoder key saving and the other is missing text-encoder weights; different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init validation and num_labels propagation are different configuration problems." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers filled with junk and from_pretrained behavior inside Python classes are not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model loading regression for physical-intelligence/fast is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation into text config is different from single_label_classification with num_labels=1 causing zero loss." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are distinct inference bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient blow-up are separate training-path issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc-example/model-processor mismatch and OmDet-Turbo 640px-vs-224px preprocessing are different processor/model errors." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen3.5 configs, but one is tie_word_embeddings warning and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and sinq quantized model save/load breakage are different persistence paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode support and T5 RMSNorm memory leak do not share a concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking failure with Qwen3.5 input embeddings and trainer.evaluate() failing after train() are different trainer issues." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding math and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor refresh and save/load loss of custom token IDs are different tokenizer state bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are separate subsystems and not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated model flags/features." + } + ] + }, + "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": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45507", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:42886|issue:44843", + "issue:43526|issue:43881", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45507|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:44625|issue:47050", + "issue:46829|issue:46832", + "issue:43540|issue:46294", + "issue:45381|issue:46693" + ], + "prepared_review_unit_hash": "d6c0c32d374305f9e1b176beae55614831810449f241e03983935a5c7859bc3c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs or different code paths. The only soft edge that looks like the same underlying issue is the two Qwen2.5-VLProcessor batched-input crashes with `padding=False`.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue because its title matches the paired report closely and states the batched-input `padding=False` crash directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best global issue representative for this pair since it most precisely names the same Qwen2.5_VLProcessor batched-input crash seen in the duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are about offline tokenization, but the specific failures differ: cache loading vs an unconditional `model_info()` call in `_patch_mistral_regex`." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated models and symptoms: BEiT label reduction vs glm-4v loading failure." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a `GenerationMixin` import error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention token/special-token behavior, but the concrete failures and code paths are different." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation/example errors do not match a SigLIP2 implementation discrepancy against JAX." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "The titles describe the same Qwen2.5-VLProcessor batched-input crash with `padding=False`, so these look like duplicate reports of the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different failure types: SigLIP2 nonsensical outputs vs CamemBERT masked-LM regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation with compiled forward and ONNX fp16 dtype mismatch are different code paths." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL models and different bugs: `weight_only=True` load failure vs wrong video `vision_position_ids`." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention `fix_mistral_regex`, but one is an AttributeError crash and the other is a tokenizer regression with codec/warning issues." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Separate dtype/fp16 problems in different models and execution paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor behavior is not the same as LayoutLMv2Tokenizer crashing on NER padding/truncation." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs `list_repo_files` missing `revision` forwarding are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/model issues do not match the quantization offloading regression." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to static-cache sequence-length arithmetic." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different models and failures; no shared code-path evidence." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading and DAC STE mismatch are distinct implementation bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and long OCR index error are not the same concrete issue." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing token IDs on save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA bug and MLukeTokenizer attribute error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode bug and BitNet packed-weight loading bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel zero3 init crash and `_torch_extract_fbank_features()` issue are different failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor conflict does not match the separate `cjvt/sleng-bert` loading problem." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing fields in `AutoConfig` with `trust_remote_code` are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 label propagation and Canine ONNX fp16 dtype mismatch are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different vision-model bugs: output field misassignment vs feature-level mismatch TypeError." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but the models and concrete failures differ." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the justification for issue:44545 overstates what is supported by the packet. The packet only shows matching titles/metadata; it does not establish that the report is \"reproducible\" or that one issue is definitively the better canonical target for that reason. Please keep the wording grounded strictly in 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": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:45987|issue:46829", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44488|issue:47020", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:34634|issue:36010", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:44008|issue:46858", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:44991|issue:47020", + "issue:45183|issue:45479", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "ec9e813437dbff3da3a1f13efa23fdfa01018be397818515bb5a1f1265804420", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36264, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of unrelated Transformers regressions across tokenizers, configs, multimodal models, and runtime backends. None of the proposed soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #45020 is the broadest representative here: it captures the general v5/remote_code loading breakage theme that overlaps with several nearby tokenizer/config issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue to keep as the cluster anchor because it is the most general user-facing regression and easiest to route from related loading failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model loading behavior, but one is a v5 base_model_prefix regression and the other is inconsistent from_pretrained use inside Python classes; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 is a CUDA/runtime failure; EMBEDDIA/est-roberta is a tokenizer load regression. Different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq_length return-type issues are unrelated to VideoPrism's wrong hidden_states field wiring." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and tokenizer/model registration failure are unrelated subsystems." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation handling is unrelated to CustomTrainer.compute_loss keyword compatibility." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC forward/from_latents mismatch are different model components and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to Perceiver image classification interpolation behavior." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Pegasus v4/v5 output drift is a model-generation regression; XLMRobertaTokenizer's Unigram vocab type error is a tokenizer construction bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count bug are distinct architecture/config issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and DAC from_latents/STE mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are different output-path regressions." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is trust_remote_code missing fields and the other is strict config blocking granite_speech; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq_length shape/device issues are unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failures are unrelated issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors have no common code path." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch mistral regex patching, but one breaks offline model_info calls and the other crashes on backend_tokenizer access; different concrete failures." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n's variable collision in forward() is unrelated to StaticCache seq_length returning a device tensor." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example issues and Kosmos2.5 long-OCR index errors are different models and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and FastSpeech2ConformerTokenizer loading failures are both tokenizer-related but not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are separate model behavior regressions." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and Gemma3n audio mask collision are unrelated multimodal issues." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 OCR index errors do not share the same root cause." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizer loading, but the failing models and concrete causes differ: est-roberta load regression vs XLMRoberta Unigram vocab type mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and degenerate zero-loss classification are different sequence-classification bugs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model and kernels dependency/version import failure in pipelines are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code / v5 breakage, but one is specifically is_torch_fx_available removal while the other is a broader set of remote_code regressions." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different v5 regressions in different subsystems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation faults and MPS histogram support errors are unrelated backend/model 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": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846", + "issue:47217" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43716|issue:44008", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:43262|issue:47217", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "70b3312c0431b037a5923efc03df80b8918f5f666c43f321fbb4ed806f24f5e0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous. Tokenizer-related issues recur, but the 28218/29159 pair is only topical similarity, not enough to treat as the same concrete bug. No soft edge should be accepted here.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenizer-behavior theme and best fits the cluster\u2019s only repeated subsystem, even though most items are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best issue representative because it captures the general tokenizer regression theme without overfitting to any one narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime mismatch bugs, but one is CPU-offload device placement and the other is a bfloat16 dtype issue; different failures and fixes." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizers, but one is about post-processor updates after special-token changes and the other is about batch_decode skipping special tokens; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different multimodal model failures with unrelated symptoms and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision-language input bugs, but they affect different models and concrete failure modes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba; the other is a dtype mismatch in inference loading. Too different to merge." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen, but one is a load-time weight_only error and the other is a flash-attention generation regression." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape indexing error versus trainer evaluate-after-train failure; no clear shared code path." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message mismatch about pipeline removal; the other is a model output quality issue." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different validation failures in different areas: video chat-template mismatch versus T5 decoder-input error messaging." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError and stale config dtype after from_config are unrelated initialization/runtime issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering dropping tuple labels is unrelated to a use_cache correctness bug in Mamba2Mixer." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape load failure and the other is a TP-plan omission causing OOM/shape errors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "They are both tokenizer-related, but the evidence only shows topical similarity; it does not establish the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal dtype/attribute issues in different models with no shared concrete defect." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions in Qwen-family models, but the reported failures differ and there is no evidence they are the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch versus dtype mismatch; unrelated despite both affecting model execution." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Loading-path failures with different causes: FSDP CPU RAM efficient loading versus init_empty_weights with an unexpected argument." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to the dtype mismatch in 45072." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model initialization contexts, but the concrete breakages are different." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated domains: BarkProcessor voice presets versus CustomTrainer loss-signature handling." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message issue; the other is stale documentation after pipeline removal." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Both are version-related behavior changes, but one is masked LM predictions in CamemBERT and the other is generic tokenization behavior; too broad to merge." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue versus tokenizer regex patch crashing on a missing attribute; different layers and fixes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "A sys.modules access safety issue is not the same as the CLIP model structure inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and image-placeholder handling in VL models are different input-template bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latent/forward mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is mostly grounded and appropriately conservative, but one soft-edge verdict is too strong. `issue:28218` and `issue:29159` are both tokenizer-related, yet the packet only shows topical similarity (\u201cadditional space after the added token\u201d vs. \u201cinconsistent behavior in slow tokenizer and fast tokenizer\u201d) and does not establish they are the same concrete bug. Marking that pair `accept: true` overstates the evidence. The rest of the verdicts look conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:46697|issue:46728", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43531|issue:45042", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "947b4b8cd1b997229b12eb63d4d311df15d2d80a11943cfa5d43c9f142dd81c7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly unrelated bugs across different models, loaders, tokenizers, and training paths. No soft edge looks like the same underlying defect, so there is no safe canonical duplicate here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are text-similar but describe distinct failures in different subsystems, so merging them would be incorrect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a reliable global representative because the cluster is not actually one bug family; any pick would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 quantization dtype-casting vs a huge one-hot position embedding optimization; different code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are unrelated loader/tokenizer vs quantization issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Over-padding in Swin2SR and incorrect image-patch counting in Aria affect different preprocessing logic." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Missing Float8 storage and an unnecessary torchvision dependency are separate backend/runtime problems." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error while loading one model is not the same as remote_code breakage across recent versions." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are different failures in different environments." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage and Jupyter custom-model initialization are separate API regressions." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated errors." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to undefined video-branch multimodal token variables." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL image-processor torchvision dependency are different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit reduce_labels truncation and RTDetr output drift in v5 are different model-processing bugs." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and tokenizer loading failure for EMBEDDIA/est-roberta are different from_pretrained paths." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one prior issue is not the same as FP8 inference failing on B200 hardware." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training on a non-pretrained Bert model and evaluate-after-train failure are distinct trainer/runtime bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow in a torch-only install and kernels v0.15 import requirements are unrelated packaging failures." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent conversion mismatch and DiaConfig custom token IDs being lost are different model/config issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patching backend_tokenizer error and Gemma4Processor missing _tokenizer are separate attribute-access bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "These are both tied-weight warnings, but they concern different models and different warning mechanics." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting and stale auto_mappings references are unrelated breakages." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 MoE conversion failure do not share a code path." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are completely different issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation 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": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47050", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:45859|issue:47050", + "issue:43262|issue:44811", + "issue:45200|issue:47254", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:43257|issue:43696", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:44912|issue:47145", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43749|issue:44756", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:45859|issue:47254" + ], + "prepared_review_unit_hash": "b2f17b5662fe1c273f358c96cb09b5170ac7db1e2b3e51095f3bfe753a861136", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35547, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. `issue:44479` is the best representative for the Qwen/VL video-input regression because it is broader, more explicit about the affected models, and more actionable. The similar-looking `issue:43329` pair is better treated as related-but-not-duplicate on the available evidence. No pull requests are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the broadest and clearest user-facing report of the video-input regression, explicitly naming multiple affected Qwen/VL models and the v5.3.0 scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue candidate because it most completely describes the regression, impact surface, and affected model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but they target different code paths: missing fields from `trust_remote_code` config loading vs. `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: zero probabilities in SigLIP2 versus an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3_5Moe CPU-offload incompatibility and Canine fp16 ONNX dtype mismatch are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper `batch_decode` skipping special tokens are separate bugs." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Gemma 4 token-id defaults and PEFT/DeepSpeed checkpointing failures do not share the same underlying cause." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same bug as MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The titles overlap on video/VLM handling, but one is a specific helper-variable bug in `_get_num_multimodal_tokens` while the other is a broader v5.3.0 regression; the packet does not firmly prove a single underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and GPT-oss OOM are unrelated failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "One is a Qwen3 MoE conversion issue; the other is a Qwen3-VL shape-mismatch loading error." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but `_get_num_multimodal_tokens` has an undefined-variable bug while this one is a batched video-processor shape issue." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and MobileLLM-125M key loading error are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "`init_empty_weights` argument mismatch and PIL backend requiring torchvision are different integration problems." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and high perplexity on GPT-oss concern different subsystems and symptoms." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-related, but MXFP4 fallback and FP8 compressed-tensors missing `weight_scale` are distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 loading and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting do not share the same root cause." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both involve memory pressure, but int4 reserved-memory growth and Sam3Video OOM are different causes." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Protobuf decode-error handling and a bare `except` in Fuyu tensor conversion are separate error-handling bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Lazy cache initialization recompilation and `max_cache_length` behavior are different cache issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "`43906` is a reproduction of a prior bug, while `43650` does not clearly describe the same technical failure." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` on `Llama4Config` and kernels import version requirements are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing import and Bart generate `decoder_attention_mask` initialization are completely different issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure for `physical-intelligence/fast` is unrelated to CLIPTokenizer's huge `model_max_length`." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading breakage are not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are both memory-related but have different root causes and fixes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels package import requirements are separate dependency issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video processing and DiffusionGemma pipeline failure are different multimodal bugs." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "CPU-offload rotary embedding incompatibility and PEFT/DeepSpeed checkpoint errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but the one accepted soft-edge pair is a bit too assertive given only title-level evidence. `issue:43329` is a specific helper-variable bug in `_get_num_multimodal_tokens`, while `issue:44479` is a broader v5.3.0 video-input regression across several Qwen/VL models; they may be related, but the packet does not firmly establish they are the same bug or mergeable into one fix. I would keep that pair conservative as 'possibly related' rather than accepted. No PRs are present, which is correctly noted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020", + "issue:47254" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:39379|issue:44554", + "issue:43454|issue:43577", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:45081|issue:47020", + "issue:43404|issue:45127", + "issue:28282|issue:29127", + "issue:44857|issue:46832", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44062|issue:44991", + "issue:45538|issue:46869", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:42175|issue:44488", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:43577|issue:46512" + ], + "prepared_review_unit_hash": "f5ff2bb9be44cc59a3cb82e161df523b94145a3bc48043e6aed84edeebf9a277", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36125, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change; the closest ones share a subsystem name, but their concrete failure modes, models, and code paths differ.", + "confidence": 0.66, + "canonical_issue_reason": "If a representative issue must be chosen, issue 45701 is the broadest tokenizer-regression report and has the most cross-references, but the cluster is too heterogeneous to have a truly strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best single anchor because it is broad, regression-oriented, and sits closest to the tokenizer-related complaints that recur in the set, even though it is not a true umbrella for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: one is missing BOS/EOS with add_special_tokens, the other is a Kimi-K2.5 codec/regression warning issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated bugs: a MacOS CLIP bus error versus a TrainerState token-count tracking issue." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend omission is unrelated to a specific model import failure." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different correctness bugs in different attention/mask paths and different model families." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is lm_head tying in Mistral3; the other is dtype propagation in Blip2 loading." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key mapping are distinct problems." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but they hit different classes and different internal failures." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both concern embedding/lm_head tying, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "An environment import error is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR bugs: AMP loss crash versus feature-level mismatch in forward." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train behavior is unrelated to a TimesFM window_size attribute error." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A MobileLLM loading key error and an init_empty_weights argument mismatch are different load-time failures." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and PEFT/DeepSpeed checkpointing error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "They both involve tokenizers, but the titles point to different bugs and no concrete shared code-path is evident." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta is unrelated to missing PyTorch import handling." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 configuration and FSDP CPU RAM efficient loading are different training/loading paths." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading failures and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is device-map CUDA assert and the other is video-input validation." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug is unrelated to a general tokenization regression." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow backend in installation is unrelated to loading a specific tokenizer/model." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen3 video issues, but they affect different model variants with different failures." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both touch dtype handling, but one is actual model weights staying float32 while the other is stale config metadata." + } + ] + }, + "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": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:45042|issue:45081", + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:45672|issue:45674", + "issue:43577|issue:45072", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43906|issue:46468" + ], + "prepared_review_unit_hash": "4745c2ed203858e9aec23d3d314625db809e39d852c8c8cd5c7f850295aad14b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35826, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with many unrelated issues across different models and subsystems. The strongest thematic pocket is the Qwen VL video-input regression family, but the packet does not justify treating the nearby reports as confirmed duplicates; 44479 is only the best anchor, not a proven duplicate hub.", + "confidence": 0.52, + "canonical_issue_reason": "issue:44479 is the clearest representative of the only plausible subfamily in the cluster: a Qwen VL video-input regression around v5.3.0. It is broad enough to serve as the cluster anchor, but the evidence is not strong enough to merge adjacent reports as the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best triage anchor because it captures the most coherent and broadly named regression in the packet. It is suitable as the representative issue for the Qwen VL pocket, while the rest of the cluster is largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: one is a model-loading failure for physical-intelligence/fast, the other is list_repo_files missing revision forwarding." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but they target different model families and code paths, so the packet does not support a duplicate conclusion." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "The titles are clearly related to Qwen2.5-VL video-position-id regressions, but the packet only supports soft similarity, not a confirmed same-bug duplicate." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are Trainer-related, but one is token counting and the other is a custom compute_loss signature issue; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal failures on different models with no shared concrete failing code path." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the concrete failures are different: AddedToken argument duplication versus Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: unexpected zero probabilities versus interpolate_pos_encoding failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both concern tokenizer behavior, but they affect different tokenizers and different regression modes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision requirements and Mistral tokenizer regex crashes are unrelated concrete bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different failure modes: DeepSpeed/accelerate weight conversion versus RoPE layer dropping." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Distinct loading/storage failures with no clear shared code path." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary-related internals, but the bugs are different model families and different failure mechanisms." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Related rotary concepts, but one is an Smollm3 architecture issue and the other is a Qwen2.5-VL position-id scaling regression." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency/version bump issue and a stale auto-mapping reference issue are different maintenance problems." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU allocation and T5 decoder-input validation are unrelated bugs." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal/model-generation failures with no shared code path evidence." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device mismatch and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they are different concrete bugs affecting different models and round-trip behavior." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training RuntimeError and Bart generate() UnboundLocalError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 config propagation and granite_speech strict-config loading are different bugs." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the failure mechanisms differ: Gemma4 uint8/torch.finfo versus BitsAndBytes skip-module exclusion handling." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype mismatch bugs in different model families; not mergeable as one fix." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading behavior, but the concrete breakages and affected paths differ." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import error and NoneType broadcast error are unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of another issue is not the same as the broken Nemotron example." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is reasonably conservative, but one verdict is overstated relative to the packet: `issue:44479` vs `issue:45381` is only a soft-similarity match, and the packet does not provide enough evidence to assert they are the same underlying bug. The title wording suggests related Qwen2.5-VL video-position-id regressions, but not a confirmed duplicate pair. Likewise, the summary\u2019s claim of an \u2018only strong near-duplicate\u2019 is too strong for the available evidence. A safer conclusion would be that the cluster is mostly heterogeneous, with a plausible but unconfirmed Qwen VL subfamily centered on 44479." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:46463|issue:46899", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:44737|issue:45588", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45357|issue:45920", + "issue:45200|issue:46463", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:43819|issue:44811", + "issue:29159|issue:33357", + "issue:44857|issue:47000", + "issue:45372|issue:46170", + "issue:43761|issue:46829" + ], + "prepared_review_unit_hash": "a0168fbc26e60067598663e6c1ecb745879de15ce6b12d1f479414236a44d922", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35504, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly heterogeneous. The only soft pair that looks like the same underlying bug is the tied-weights / save_pretrained v5 pair (44466 \u2194 45005); the rest are title-level different models, APIs, or failure modes.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45005 is the broader, clearer representative of the tied-weights v5 serialization regression, while issue:44466 reads as a narrower lm_head.weight/device-dependent symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest global issue candidate because its title captures the shared tied-weights regression at the right abstraction level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-related, but the titles point to different parameters and behaviors: rotary_pct reload vs ignore_keys_at_rope_validation list handling." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different failures in the titles: RTDetrV2 output mismatch vs VideoPrism hidden_states field mix-up." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP KeyError and Qwen3.5 TP-plan OOM/shape error are separate model-specific issues." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder input validation error messaging is unrelated to Gemma4 multimodal 4-bit quantization dtype casting." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT fast image processor reduce_labels behavior and sequence-classification zero-loss behavior are different components and symptoms." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 forward-output regression and Qwen3.5 save_pretrained checkpoint regression do not describe the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention s_aux=None crash are different code paths and different titles." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both titles describe the same tied-weights / save_pretrained v5 regression, with 44466 as a narrower serialization symptom and 45005 as the broader bug report." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate() after trainer.train() are unrelated issues from the titles alone." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding are distinct model/load paths." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but the titles indicate different APIs and different model/config objects." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder key serialization and broad AutoTokenizer wrong-token-id regression are different problems." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are different issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different failures: MLukeTokenizer AttributeError vs FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue and MLukeTokenizer task AttributeError are separate tokenizer bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime titles." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key warnings and sinq quantized save/load breakage are different serialization problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "The titles describe different surfaces: SigLIP2 zero probabilities versus a processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and unconditional model_info() in offline mode are distinct AutoTokenizer issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key error are different loading/runtime failures." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical AutoModel/pipeline results and Perceiver non-default-resolution failure are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated in the titles." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error on CLIP are different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss crashes, but the titles name different models and different errors." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import breakage and Windows ROCm torch.distributed dependency issues are different platform/library problems." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but the titles describe different models and different symptoms, so they are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly conservative, but I can\u2019t accept it as fully grounded. The summary is fine, and the 44466\u219445005 duplicate call looks reasonable. However, at least one soft-edge rationale overreaches the packet: e.g. 38175\u219443295 talks about hidden_states behavior that is not supported by the titles/metadata shown here. Several other rejections also lean on unseen code-path details. Please keep the verdicts tied more tightly to what is explicit in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44821|issue:46821", + "issue:42898|issue:46491", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:44734|issue:46612", + "issue:43278|issue:43688" + ], + "prepared_review_unit_hash": "8efcde528ae6dae04dabef8e2e41a608f007c9c0e780b316469f427ee949e1a8", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated bug reports and regressions across different models, tokenizers, loading paths, and generation code. None of the soft pairs look like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43749 has the strongest triage signal in this set (highest discussion/inbound references) and is a well-scoped concrete bug report, but the cluster is too mixed to treat it as a true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best standalone issue anchor here because it is high-signal and clearly specified; however, it should not be used to merge the other issues as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different model families and failures: missing pad_token_id on Llama4Config vs image-text-to-text pipeline crash in DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm and its memory leak." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention TF-related backend packaging, but one is tensorboard without TensorFlow and the other is an invalid tensorflow_text backend mapping; distinct bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image passing behavior and the other is Kimi-K2.5 codec handling plus a mistral-regex warning; different codepaths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer mask special-token decode bug is unrelated to mdeberta-v3 BOS/EOS not being added on add_special_tokens=True." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level TypeError and Gemma4 quantized embedder dtype casting are different subsystems and failures." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE layer loss is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Transformers 5.0 custom model initialization break and FSDP CPU RAM efficient loading are different upgrade regressions in different code paths." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token decode output issue is not the same as DiaConfig losing custom token IDs after save/load and crashing generation." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() call in _patch_mistral_regex and tokenizer loading failure for EMBEDDIA/est-roberta are separate tokenizer-loading regressions." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 recurrent-state reset with cache/seq_len>1 are different generation bugs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior changes and CodeLlama leading-space round-trip regression are different tokenizer behavior issues." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and xLSTM train-mode unpacking crash are different model bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file tokenizer/model loading breakage and Blip2 dtype remaining float32 are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both touch distributed training, but Trainer _gpu_broadcast_one NoneType and Qwen2-VL multi-GPU training are not the same bug or fix." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head.weight serialization inconsistency by device and sinq quantized save/load breakage are different serialization problems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about max_shard_size is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE aux-loss normalization and DeepseekV3MoE divergence from the remote implementation are not the same code issue." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert on A800 and compiled-forward chunked generation inconsistency are distinct failures." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field load failure and Bamba-9B-v2 torch.compile SDPA bug are different model-loading vs compilation issues." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are generation/cache related, but serve KV-cache continuation indexing and beam-search cache reorder skipping are different mechanisms and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to MoE auxiliary-loss normalization." + } + ] + }, + "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": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46846", + "issue:47254" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:45491|issue:46002", + "issue:44964|issue:45405", + "issue:43643|issue:44561", + "issue:44625|issue:45584", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:44568|issue:46489" + ], + "prepared_review_unit_hash": "bd878a9c4e0c848a4fb060e50a0c3628e1ac73d4a167cabad766111eca87005a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36544, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous issue cluster with no real duplicate core; the proposed soft links mostly connect superficially similar v5/regression reports but with different root causes and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the cluster spans unrelated bugs across tokenization, loading, configs, attention, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a duplicate anchor because the reports describe different subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs: Qwen2-VL multi-GPU training vs a CustomTrainer signature regression with num_items_in_batch." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading failures: legacy BEiT field handling vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "Unrelated issues: a PEFT version pin problem vs a ZeRO-3 checkpointing error with gradient checkpointing." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths: BitNet weight unpacking vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Different problems: Qwen3VL from_pretrained weight_only failure vs FA2 long-context performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch in bark-small vs DiaConfig token ID persistence." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different model-loading regressions: base_model_prefix handling vs missing linear_attn entries in a TP plan." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different failures: dtype propagation in Blip2 vs an MPS attention correctness bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different issues: BEiT legacy config field loading vs OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme but not the same concrete bug: missing pad_token_id vs missing pad_token_idx in different configs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different areas: BitNet accelerate loading vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the causes differ: sliding-window/all-padding attention vs classification head initialization/checkout." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different bugs: Phi-4 multimodal loading failure vs an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: Qwen3.5 num_labels propagation vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same method family, but different concrete crashes: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation discrepancy vs a pipeline error-message regression." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "No relation beyond being issues: tokenizer extra-space behavior vs a MacOS bus error on a CLIP model." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention generation issue vs FP8 inference failing on B200." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Completely different subsystems: MPS attention correctness vs importing Trainer while datasets is installed." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different device/quantization problems: Gemma4 PLE device mismatch vs sinq save/load breakage." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different issues: SigLIP2 output quality problem vs return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Different failures: SigLIP2 documentation errors vs custom model code broken by processor.tokenizer/image passing regression." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different bugs: BF16-to-FP32 dtype drift in evaluation vs a gradient blow-up with ZeRO-3." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation mismatch vs ZeRO-3 gradient instability." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: dtype mismatch in evaluation vs a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: custom model initialization breakage vs inconsistent lm_head.weight serialization across devices." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44849|issue:45357", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:43844|issue:44964", + "issue:44464|issue:45584", + "issue:46399|issue:46846", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:43937|issue:46701", + "issue:44869|issue:46752" + ], + "prepared_review_unit_hash": "993a112776c7590e769ede807425bd16fd52e75d02d34385a06d0c59bd4c13d7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the similarity edges mostly connect unrelated issues across tokenizers, model loading, quantization/offload, training, and CI regressions. I do not see any true duplicate pair among the soft candidates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the items span multiple unrelated bugs. If an anchor is needed, issue 45812 is the closest because it is a broad, user-visible tokenizer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative because it describes a broad AutoTokenizer regression affecting many Granite models and is more central than the other, more model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: FP8 inference failure on B200 vs an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different model/config failures: DiaConfig losing custom token IDs vs MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is a tensor-parallel OOM on Qwen2-57B; the other is a release-management bug about an unreleased PEFT version." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they are model-specific and have different symptoms/code paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different domains: MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 hidden-states bug vs FP8 inference on B200." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is a missing model load and the other is an offline-mode regression in a Mistral regex patch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different bugs: missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal/config issues, but one is a missing pad_token_id attribute and the other is wrong unwrapping of text_config in from_config." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different subsystems: BEiT legacy-field model loading vs bark-small CPU offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a Qwen2.5 VL class and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different model code paths: TimesFM window_size AttributeError vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is an output_hidden_states regression; the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different root causes: Float8 storage lookup failure vs flash_attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A categorical-cardinality RuntimeError is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token-related config fields, but they affect different model families and different fields." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key handling is not the same bug as the CLIP text-model structural inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU-offload device mismatch; the other is a stale CI test failure." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different failures: dtype mismatches in bfloat16 inference vs RT-DETR feature-level shape/type mismatch." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states regression and FP8 weight_scale corruption are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient explosion with ZeRO-3 is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription decoding are different bugs." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a kernel-registration problem and the other is a tensor-parallel plan mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 wrong outputs via AutoModel/pipeline and unexpected position-id keys are not the same code-path failure." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading not working and sinq save/load breakage are related only at a high level, not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are different issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding with a trailing replacement character is unrelated to apply_chat_template on an empty list." + } + ] + }, + "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": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:45084|issue:45520", + "issue:42490|issue:43696", + "issue:45588|issue:46050", + "issue:47013|issue:47254", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:44554|issue:45446", + "issue:29942|issue:30333", + "issue:41720|issue:46710", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45406|issue:46121", + "issue:45588|issue:45759", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "e3484440cf4d2a4f13ac9b3de38ac7af6c3cf568f8531e49b5cfae52db55ec13", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35766, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, serving, quantization, model-loading, training, and model-specific bugs. No soft pair looks like the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated subsystems and failure modes, so treating any one as the cluster representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue 45406 is the clearest self-contained regression in a specific code path ('transformers serve' / Gemma4Processor missing _tokenizer), but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token accounting." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "LoRA/gradient-checkpointing ineffectiveness is a different bug from checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and Gemma4 device mismatch are related by model family only, not the same code-path bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids for text-only fine-tuning is unrelated to the multi-GPU OOM report." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure and flash_attn import KeyError are different subsystems and failure causes." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Path-with-slash import warning is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention sink-less AttributeError and sinq save/load breakage are distinct code paths." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM return_last_states unpacking crash is not the same as PEFT + ZeRO-3 checkpointing errors." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probabilities are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and flex_attention import version-check issues do not share the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow failed-job reporting are different concerns." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as Sam3 litetext memory overflow." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_supports_window_size import error is unrelated to meta-device model-loading breakage." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "processor.tokenizer regression and batched video shape handling are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch CI failures and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated code paths." + }, + { + "left": "issue:45520", + "right": "issue:45759", + "accept": false, + "reason": "flash_attn import KeyError and AutoModelForCausalLM text_config unwrapping are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "processor/tokenizer regression is unrelated to offloading with quantization." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are different problems." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/batch crash is not the same as return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and gradient explosion with ZeRO-3 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": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:43572|issue:44987", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:43950|issue:46285", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:44792|issue:45563", + "issue:45200|issue:46932" + ], + "prepared_review_unit_hash": "9250e0101deefa057b3d5c0ea98309ce68d85a118a2fdc0eeff2fd7ce33016e6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36795, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the items cover unrelated tokenizer, multimodal processor, model loading, dtype, and CI issues. The soft pairs are mostly high-similarity false positives rather than the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the cluster does not share one coherent root cause or subsystem.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "If a representative issue is required, issue:44521 is the most discussion-heavy and broadly framed, but it is still not a good canonical for the cluster because the rest of the items are unrelated.", + "best_pr_reason": "No PR exists to evaluate as a canonical or representative change.", + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor-related regressions, but one is a processor.tokenizer/image API regression and the other is an OmDet-Turbo input-size mismatch; different code paths and fixes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "One is a batched video-processor shape bug; the other is a tensor-parallel OOM loading issue. No shared underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mismatch during forward and return_tensors handling are separate multimodal input bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in a config and a model-loading failure for a specific repo are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A generate-time decoder_attention_mask bug and failing Flash Attention 2 tests do not look like the same fix." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend/import plumbing, but they are different backends and different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing import symbols in different modules; not the same code-path problem." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and a device_map forward mismatch are distinct issues." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash local path import warning and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression versus SigLIP2 HF/JAX mismatch; no common bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors and return_tensors being ignored are different classes of bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call messages; not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 inference/training failure for Qwen3Moe is unrelated to an import error for Qwen2_5_VL." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are separate tokenizer/model-init bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Vision position IDs for Qwen2.5-VL video input and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "A dtype mismatch between train/eval and inefficient Qwen3 MoE memory use are not the same code path." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Inconsistent lm_head serialization and LoRA-merge collapse with extended vocab are different model-state bugs." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU-relative-position bug in XLNet and a CohereASR training-loss shift bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI device override failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video-shape handling are different processor bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing import for a VL model class and incorrect detokenization in DeepSeek coder are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures and stale config.dtype after from_config are separate loader/config consistency issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id on different configs, but the titles do not establish the same underlying bug or shared fix." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech-model tokenizer failures with different symptoms and likely different fixes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are unrelated regressions." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and return_tensors handling are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Defaulting multimodal token-type IDs and unsafe dtype casts in quantized embedders are different issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure and a stale paged-generate warning are not the same underlying change." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "The first is about missing zero defaults for mm_token_type_ids; the second is about dtype casting in quantized embedders." + } + ] + }, + "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": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:44995", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43653", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:44995|issue:46858", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:44448|issue:44743" + ], + "prepared_review_unit_hash": "e676dafa8cb6fe7b7b9cd3e0614eef853e0c53e6aa6b10e6113b5c2bcfe171c6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37116, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated bug reports across different models, backends, and regressions. The soft pairs do not look like duplicates of the same underlying defect, so I reject them all.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest and most reusable representative here: a v5 loading regression affecting model loading semantics across many models, rather than a niche model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best canonical issue candidate because it captures a general compatibility break with a clear code-path and likely wider impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different failures: Perceiver resolution/interpolation bug vs RT-DETR memory reclamation issue." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths and symptoms; DAC forward/latents mismatch is unrelated to GraniteSpeech CI device override." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "One is a SwitchTransformers config bug, the other a Bamba torch.compile/SDPA runtime failure." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-model issues, but one is missing default mm_token_type_ids and the other is a rope-index scaling bug." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime failures with no shared concrete code-path." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import_utils availability helpers, but they are different symbols and different breakages." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated model bugs: DAC latent reconstruction vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision-model issues: processor size mismatch vs mixed-precision loss crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they reference different pipeline removals and different API behavior." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Detection training crash under AMP is not the same as missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor argument validation bug is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing flash-attention symbol import, the other is broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling layers: distributed metric gathering vs BEiT image processor reduction." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure/config, but they are different composite-model compatibility problems." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing import error and MacOS bus error on CLIP are unrelated failures." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP zero-probability outputs and RT-DETR memory cleanup are different bugs." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is cache length policy and the other is device-tensor seq-length arithmetic in prefill." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is a stale model indexer cache and the other is static-cache slice arithmetic." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model families and different bugs: sparse-layer creation vs legacy-field loading failure." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 model-loading/serialization regressions, but they affect different mechanisms and code paths." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to GraniteSpeech CI stale device override test." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/import problems: flash_attn lookup on Python 3.13 vs Windows ROCm torch.distributed dependency." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different model/runtime issues with no shared underlying defect." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing flash-support symbol import is unrelated to HybridCache import failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config creation bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions: Pegasus output drift vs qwen3_5 recurrent state reset with cache." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:46431|issue:46566", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:45593|issue:47000", + "issue:44857|issue:45072", + "issue:27957|issue:34689" + ], + "prepared_review_unit_hash": "d1873001a26e65f8fab67f0314a5fad4d3e093d3ab6d2a441b53248dad13df9c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports; there is one clear duplicate pair around the Qwen3.5 MoE `from_pretrained` regression. All other soft pairs look like distinct bugs or different layers of the stack, not mergeable duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the better canonical issue because it is the earlier report of the only clear duplicate pair and has the broader, cleaner title for the shared Qwen3.5 MoE `from_pretrained` failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best issue to anchor the cluster since it is the clearest duplicate target among the items and represents the only exact same-bug pairing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: embedding dtype drift during eval vs a pipeline error message regression about translation support." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one is a crash with tool-call messages and the other is a mistral_common final-message continuation bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: Llama 3.2 Vision model loading failure vs output embedding reinitialization after resizing embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different load paths and symptoms: trailing-slash local path warning vs a specific GLM model unit-test loading failure." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general API area, but distinct failures: batching with padding=False vs assistant mask generation for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: flash_attention sink handling crash vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Completely different issues: LayoutLMv3 error messaging vs a Trainer `_gpu_broadcast_one` NoneType type error." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different models and behaviors: SigLIP2 docs example errors vs BeitImageProcessorFast label reduction returning the wrong shape/value." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CPU offload device mismatch in bark-small vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/latents mismatch is unrelated to the unexpected position-id key warnings." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different subsystems: missing chat template error vs DiffusionGemma weights staying on meta with device_map='auto'." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to the Trainer broadcast NoneType error." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same bug report: identical title, same Qwen3.5 MoE `from_pretrained` regression, and both describe the same loading failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs-example model/processor issues are unrelated to position-id key warnings across many models." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: accelerate loading of packed BitNet weights vs a stale CI test override in GraniteSpeech." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but they affect different models and different failure modes (pegasus output vs Deepseek tokenizer)." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model components and symptoms: feature extractor arg error vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "The checkpoint resume crash and FineWeb training start failure are not the same underlying bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories > 2^24 runtime error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "OOM in Sam3Video and over-padding in Swin2SR are unrelated issues." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking from missing protobuf is unrelated to the missing import_utils availability helper." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and platforms: Trainer broadcast NoneType error vs MacOS CLIP bus error." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM during Qwen2 load are distinct bugs." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-model training failures: missing auxiliary losses vs infeasible RTDetr cost matrix." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Distinct dtype-related bugs affecting different models and execution modes." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to the Llama 3.2 Vision model-loading regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical duplicate pair 45310/45478 is well supported by identical titles and matching Qwen3.5 MoE from_pretrained failure, with 45310 correctly chosen as the earlier canonical issue. The remaining soft-edge rejections stay conservative and are generally justified by distinct titles/symptoms rather than overstated duplication claims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:43257|issue:43299", + "issue:37428|issue:42175", + "issue:44448|issue:44977", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:44360|issue:44561", + "issue:32090|issue:33290", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:44871|issue:44977", + "issue:43976|issue:45440", + "issue:29127|issue:34567", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "c8f33637aabafc3f41a49c9810428864d245fc315b0d105aa1a495938a807e6f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36999, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated model bugs, tokenizer regressions, cache/compile issues, trainer errors, and documentation/examples. None of the proposed soft edges look like the same underlying bug or change, so all are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a concrete v5 regression affecting multiple models and has the strongest cross-model impact, making it the best single issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue candidate because it is clearly described, affects several model families, and has broader user impact than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different failures and likely different code paths: SigLIP2 zero probabilities vs unexpected position-id key handling." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/generation, but one is about compiled forward output inconsistency while the other is about a cache config option only applying to quantized cache." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention 2 test failures are unrelated to token embedding reinitialization after resizing." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate-time UnboundLocalError and Trainer `_gpu_broadcast_one` NoneType errors are unrelated bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel failure and torch.jit GeneratorExp export failure are different model/runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval is unrelated to an undefined-variable bug in multimodal token counting." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template crashes on tool-call messages are not the same bug as Qwen2.5-VL video vision_position_ids issues." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generation-time UnboundLocalError is unrelated to Adafactor + DeepSpeed OOM." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is about accelerated loading/conversion and the other about a version-specific load regression; not the same concrete bug." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import failure and missing TensorFlow in a torch install are unrelated packaging/runtime problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are different model-specific regressions." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype changes during evaluate are unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorator-related errors, but one is a Python 3.13 import/parser problem in DebertaV2Model and the other is a missing decorator registration issue for Qwen3.5 kernels." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer lacking ReLU is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType handling and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat template crashes are unrelated to SmolVLM video padding miscalculation." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Saving/loading custom token IDs and loading the wrong custom module are both serialization issues, but they affect different parts of the load path and are not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong tokenizer IDs across several models is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image Qwen2.5-VL finetuning failure and BEiT label reduction bug are unrelated processor/data-path issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation problems in Qwen3.5 are unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading behavior are different loading/runtime issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading and Gemma4 multi-GPU OOM are different memory-management problems." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile behavior, but one is about spurious recompilation from lazy cache init while the other is a device-tensor seq-length arithmetic bug in static cache." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output divergence and lm_head weight serialization inconsistency are distinct regression types." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility in Transformers and DeepseekV3MoE divergence are unrelated problems." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in a pretrained CLIP model and SigLIP2 docs-example errors 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": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45588|issue:45823", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:42915|issue:42994", + "issue:43575|issue:43701", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:45440|issue:45593", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "cf97990c92cfca2e30c02f4d7e19e6ffd1178d6dbb05603005e656b58cc10c0c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36783, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly unrelated bugs that merely share broad themes like tokenizers, generation, or model loading. I did not find any convincing duplicate pair to merge.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the cluster spans many distinct bugs across unrelated components, and none of the soft pairs look like the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45198 is a concrete, reproducible bug report with specific failure modes and is among the more actionable items, but it is not a true duplicate hub for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: embedding dtype drift in eval vs tensor-parallel OOM while loading Qwen2-57B." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: trust_remote_code import breakage vs DeepSeek tokenizer correctness." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and different failure modes: MLuke task AttributeError vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding crash and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression vs Gemma3 NaN embeddings; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are model-loading/runtime issues, but one is cudaErrorAssert with Qwen3 auto-device-map and the other is multi-GPU OOM for Gemma4." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale warning in paged generate() are different defects." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention integration AttributeError and Gemma4 PLE device mismatch are distinct code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures are not the same as Fuyu's bare-except error swallowing." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are different issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs Qwen3.5 recurrent-state reset bug; no shared underlying defect." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in LaSrFeatureExtractor and video-input regression in Qwen VL models are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are separate model implementation problems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode issue and FastSpeech2ConformerTokenizer load failure do not match." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Different quantization-related bugs: FP8 config failure vs quantized model saving failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is not the same as Wav2Vec2 tokenization/save failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing-in-eval mode bug are different issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings with mixed-length batching is not the same as FA2 long-context performance regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory leak are different bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-info error handling and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale num_return_sequences warning are not the same defect." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "ReasoningEffort import breakage in Gemma 4 processor loading is distinct from the flash_attention AttributeError." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model-specific bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error handling and dummy class cleanup are unrelated repository 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": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45588", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43526|issue:47217", + "issue:43575|issue:44387", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "cecf699d36b8999604d24fcc21c188d69059a2d0d78bdc383e572958c03f1e62", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35622, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated bugs and feature reports. The soft links are mostly superficial keyword overlap (for example, Flash Attention, OOM, tokenizer, or Qwen/VL mentions) rather than the same concrete defect, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out: the set is not a single duplicate cluster, and the soft-linked issues describe different code paths and failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue exists because the cluster is heterogeneous; any one issue would be a poor representative for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different products and failures: BeitImageProcessorFast label reduction vs VL image-placeholder handling." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor attribute error is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 is a different issue from ignoring tokenizer.json during AutoTokenizer load." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Model misbehavior with AutoModel/pipeline is unrelated to RT-DETR memory being retained after deletion." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is an external import error and the other is a missing processor attribute; different fixes." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different model-specific issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Importing ReasoningEffort from mistral_common is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Beit image label handling and Kosmos2.5 OCR index errors are different code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed is unrelated to Llama 3.2 vision model-loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM and token-embedding resize reinitialization are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2.5-VL import is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label-reduction logic in BeitImageProcessorFast is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetrImageLoss is unrelated to sink-less flash-attention attribute handling." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL loading is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 reports, but the titles are too broad to establish the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 pipeline output problems and sam3-litetext memory overflow are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL shape mismatch are separate loading problems." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior do not describe the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError from JSON-loaded lists is unrelated to the Qwen3.5 kernel registration error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but batched chat-template padding crashes and video vision_position_ids are different failures." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom-model initialization breakage and patchtsmixer post_init policy are not the same concrete problem." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issues and the 2^24 category limit error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3 recurrent-state reset behavior and Whisper batch_decode special-token handling are different 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": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:45003|issue:45440", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:45325|issue:46697", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44442|issue:45803", + "issue:43575|issue:43742", + "issue:43232|issue:43388" + ], + "prepared_review_unit_hash": "dcb0480b124b6c0c150c582b228c3d3a40510f8412b34902dc4f693a42cfcb12", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35994, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a coherent duplicate cluster: it mixes unrelated issues spanning loading, generation, training, backend imports, docs, and model-specific regressions. All soft links are superficial and should be rejected. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43873 is the closest anchor because it has the most discussion and inbound references, but the cluster is too heterogeneous to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most active/open report and the strongest representative issue in this set, even though it does not actually unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths: CLIPVision hidden-state regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-classification padding bug are unrelated subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is an unsupported feature-extractor argument." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are different problems with different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on a tokenizer class." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-R Flash Attention 2 support and BART generate mask initialization are separate bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Package extra/backend installation issue does not match a missing import_utils availability flag." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init contract and Qwen video-input regression are different model/features." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety is unrelated to DeepSeekV3MoE behavioral divergence." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline APIs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but they affect different models and different missing fields." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading failure and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken construction bug and Hub revision forwarding are different utility-layer problems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression are different mechanisms." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as Qwen composite config unwrapping in from_config." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are different preprocessing bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different load failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression and missing BACKENDS_MAPPING entry for tensorflow_text are different issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config missing model_type." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "One is a load-time shape mismatch; the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and CPU/CUDA output divergence are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2 tp OOM are different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare-except error swallowing in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model tensor-parallel OOM and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are different training/runtime 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": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45381", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46821", + "issue:46829", + "issue:46894", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43761|issue:44188", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:43295|issue:44871", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44077|issue:44534", + "issue:44464|issue:46421", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45381|issue:47217" + ], + "prepared_review_unit_hash": "4fc74ac38160fd6364560dfb4a11e7c832d977ab67634799eee6ba8761b8453d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35717, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues grouped by broad topical similarity. I don\u2019t see any soft pair that is clearly the same underlying bug/change, though a few are loosely related around multimodal or save/load behavior.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #44521 is the strongest representative to anchor the cluster because it has the broadest multimodal/chat-template framing and the most surrounding user interest (inbound refs/discussion) among the issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best issue to represent the cluster\u2019s closest recurring theme: multimodal template/processing regressions. It is also active and externally referenced.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention support for XLM-Roberta vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVisionModel output regression; the other is a generic ModelOutput key-assignment bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated code paths." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states output regression vs attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to an AutoModel PyTorch import error." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states mix-up and Gemma4 quantized dtype casting are separate model-specific issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized-model saving and the other is wrong custom-module loading." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as a pipeline translation error message issue." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription failure are different model behaviors." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal, but assistant_mask generation and image-placeholder-in-user-text failures are not clearly the same bug." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing availability helper and kernels package import failure are unrelated import issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Config API mismatch and TimesFM window_size AttributeError are different issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression and GPTNeoX rotary_pct reload bug do not share the same root cause." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward generation inconsistency and chunked-prefill recompilation are different chunking/compilation problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling bug is not the same as missing model_type in config.json." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 token config mismatch and sinq save/load breakage are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in tensor conversion and Trainer import failing with datasets installed are not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus generate_images test failure are unrelated model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ministral FlashAttention failure affect different code paths." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing load-balancing loss and CohereASR double-shift training loss are distinct Mixture-of-Experts/training bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and Qwen2_5_VLProcessor batched chat-template crash are different multimodal paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Video vision_position_ids bug and image-placeholder-in-user-text failure are both VL-related but not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:46832", + "issue:47217" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:43065|issue:44617", + "issue:44610|issue:46369", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43352|issue:46640", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:45127|issue:45200", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:46693|issue:47217", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:44869|issue:46832", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "6e30254ff2da6cf5465c8ac2032fc721eb34447eac014e9b7745c1686acef7bb", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35610, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a collection of unrelated issues across model loading, generation, vision pipelines, Flash Attention, caching, docs, and serving. The soft pairs only share broad subsystem keywords; none look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items do not form a single duplicate set, and the soft pairs are only loosely related by subsystem rather than by the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate: there is no shared underlying problem to anchor the cluster, so any single issue would be an arbitrary representative rather than a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a local-model path collision in trust_remote_code and the other is max_cache_length handling for quantized cache; different bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and Sam3Video OOM are unrelated failure modes; same model family is not enough." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and Sam3-LiteText memory overflow are different models and different code paths." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TF backend import behavior and a missing transformers import_utils symbol are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading/saving, but one is a legacy preset field for BEiT and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different models and symptoms." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test regression and Sam3LiteText auto_mappings CI break are separate model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One is a specific model not supporting FA2 yet; the other is a generic Flash Attention 2 issue with no evidence it is the same defect." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Windows/ROCm import failures from torch.distributed dependencies." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A vague request to add data and a Gemma pipeline roundtrip bug are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Video-input regression in several VL models and image-placeholder failures in user text are different modalities and likely different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload regression do not describe the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocabulary collapse with tied embeddings and Gemma4 mm_token_type_ids defaults are different training/config issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and local-path trailing-slash import warnings are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput are different problems." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5 chunked_prefill and the other is recurrent state reset in modular_qwen3_5.py; not the same defect." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script and loading a multimodal pretrained model are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Label truncation in gather_for_metrics and auxiliary-loss normalization are distinct training/evaluation bugs." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression and image-placeholder handling in VL models are different issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2Model and a flash_attention AttributeError on sink-less models are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus model test failure and an unreleased peft version bump are not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() UnboundLocalError and output-embedding reinitialization after resizing embeddings are separate code paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and a SIGLIP2 inference issue with AutoModel/pipeline are different artifacts." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated model bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation indexing and Gemma4Processor missing _tokenizer are different server-side 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": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:45072|issue:46932", + "issue:43335|issue:44855", + "issue:46082|issue:46697", + "issue:25251|issue:27957", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43673|issue:46421", + "issue:43335|issue:44190", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:45381|issue:46655", + "issue:45588|issue:47013", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "796aed2cd5b7ea1f75e7a40f7fce909ff520f847c3624f838f55d1d9c3c9784c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose lexical grouping of unrelated issues; the soft pairs share broad subsystem words but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out: the items cover many unrelated regressions and feature bugs, so a representative duplicate target is not justified.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the cluster; the titles are too heterogeneous for one canonical duplicate to make sense.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code/cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; different failure modes and fixes." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "These are unrelated: category-cardinality limits in preprocessing vs cache.get_seq_length returning a device tensor and breaking slice arithmetic." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization is a runtime state bug; rotary_pct reverting on reload is a config serialization issue." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype casting, but they affect different models and code paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedders." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 IndentationError in DebertaV2 are unrelated bugs." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are separate configuration/model issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are not the same bug or change." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "One is a Qwen3-VL weight-shape load failure; the other is an incorrect tied-weights warning in Qwen3-Next. Different model families and code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription generation failure are unrelated symptoms with different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer and strict config loading for granite_speech are distinct validation/configuration problems." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission when output_router_logits=False is different from Florence2 double-shift training loss logic." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning cleanup and Whisper empty-transcription failure are unrelated generation issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the image-classification script." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model bugs." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and category-count overflow are not the same underlying issue." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5-35B chat crash do not share a concrete failure path." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both concern chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is a recompilation regression from lazy cache initialization; not the same fix." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and dataset loading in a training script are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading problems and janus generate-images test failure are different model/test issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same bug as OmDet-Turbo's processor producing 640px inputs instead of 224px." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression and serve KV-cache continuation tensor indexing are separate code paths and fixes." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the bug is different: incorrect vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None and xLSTM unpacking a bare tensor are unrelated shape/contract bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "CUDA OOM in Sam3Video and memory overflow in sam3-litetext are different models and failure causes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A regression in processor.tokenizer/image handling is unrelated to gemma4 token embedding resize propagation." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation example errors and local dataset loading script failure are not the same issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different persistence/training bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Inconsistent compiled generation outputs and a stale num_return_sequences warning are different generation 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": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46506", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47217" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:25251|issue:29870", + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43854|issue:44964", + "issue:44938|issue:45542", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:43526|issue:46697", + "issue:43673|issue:46858", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44496|issue:47217", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506" + ], + "prepared_review_unit_hash": "73825ce72ac5d1cd939b3733760a39597273782d91331bdf188d2e47763e5ef1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35797, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic bundle of unrelated Transformers issues, not a true duplicate set. The only close match is the DeepSeek tokenizer pair, but even that looks more like a related follow-up than the same defect.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly represents the cluster: the items span unrelated regressions across tokenizers, model loading, chat templates, generation, CI, and backends.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global canonical; choose by subtopic rather than treating this as one duplicate thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions in v5, but one is generic and the other is DeepSeek-Coder v1 with a specific PR-gap note; not clearly the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: token embedding resize/reinit vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Separate multimodal video-processing bug vs KV-cache tensor-indexing crash in serve." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template edge cases, but one is tool-call assistant content and the other is an empty input list; not the same defect." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated failures: pipeline top_k nesting change vs BART generate decoder_attention_mask assignment error." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI breakages, but caused by different regressions in unrelated areas." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different APIs and bugs: tokenizer.json selection vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config issues, but one is trust_remote_code missing fields and the other is an unrecognized model without model_type." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: assistant masks in chat templates vs qwen2.5-vl video vision_position_ids." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two distinct model-load failures for different models; no shared underlying bug is evident." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are separate issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related only broadly; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to post_init reinitializing output embeddings after resize." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs affecting different models and preprocessing steps." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/prefill, but one is a missing cache in chunked_prefill and the other is a device-tensor arithmetic issue under static cache + compile." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-loading failure and a broken auto_mappings reference are different regressions." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement and a bare-except swallowing errors are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override failure is not the same as a specific model load error." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A packaging/backend install issue and a generic dependency issue are too broad to treat as the same bug." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config loading and VL placeholder handling are different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType and token embedding reinitialization are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache collisions and a missing import_utils helper are separate issues." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal chat-template assistant masks are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different underlying export problems." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared root cause is shown." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Untied lm_head weights and an incorrect saved checkpoint regression are distinct model lifecycle bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings references are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer registration/position_ids error and CPU-vs-CUDA output divergence are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:46082|issue:46121", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43582|issue:46932", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43295|issue:44779", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "0dc0515ebac4a4ef08fafd4b385e13747c97e5261eabf89ea675e7fca5d72b2c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36835, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edges look like true duplicates; the pairs mostly share only a subsystem, model family, or versioning theme while describing different concrete failures. If a representative issue is needed, issue:43295 is the strongest standalone regression report.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43295 is the clearest standalone bug report: explicit regression, concrete API break, reproducible behavior, and broad impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best overall representative because it is specific, reproducible, and well-scoped compared with the more niche or documentation-oriented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both concern model/processor behavior, but one is a processor.tokenizer regression and the other is an embedding resize bug; different code paths." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated failures." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length semantics for quantized cache." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-validation list handling are distinct config bugs." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and different problems: helper output-length behavior vs CPU/CUDA result divergence." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "One is unrecognized model loading; the other is an image-processor torchvision dependency regression." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-missing behavior and ANSI-color output in loading_report are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are version/load-time complaints, but they involve different root causes and model paths." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "reduce_labels returning one label is unrelated to a docs mismatch about return_all_scores." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A documentation/behavior mismatch does not match an unrecognized-model configuration error." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in warmup and Gemma4 quantized-dtype casting are unrelated bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a runtime failure on torch>=2.9 and the other is a version-check bug for AuxRequest import." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training logic issues." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and _torch_extract_fbank_features behavior are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but saving dequantized checkpoints and FlashAttention load failures are different code paths." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder text issue and audio feature extraction are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-argument TypeError are different failures." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility and a generic dependency issue are too broad and not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus generation test failure and cache-length configuration semantics are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both are in flash_attention, but model-specific FlashAttention failure and s_aux=None crash are not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL import and nonexistent image_utils import are different API surface issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config classes and different field/default handling bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same underlying problem." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mismatch for text classification is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained checkpoint corruption are separate model lifecycle bugs." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state and tokenizer thread-safety regression are unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch-finalization bug and SAM3 memory overflow are different issues." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds and apply_chat_template on empty list are different edge cases." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are regressions, but one breaks processor.tokenizer/image passing and the other changes Deepseek tokenizer output; different failures and fixes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and a specific unreleased PEFT minimum-version bump are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:44462|issue:45081", + "issue:43931|issue:47145", + "issue:43299|issue:43854", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44336|issue:46851", + "issue:45081|issue:45907", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "be8d697c0f150a21c21954d255502a30a6946ffd36966f4ebe56eb76c293d2e6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35409, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem themes (tokenizers, loading, multimodal configs, serialization) but not the same concrete bug. I would not merge any of the proposed soft edges; the only plausible umbrella issue in the set is the broad import-regression report.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), so it is the best cluster anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general regression report and could subsume related import-failure symptoms better than the narrower model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they describe different examples and different failures; not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated tokenization bug versus a nonsensical placeholder issue; no shared underlying problem." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different models and code paths: Blip2 dtype loading versus Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments not applied is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A pipeline processor-selection bug and a remote_code regression are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Possible overlap at a very broad level, but one is a specific missing import and the other is a generic report of many import errors; not enough evidence of the same root cause." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased PEFT minimum version are unrelated issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families with different symptoms; too broad to be the same bug." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and an RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both concern weights/embeddings, but the concrete failures differ: serialization mismatch versus resize_token_embeddings not updating tied components." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "A tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different models and different failures: LlamaConfig head_dim validation versus a Qwen3.5 kernel registration error." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a loading failure and the other is incorrect save_pretrained key output." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim validation and stale config.dtype after from_config are distinct config bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup and Gemma4 device placement are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "General non-persistent buffer junk and missing FP8 weight_scale application are different loading/serialization issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful relation; the first is not a real bug report and the second is an FP8 inference issue." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing MoE load-balancing loss and missing default mm_token_type_ids are separate model-loss issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Generic AutoTokenizer repo-file handling versus a Mistral regex patch crash are different tokenizer-loading paths." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL loading is not the same as FP8 weight_scale omission." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Two different model-loading problems affecting different models; no shared underlying bug is shown." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch versions is unrelated to a TensorFlow backend import problem." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention crash on sink-less models is unrelated to RTDetrLoss infeasibility." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI-code output in loading_report and variable-length position_ids handling are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regex patch crash and a list_repo_files revision-forwarding CI break are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization problems in different model classes; 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": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:44246|issue:47217", + "issue:45103|issue:45372", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:47176|issue:47177", + "issue:44671|issue:44779", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:44188|issue:44336", + "issue:44186|issue:47000", + "issue:44336|issue:44373", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:43723|issue:44162", + "issue:42796|issue:43441" + ], + "prepared_review_unit_hash": "6763cc8d1a04a7b6d7104258f51dee92266de4c8867df05d8490bf5b0ba4ccec", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34954, + "estimated_input_tokens": 8739, + "estimated_eval_tokens": 17734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer bug reports. A few pairs share broad subsystems like quantization/offloading, tokenizer loading, or deepspeed, but none look like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear duplicate anchor; the cluster is heterogeneous and the apparent overlaps are only superficial.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative must be chosen, issue:43873 is the broadest and most discussed item, and it sits closest to the recurring quantization/offloading theme seen in a few candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files vs. slow filtering after upgrade; different symptoms and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with offload are related areas but distinct bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on Ministral vs. long-OCR index error in Kosmos2.5; unrelated model-specific issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is duplicate optimizer stepping." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layer norm epsilon precision issue vs. torch.split return-value handling; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantization/offloading, but one is offload behavior and the other is frozen FP8 checkpoint scaling; not the same defect." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility vs. variable-length position_ids handling; distinct model behavior problems." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency vs. VL placeholder parsing failure; no shared underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring crash with future annotations vs. mistral_common import failure in Gemma 4 loading; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save missing files vs. Gemma-4 zero3 from_pretrained loading; different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency mismatch vs. Python version compatibility regression; not the same issue." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Different security bugs: shell command substitution bypass vs. tar/zip slip file-write RCE." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression vs. Deepseek tokenizer regression; separate model/tokenizer bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "CI break from stale auto_mappings references vs. leftover dummy classes leaking into namespace; distinct cleanup issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs. slow import; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs. glm-4v-9b loading failure; different config/loading bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill vs. CLIPVision hidden_states regression; separate code paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs. ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs. RTDetrLoss cost-matrix infeasibility; different subsystems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output bug vs. wrong position_ids docstring; not duplicates." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM while loading a model vs. FP8 checkpoint scale handling; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs. Gemma4 device-mismatch forward bug; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id attribute vs. trust_remote_code returning incomplete config fields; different attribute/config issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a VL class vs. Python version incompatibility; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading regression vs. backend dependency installation problem; different layers of the stack." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs. ESM2 model breakage; different objects and failures." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs. FlashAttention failure; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45072|issue:46829", + "issue:45561|issue:45563", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:36246|issue:42757" + ], + "prepared_review_unit_hash": "2f4a5ce89dfafa4773d8f0d437465c67af8e2589ba056759348301f828eed83f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports. The proposed soft pairs usually share keywords or a subsystem, but not the same concrete failure, so none should be merged. The only coherent local theme is Qwen positional/variable-length handling, for which issue 46851 is the best anchor.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46851 is the clearest, most concrete representative of the recurring Qwen position_ids/variable-length-input problem class in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "46851 is the most actionable issue here: specific failure mode, clear model family, and closest to the small positional-bug subcluster that actually overlaps.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: FP8 storage/load error vs Qwen3.5 chat crash; only the model family differs." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention positional handling, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length position_ids; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch on save_pretrained is unrelated to Gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is a performance issue; unrecognized model/config is a loading/architecture issue." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen positional bugs, but they hit different code paths: feature-length helper vs variable-length position_ids." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and FP8 weight_scale omission are unrelated model-loading problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package import/version requirement is unrelated to the Qwen3.5 apply_rotary_pos_emb registration crash." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor and Python-version incompatibility are different root causes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Missing nn during sentence-transformers import is unrelated to the undefined tf backend caused by tensorboard-only installation." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding in SmolVLM is not the same as AutoProcessor failing when a vision backend is missing." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "One is kernel registration/decorator failure; the other is variable-length position_ids behavior in Qwen3.5." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is a different bug from VL image-placeholder failures in chat/user text." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are distinct code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations handling is unrelated to Qwen3.5 kernel registration errors." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a registered position_ids buffer is not the same failure as Gemma-4 zero3 loading." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in classifiers is unrelated to VideoPrism returning the wrong hidden_states tensor." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file race and stale num_return_sequences warning are different testing/runtime issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape handling in loading_report is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id configuration inconsistency do not describe the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat crashes are separate model/runtime problems." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux=None crash is a different failure than variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE models, but one is a cross-version LoRA compatibility issue and the other is a model-loading breakage in main/dev0." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained inconsistency are unrelated bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Importing Qwen2_5_VLImageProcessor and missing huggingface_hub.is_offline_mode are different import errors." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission and D-FINE auxiliary-loss omission are different model-specific training bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are not the same code-path problem." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register changing function behavior 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": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46897", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:46726|issue:47217", + "issue:41950|issue:44220", + "issue:43257|issue:45137", + "issue:43540|issue:46655", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44295|issue:44749", + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:44162|issue:45200", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:45003|issue:45561", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:43475|issue:46369", + "issue:44038|issue:46506", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "e974e89f1c42fa2ab3e2454d785b01342ac9ea6c1690070923749c878f20d8c5", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36102, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket, not a true duplicate set: it mixes unrelated regressions across Qwen/VL, embedding resize, DeepSpeed, configs, and docs. No PRs are present. I\u2019d anchor the issue side on the broadest, most representative regression report, but I would not merge any of the soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best anchor: it describes a broad, multi-model v5.3.0 video-input regression with clear reproduction scope and higher discussion activity, making it the most representative concrete bug report in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global representative because it covers a concrete regression affecting several related models rather than a narrow one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output corruption and embedding-resize behavior are different code paths and different bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-symbol import failures: Qwen2.5-VL image processor vs HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend / unrecognized image processor is distinct from empty image-placeholder handling in VL text." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor bug and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is a ZeRO3 deque crash." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video, but the failing model paths and bugs differ: Qwen3OmniMoe ValueError vs SmolVLM padding." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing strict field and the other is from_config unwrapping logic." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer and Chinese report about slower filtering are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Different models and different video-processing failures; not the same concrete regression." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding is distinct from a missing decorator on apply_rotary_pos_emb registration." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Embedding resize behavior has nothing to do with RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque crash and removed Sam3LiteText config references are different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and token-embedding resize bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe module lookup and pytest-xdist file-race are different issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Both are import/runtime failures, but for different models and different root causes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights and decoder.embed_tokens not updating after resize are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision output missing a field and SAM3 LiteText memory overflow are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA discrepancy are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in save_pretrained is unrelated to AutoProcessor backend resolution." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config validation, but they concern different models and different specific config-field problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-logit load-balancing loss and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT label reduction bug and Florence2 double-shift training-loss bug are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model fails for a different reason than protobuf-related tokenizer error masking." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 yet is not the same as the generic Flash Attention 2.0 topic." + } + ] + }, + "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": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:44479|issue:46170", + "issue:43526|issue:46894", + "issue:42199|issue:46851", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:44188|issue:46202", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:44361|issue:44749", + "issue:45685|issue:46431", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "38c774300fe8347e08a1043bec8813d336888f2d64c9639b9c015088d86b3089", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely a grab bag of unrelated closed issues. The soft pairs mostly share only broad subsystem keywords (tokenizers, Qwen, RT-DETR, deepspeed, saving/loading) but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44479 is the strongest representative standalone report in this set: it describes a concrete, broad regression affecting multiple Qwen video variants, with a clear failure mode and actionable scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most suitable issue to keep as the representative anchor because it is well-scoped, clearly reproduced, and broader than the other entries, which are mostly isolated bugs in different areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs Windows ROCm import/type error; different subsystems and root causes." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs CohereASR double-shift training loss bug; unrelated code paths." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class issue vs Qwen3.5 variable-length position_ids issue; not the same bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 zero3 from_pretrained loading problem vs deepspeed optimizer stepping twice; distinct failures." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning bug vs patchtsmixer post_init policy issue; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs ESM2 breakage; no shared concrete code path." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "tie_word_embeddings warning in fine-tuning vs flash-attention generation failure; different symptoms and causes." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "granite_speech strict-config loading issue vs Windows ROCm dependency/import error; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder missing attribute vs Qwen3OmniMoe video ValueError; different model families and bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak on GC vs MaskGenerationPipeline final-partial-batch dropping results; not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache load failure vs Gemma4 multi-GPU CUDA OOM; different layers and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs DeepSeek accuracy regression; one is loader behavior, the other model quality." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import problem vs RTDetr forward TypeError on feature levels; unrelated code paths." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; no shared root cause." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs sam3_video/sam3_tracker type warning; different issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; both loading-related but not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Repeated embedding-tie warning vs stale num_return_sequences warning; unrelated warnings." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash vs Gemma4 mm_token_type_ids defaulting issue; different subsystems." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change vs FP8 frozen checkpoint load missing weight_scale; unrelated problems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection vs Gemma pipeline token roundtrip issue; different API surfaces." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Reproduction of an earlier issue vs Gemma token roundtrip failure; not the same underlying bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Compile-time attention branching divergence vs cache lazy-init recompilation; different performance bugs." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior vs deepspeed_sp_compute_loss host sync; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract issue vs LlamaConfig head_dim validation; not the same code path." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Chinese report of slower filtering after upgrade; no shared bug." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram int error vs missing chat template ValueError; distinct failures." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; both save-related, but different artifact types and 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": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:45561|issue:47217", + "issue:44188|issue:46851", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:45310|issue:45375", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:46877|issue:47000", + "issue:42994|issue:43525", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "e030c33da44ab41721c82a9543fe6f49aaa4c94bf33a787ca96cb1aff03929b9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35235, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly v5 regressions, model-specific bugs, and a few docs/import/test problems. None of the proposed soft pairs look like safe duplicate merges.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest framework-level regression here: custom model initialization breaking in Transformers 5.0. It is more representative of the cluster\u2019s recurring v5 API breakage than the narrower model-specific or doc-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best umbrella issue because it describes a concrete, upstream initialization break rather than a single model family or surface symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and failure modes: auto_docstring annotation handling vs cache length arithmetic in generation." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the training slowdown/reporting issue in data filtering." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Both involve training, but one is a performance regression and the other is double optimizer stepping under deepspeed; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder architecture detail vs MaskGenerationPipeline batching bug are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "One is incorrect model/pipeline output, the other is a missing-vision-backend import/error path; different root causes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save-pretrained file omission does not share the same code path as deepspeed optimizer stepping." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model initialization breakage is not the same as the ESM2-specific regression." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are distinct failures." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Tokenizer/model eos-token mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and empty-list chat template crashing are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are in the Qwen3.5 MoE family, but one is a missing config field dropped by @strict and the other is a generic from_pretrained error; not enough evidence of the same code-path bug." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring wording for position_ids is not the same issue as variable-length position_id handling failing at runtime." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report is not the same concrete failure as gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder output attribute mismatch and TimesFM window_size AttributeError are unrelated model bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 output is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist file race in testing utilities is unrelated to VL image placeholder handling in user text." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation state, but one is sync_gpus update logic and the other is chunked_prefill cache availability; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions of quantization I/O and do not share the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure and processor.save_pretrained file loss are separate issues." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Likely same model family, but one report is a generic from_pretrained failure while the other is a specific config-field drop; too different to merge confidently." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import regressions, but they reference different missing symbols/modules and likely different API removals." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Broken documentation example with multiple mistakes is not the same as runtime missing-backend error handling." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise has nothing to do with RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different configuration/serialization problems." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are both tokenizer-adjacent but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:43784|issue:46399", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:44222|issue:45310", + "issue:44857|issue:46877", + "issue:44661|issue:47059", + "issue:45593|issue:46877", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568" + ], + "prepared_review_unit_hash": "5b63b2e901f240bf5051e708caec3c4583f2f9ac1bc7ecee179c05bf2d11766e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36229, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate soft edge is the repeated Qwen3ForCausalLM VRAM-leak report; the rest differ by model, API, or failure mode.", + "confidence": 0.66, + "canonical_issue_reason": "issue:42673 is the earliest and more-discussed report of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; issue:43704 later repeats the same title and bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best cluster representative because it is the earliest and more-discussed instance of the only clear duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different failures and code paths: AutoTokenizer loading vs. continue_final_message handling." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 backend settings and InternVL2 meta-initialization incompatibility are unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as incorrect output under pipeline parallelism." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible-cost-matrix crash are unrelated runtime errors." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import symbols from different modules; not the same underlying import issue." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they affect different APIs and have different causes." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but the concrete failures and affected paths differ." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2_5_VL import failure are different bugs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel wrong output and an image-specific infinite loop are distinct model-behavior issues." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to the huggingface_hub CLI attribute error." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and from_pretrained failure on Qwen3.5 MoE are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer-mapping registration bug and CLI completion regression are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time diagnostics are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and annotation-handling crash are different failures." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and Gemma pipeline roundtrip failure are different bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma pipelines, but the observed failures are different." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwargs update after sync_gpus and Janus image-generation test failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "General FP8 accuracy concerns and FP8 MoE save_pretrained failure are not the same defect." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in torch install is unrelated to the image_utils import issue." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and DeepSpeed host synchronization are different code-path problems." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are different issues." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and xdist file race are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training and DeepSpeed OOM with Adafactor are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers and embedding reinitialization in post_init are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they describe different regressions and different APIs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the duplicate verdict for issue:42673 / issue:43704 is supported by the packet. However, the best_issue_reason overstates the evidence by calling 42673 the \"most referenced\" instance: the packet does not show inbound references for either issue, only more discussion activity. That claim should be downgraded to something like \"earliest and more-discussed\". Because the output is not fully evidence-tight, I\u2019m rejecting it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:43479|issue:44079", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:42222|issue:45200", + "issue:30333|issue:36331", + "issue:44734|issue:45103", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "a18b65cfda94ab05919a20f55ac02fd475858bc62e0e0bac2491814793095afd", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36355, + "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 mostly heterogeneous issue reports with superficially similar keywords, but no pair looks like the same underlying bug or change. I would not merge any of the soft edges, and there are no PRs to choose from.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue is suitable: the items span unrelated regressions, docs bugs, tokenizer/model issues, and infrastructure problems. The soft edges are mostly keyword similarity rather than shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the cluster as a whole; the set is too diverse for a meaningful canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: missing TensorFlow in an install extra vs leftover dummy PT classes leaking into checks/imports." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Both are multimodal-related, but one is config initialization and the other is an output-field bug in VideoPrism." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer behavior regression vs thread-safety regression; different symptoms and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Saving processor artifacts is unrelated to a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is not the same bug as fast tokenizer thread safety." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Removed config references in auto_mappings is unrelated to a huggingface_hub CLI compatibility break." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different generation bugs: attention-mask construction vs final partial-batch handling in a pipeline." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-thread dataloader use is not the same as FA2 long-context performance regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 regressions, but one is clean_up_tokenization_spaces semantics and the other is Granite token-id mapping." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both mention tokenizer loading, but one is AutoTokenizer.from_pretrained offline/model-info behavior and the other is add_special_tokens token insertion." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated multimodal config defaulting vs Whisper word-timestamp decode crash." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are different documentation issues." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken examples, but they concern different models/docs and different failure modes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL symbol are unrelated import failures." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the affected models and root behavior differ." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta is unrelated to MLflow status reporting after training failure." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded loading is not the same as tokenizer thread safety." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model-info lookup in AutoTokenizer is a separate issue from Rust tokenizer thread safety." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting for multimodal models is unrelated to ModelOutput key assignment when values are None." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs and Llama 3.2 vision model loading regression are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-patches method in one processor is not the same as meta-initialization incompatibility in another model family." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor.tokenizer/image passing regressions are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "These are both v4-v5 behavior changes, but one is tokenizer cleanup and the other is Pegasus output differences." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models and Gemma 4 mm_token_type_ids defaults are different multimodal issues." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting after failure is unrelated to a trainer signature mismatch." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing in serve is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained for MoE and tokenizer_class mismatch in saved config are unrelated serialization bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args being ignored is not the same as a documentation parameter-name typo." + } + ] + }, + "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": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46762", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44360|issue:46762", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:43504|issue:47059", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:44263|issue:44360", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "6dc038de0804defea0d1697b890c2890792ca8efa8aaac6aeb84dbabdcd8d9a9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated Transformers regressions around imports, tokenizers, model configs, FP8, generation, and example scripts. None of the soft pairs look like the same underlying bug/change, so no duplicate merge is justified.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too broad and the reports are not duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the broadest representative of the loading/import-style regressions, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different failures: empty multi-label outputs in an example script vs local dataset loading in another script." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: a PEFT version pin problem vs leftover dummy classes leaking into the repo API." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and deepspeed double-step behavior are different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is not the same as missing processor save files." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import exposure from image_utils and dummy class cleanup are separate issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different code paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different outputs across versions and AttentionInterface.register behavior are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is tokenizer loading/import behavior." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are distinct model issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization and non-persistent buffer junk are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and attention registration behavior do not share the same root cause." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, modules, and failure modes." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer missing ReLU and Minimax MSA numerical mismatch are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig rejecting head_dim." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained and max_shard_size default behavior are different concerns." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Pretrained model loading with a legacy field and CLI test failures with huggingface_hub are different issues." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and remote-code meta-init incompatibility are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A tensor-splitting issue and a docstring fix do not share a root cause." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor.save_pretrained missing files are separate code paths." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync behavior and cache-length honoring are different cache/generation bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 and missing chat template validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation after sync_gpus and long OCR input index errors are not the same defect." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and zero probabilities in a SigLIP model are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and a LlamaConfig validation error are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "DSA indexer split handling and missing ReLU in the DSA indexer are separate implementation issues." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing an attribute and MoonshineStreaming window off-by-one are not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but one is a window mask off-by-one and the other is padding calculation." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 MoE 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": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46664", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:43986|issue:46726", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44964|issue:47059", + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:39379|issue:46172", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:46305|issue:46664", + "issue:44327|issue:47059", + "issue:43986|issue:47217", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:45381|issue:46909" + ], + "prepared_review_unit_hash": "2eac317870f53a424333a97e12ba6f2ab5d5bb35ece988fa9f77d57bae79d5e7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36342, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformer issues with one clear duplicate pair around AutoProcessor failing when the required vision backend is missing.", + "confidence": 0.88, + "canonical_issue_reason": "issue:46726 is the clearest generic formulation of the duplicate AutoProcessor/vision-backend bug and best captures the shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46726 is the best representative issue here: it states the underlying bug succinctly and broadly, unlike the more specific duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Different bugs: a SAM3 memory overflow vs a DIA documentation example issue." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated: missing transformers.onnx import vs Flash Attention 2 behavior in XLMRoberta." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving quantized models, but different quantization flows and failure modes." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Same underlying AutoProcessor failure when the required vision backend is missing; the titles describe the same code-path bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Different issues: a dependency problem vs a padding performance regression." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal model persistence/loading, but one is meta-init compatibility and the other is incorrect visual encoder keys." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs Qwen3-VL-Moe behavior." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated: MLA rms_norm_eps precision handling vs InternVL2 meta-initialization compatibility." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different packages/models." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: loading a multimodal model vs a huggingface_hub CLI test regression." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: flash_attention_3 training degeneration vs NaNs after checkout/init in classification heads." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are vision/video timing bugs, but they affect different models and different sequence-masking logic." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different issues: chat-completions request handling vs a Gemma4Processor attribute crash." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different problems: wrong model-type warning vs missing text encoder weights." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: FP8 accuracy regression vs an infinite loop on a specific image." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated low-level bugs in different model code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: an import error vs tokenizer spacing after added tokens." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different categories entirely: torch.compile attention-kernel divergence vs a docstring issue." + }, + { + "left": "issue:46305", + "right": "issue:46664", + "accept": false, + "reason": "Both are video-related, but one is an off-by-one masking bug and the other is inconsistent frame-count semantics." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: QA span decoding crash vs CLI test failure from a dependency change." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both concern vision models, but one is a missing-backend import path and the other is a placeholder-position bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions with different symptoms and model families." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report; the former is one specific missing symbol, not clearly the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different issues: offline cache loading vs quantized model saving failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer problems: offline cache loading vs wrong decoder type in v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different symptoms and subsystems: XLMRoberta Flash Attention 2 vs Sentence Transformers loading hang." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different model-specific tokenization failures." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different bugs and models: sam3 model-type mismatch vs memory overflow on sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated generation-state bug vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated: video position IDs vs documentation example breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft pair is reasonably supported by the titles: both point to the same AutoProcessor/vision-backend missing-dependency failure mode. The other verdicts are generally conservative and do not overclaim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:42371|issue:44263", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43329|issue:47059", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:46172|issue:46762", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "c5e5269570c417f7a1269611612ecda7c6ec551799a266cb4d26a9bfc7cdd74d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35737, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set. The only defensible soft merge is the import-regression umbrella; the Qwen3.5 save/load pairing is too speculative from the packet alone and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45278 is the broadest user-facing regression here: a post-upgrade import breakage affecting multiple symbols, which makes it the best umbrella issue for narrower missing-export reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue because it captures the widest concrete regression surface and can absorb related import failures without overgeneralizing unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Multimodal video-processing failure and a broken documentation example are different bug classes." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init regression and NaNs in classification heads are different code paths and symptoms." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Checkpoint saving for dequantized models and pipeline-parallel output corruption are distinct bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage is separate from the sentence-transformers import NameError." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load-time failures, but they involve different models, platforms, and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure and Phi-4 multimodal load failure are different serialization/load bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version support regression is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value bug are not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": true, + "reason": "Specific missing AutoImageProcessor export fits the broader post-upgrade import-regression umbrella." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and stale Sam3LiteText references in auto_mappings.py are different defects." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer-count discrepancy and tied-weights warning are different model-implementation bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Checkpoint save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs propagation are different loader defects." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token-counting bug and CLI completion attribute error are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug and loading sleng-bert are different issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug and zero assistant masks for multimodal inputs are separate tokenizer behaviors." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated algorithmic bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding and assistant-message tool-call crashes are different apply_chat_template/loader issues." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical issues, but they concern different models and attention implementations." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and tokenizer_class mismatch on save are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Generic tokenization drift and continue_final_message on mistral_common are too different to merge." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift and multimodal assistant_masks are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and position_ids buffer access are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 video model-type warning and missing fpn_position_embeddings attribute are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "GGUF loading issues and dequantized save failures are unrelated serialization/load paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and FP8 save_pretrained for moe are distinct issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "The packet only shows a save_pretrained checkpoint correctness report versus a from_pretrained load error; the causal link is speculative, so they should not be merged." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45216 vs issue:45478 is not clearly the same bug from the packet alone. They share Qwen3.5 and 5.4+ context, but one is a save_pretrained checkpoint correctness report and the other is a from_pretrained load error; the causal link is asserted rather than evidenced. The import-regression pairing (issue:41628 vs issue:45278) looks conservative, but the second accepted pair is not conservative enough for the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:42673|issue:45072", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "e30563e69009fc42ae731e6a5b25b20879278551fdf48bb71379dbad4eb1a88c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: it mixes unrelated import, tokenizer, multimodal, generation, packaging, and docs regressions. None of the soft-edge pairs looks like the same concrete bug/change, so all should stay separate. If an umbrella issue is needed, 45278 is the closest representative of the import-regression subset, but it is not a real canonical duplicate for the full set.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits the whole set; the items are too heterogeneous to represent one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest representative of the recurring import-regression complaints, but it still only covers a subset of this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and likely different regressions." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example-script classification output bug; the other is a Gemma 4 multimodal config/input issue." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both touch tokenization, but one is an offset_mapping bug and the other is a stale phonemizer backend state bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import failures from different packages and missing names." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and multi-label example classification are unrelated issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend install behavior and Python 3.14 load failures are different environment problems." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "These affect different generation/multimodal code paths and do not describe the same defect." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation mismatch versus Qwen3_5 image-triggered infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a docstring parameter mismatch; the other is import-time stdout logging from auto_docstring." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is invalid GenerationConfig and the other is a RoPE implementation discussion." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Global tokenization-space behavior changes and phonemizer backend persistence are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad post-upgrade import-error report are not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "A chat-completions API acceptance problem and a VL image-placeholder failure are different endpoints/use cases." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Version-check logic in transformers and a PyTorch version check in flex_attention are different compatibility bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/MoE-related, but they cover different versions and different from_pretrained failures." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "A tokenizer decoder-type regression and a Deepseek tokenizer correctness regression are different issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained saving wrong visual keys and from_pretrained loading errors are related only by model family, not by the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python-file errors and a docs typo are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in dataloader threads and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output and SigLIP2 implementation mismatch do not share the same underlying bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior in qwen3_omni_moe and an AuxRequest version check in flex_attention are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "An image-size mismatch in OmDet-Turbo and a broken documentation example for DIA are not duplicates." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are completely different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44466", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:28348|issue:46640", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:44263|issue:46762", + "issue:44995|issue:46697", + "issue:43673|issue:46328", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:39379|issue:43688", + "issue:43937|issue:45563", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:42222|issue:43441", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:44466|issue:46002", + "issue:39379|issue:46897" + ], + "prepared_review_unit_hash": "f3b93788332a92498b5eda63ff2849b5a3821e49046044e1c861b7e80ae2cf89", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, generation, attention backends, training, and model-specific regressions. None of the soft-similarity pairs look like the same underlying defect, so no duplicate merges are justified. No PRs were present; issue:43064 is the strongest standalone report to use as a representative issue because it is specific, reproducible, and scoped to one concrete failure mode.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43064 is the clearest canonical-style issue here: it describes one precise, high-impact bug (rank-skewed optimizer state/params under v5 + FSDP2 + PEFT + cpu_ram_efficient_loading=True) with a concrete reproduction setup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43064 is the best standalone issue to keep as a reference because the failure is narrowly defined, actionable, and tied to a specific training code path rather than a broad regression claim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different problems: unused SGD args vs. evaluate() failing after train(); same training area, but not the same bug or fix." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but they affect different models and different output objects; not the same code-path defect." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "AutoProcessor bug in missing-backend handling vs. repeated 429 retries during model file fetching; unrelated failure modes." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Feature extractor padding inefficiency is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is GPT2 FlashAttention 2 support, the other is a generic Flash Attention 2 issue; too broad and not clearly the same defect." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 encoder weight-loading bug vs. AutoProcessor kwargs forwarding; different subsystems and bug mechanics." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type issue in v5 is unrelated to a DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label classification bug vs. pipeline translation support/error-message issue; same general pipeline area only superficially." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipelines vs. a PyTorch version check bug in flex_attention; not the same change or bug." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for remote-code checkpoints vs. numerical differences in Minimax MSA attention; unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both tokenizer-related, but one is a loading regression and the other is wrong offset_mapping for a specific tokenizer." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3 dataloader threads vs. BPE marker handling in Ministral tokenizer; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerical drift." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash vs. image over-padding; different models and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs. padding inefficiency in SequenceFeatureExtractor; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing Qwen2_5_VL symbol vs. AutoProcessor retry behavior on HTTP 429; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Both involve v5 runtime behavior, but one is optimizer-state corruption during training and the other is generation cache handling; separate code paths." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling bug vs. auxiliary-loss normalization bug in OLMoE/GPT Oss; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig in GLM-5 vs. stale num_return_sequences warning in paged generate(); not the same issue." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version dependency bump vs. incorrect PyTorch version gate; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. Gemma4 causal-mask construction; both attention-related but not the same defect." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage vs. RTDetrLoss infeasible cost matrix; unrelated model families and bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model-specific FlashAttention/model-load failures; no shared underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling vs. flash_attention sink-less AttributeError; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights unexpected argument vs. PretrainedConfig type-checking regression; both v5-adjacent but distinct bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose breakage is unrelated to apply_chat_template crashing on empty input." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency vs. NaNs in classification heads; different symptoms and code paths." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask bug is not the same as Florence2's double-shift training-loss bug, even if both touch training logic." + } + ] + }, + "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": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:39401|issue:44779", + "issue:45071|issue:46512", + "issue:45071|issue:47059", + "issue:44704|issue:47110", + "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "6d05a58174983b2229bcdad075763a359b786d526f0649034f53737bddc3c7e3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidates mostly share broad themes like tokenization, import errors, or model loading, but they describe different concrete failures and code paths. No soft edge should be merged; the only clear duplicate signal is between the two identical Qwen3.5 MoE from_pretrained issues, which is not one of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the clearest representative of the set: it is a specific, versioned regression report with a concrete failure mode, and it has an exact duplicate in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the most actionable issue overall because it names a precise model, a reproducible from_pretrained failure, and a clear regression boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific generation/tokenization complaints, but one is a GLM-5 GenerationConfig validation error and the other is a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer correctness, but they are different models and different symptoms: offset_mapping vs general tokenization regression." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to dtype handling in from_config." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A config type-checking bug is unrelated to a CLI completion API breakage." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and special_tokens list handling are separate code paths and failure modes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration is not the same as a save_pretrained checkpoint regression." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing utility bug and a SequenceFeatureExtractor padding inefficiency are different issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched processor shapes are unrelated to the torchvision-missing crash when loading video models." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is not the same as a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache path collisions for trust_remote_code models are unrelated to repeated HTTP 429 retries in AutoProcessor." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime failure is unrelated to the testing_utils bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warning for sam3_* is unrelated to the MobileLLM key error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "These are both import errors, but they concern different missing symbols in different modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and noisy logging are different kinds of bugs." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose model loading and backend mapping validation are different subsystems and failures." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance is unrelated to an MLA layernorm precision/config issue." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 is unrelated to an unrecognized-model config.json error." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-behavior complaints, but one is a missing config epsilon and the other is a different attention implementation discrepancy." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size defaults are unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from image_utils is not the same as a broad import breakage after upgrade." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3Next projections is different from the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer stepping twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as a GLM-5 RoPE implementation discussion." + } + ] + }, + "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": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:44038|issue:44410", + "issue:38617|issue:42757" + ], + "prepared_review_unit_hash": "c3ed7a8fc8f5e7d0d0c3026f6b590db67f15cc21983909265d7cd081c6142c07", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36930, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "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 and import/runtime bugs; the shared signal is only that many are v5-era breakages. None of the soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43122 is the best representative of the broad v5 tokenizer-regression theme in this set; it is user-facing, version-specific, and more general than the narrower model- or import-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the strongest single issue to anchor the cluster because it captures the most general recurring symptom pattern here (behavior changes across 4.57.3 \u2192 5.0) and is closer to a cross-cutting regression than the narrower, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a wrong decoder-type report and the other is a broader tokenization-difference report; they are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "These are different training bugs in different models: xLSTM has multiple training blockers, while CohereASR reports a double-shift loss issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is about a removed config flag and the other is about unexpected keys/position IDs; different code paths and symptoms." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Completely unrelated: patchtsmixer post_init validation versus AutoProcessor retry behavior on HTTP 429s." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling in chunked prefill is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a loading weight-shape mismatch and the other is missing projections in a different architecture." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty-list apply_chat_template IndexError is a different failure mode from a streaming pipeline regression." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are unrelated problems." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to an MLA RMS norm epsilon precision mismatch." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is an API request acceptance failure and the other is a Qwen3.5 streaming inference bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support gaps." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return-value handling in an indexer is unrelated to a DeepSeek-v4 dtype/transpose bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is a different defect from the DeepSeek-v4 transpose issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "These are different Qwen3-VL issues: one is a weight-shape mismatch, the other a Qwen3-VL-Moe-specific bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve attention implementations, but one is a Ministral-3 FlashAttention failure and the other is degenerate training under flash_attention_3; not the same fix." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning on compile is unrelated to BLIP2 dtype fields remaining float32." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option is unrelated to gguf_file breaking from_pretrained loading." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision is unrelated to a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A video-model crash without torchvision is unrelated to a small testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline-cache tokenizers failing are different from repeated 429 retries under HF_ENDPOINT." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A sliding_window bug in Qwen3-MoE is unrelated to the testing_utils report." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are indexer/processor bugs, but one is missing an image-patch helper and the other concerns torch.split outputs; different underlying defects." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop image bug and a memory-overflow issue are distinct failure modes with no shared code-path evidence." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A None TOKENIZER_MAPPING_NAMES assumption and a physical-intelligence/fast loading failure are not the same underlying issue." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE diverging from the remote implementation is a broader model-parity issue, not the same as the DeepSeek-v4 comb transpose bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a missing config field silently dropped by @strict are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked-prefill cache missing in GenerationMixin and a partial-batch pipeline dropping results are unrelated pipeline behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe regressions and qwen3next missing projections are different model-specific failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "These are separate import errors from different modules: layer_type_validation versus is_offline_mode." + } + ] + }, + "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": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:47116" + ], + "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:46298|issue:46752", + "issue:43097|issue:43873", + "issue:43986|issue:44484", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380" + ], + "prepared_review_unit_hash": "1a33b2730e59c91a728b2db5bb4712f946f9271d98eebf3fabefae0c10ca68b9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37469, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues were grouped together here. Nearly every soft edge is a false positive; the only close pair is the SmolVLM video-processor duo, but they still describe different bugs rather than one shared fix.", + "confidence": 0.8, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and none of the issues forms a true duplicate hub for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46655 is the most concrete and specific bug report among the near-match candidates, but it is not a reliable duplicate representative for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is about a removed config flag and the other is a quantization round-trip bug; different underlying failures." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading crashes, but they stem from different missing dependencies and code paths (torchvision vs mistral_common)." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "One is an optimizer-state/rank bug in Trainer with FSDP2+PEFT, the other is Liger Kernel not applied with model_init; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different models and symptoms: xLSTM training bugs vs Florence2 training-loss double-shift." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is num_frames semantics; related, not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages; not one shared root cause." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error with AddedToken is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy log message is unrelated to an IndexError in apply_chat_template on empty input." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Both touch save/load or quantization-adjacent behavior, but one is about a removed embedding-tie config and the other is offloading with quantization." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision import failure is unrelated to a save_pretrained shard-size question." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning for bfloat16 compilation is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to an image-text-to-text pipeline failure." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek-related symptoms: a tensor operation bug vs an accuracy regression after upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only incorrectly allowing API calls is unrelated to a missing embed_tokens.weight in UMT5Encoder." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations crash are separate issues in different subsystems." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train() is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to an invalid BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to a pipeline streaming regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure and Qwen3_5 infinite-loop behavior are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure is unrelated to pipeline object save_pretrained support." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy class cleanup and noisy logging are unrelated maintenance issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 precision warning is unrelated to Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings on different configs: bfloat16 compile precision vs tie_word_embeddings guidance." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing embedding weight in UMT5Encoder is unrelated to max_shard_size defaults." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to a streaming regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Missing Flash Attention 2 support for a model is unrelated to a Python version compatibility problem." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM small-model training bugs are unrelated to Bamba SDPA compile failures." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect v5 pipeline error message is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for Nemotron and GPT2 attention scaling in SDPA/FlashAttention are different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43208|issue:43526", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475" + ], + "prepared_review_unit_hash": "dad6ee61b8f8d3729e2962db7ba1856b1628712204c919d9a0d8f6690716a035", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36399, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs mostly share broad keywords (v5, import error, attention, MoE, save/load) but do not describe the same concrete bug or code path. I\u2019d reject all soft edges; the set is heterogeneous, so there is no good canonical issue/PR for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is KV-cache continuation indexing in serve while the other is streaming pipeline behavior; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: removed tie_embeddings_and_encoder_decoder behavior vs a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to an import/Trainer dependency issue." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention, but one is GPT2 scaling being ignored and the other is register() changing callback behavior; not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to Trainer import failure." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8, but one is save_pretrained failing and the other is from_pretrained loading failing; different code paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to huggingface_hub CLI completion breakage." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/packages and likely different fixes." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug is unrelated to zero-loss sequence classification behavior." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size omission and Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging backend selection and Trainer import dependency conflict are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about bfloat16 precision is not the same as compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is a chat-completions request rejection, the other is a processor crash on batched input; different failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation discussion are not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions assignment regression is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing exports from different modules; same symptom class, but not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Gemma4 bidirectional attention masking are separate model behaviors." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but hidden_states being None is a different output-path problem than attentions not being assigned." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe/FP8, but one is a general bug report and the other is FP8 inference support; not one concrete change." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different save paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different model-loading failures with no evidence of the same root cause." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import dependency issues are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix load regression and Pipeline save_pretrained are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation is unrelated to bidirectional attention masking." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size and SAM3 vision output missing fpn_position_embeddings 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": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964" + ], + "prepared_review_unit_hash": "8ed356231f1bb6b3c0aaef7b9277d55b92b1dbe957d72245dd3b179dada32612", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These pairs are mostly superficial matches: similar words around loading, saving, configs, imports, or testing, but the underlying bugs and code paths differ. No pull requests are present. The cluster is too heterogeneous to have a strong canonical issue.", + "confidence": 0.82, + "canonical_issue_reason": "No single issue is a clean duplicate anchor; the set mixes unrelated import, config, save/load, training, and test failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43867 is the broadest loading-related report and the closest thing to an umbrella, but it still does not represent the whole cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors vs import-time docstring lint stdout noise; unrelated failures." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained failure vs quantized-model roundtrip breakage; different mechanisms." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility issue vs a separate Python 3.14 import/load failure." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attribute vs optimizer argument handling; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting load error vs incorrect save_pretrained checkpoint contents; load vs save regressions." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure vs cli/huggingface_hub attribute error; different code paths." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing Gemma config field vs special_tokens type error; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Attention-mask construction vs stale config.dtype after from_config; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment bug vs Qwen3.5 checkpoint save regression; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes on different model families; not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate mask bug vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state bug vs a cache-strategy typo; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad concern vs broad import errors after version bump; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing weight during load vs Qwen3.5 from_pretrained error; different model-specific issues." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer args ignored vs importing Trainer blocked by datasets; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Load failure on sorted state_dict vs Gemma pipeline roundtrip issue; different bugs." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL box output error vs RTDetrLoss infeasible cost matrix; different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Decoder attention mask bug vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Generic compiled-file import errors vs a Python 3.13 torch.jit parsing/IndentationError; different root causes." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tp loading OOM; same broad area but not the same concrete defect." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache no_grad proposal vs vague model breakage after 5.0; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance regression vs intermittent slow import report; too broad and not the same fix." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load-order state_dict issue vs missing config field silently dropped; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing test seeding vs xdist race on captured_info.txt; different testing problems." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP output field assignment vs optimizer argument usage; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad vs Python-version compatibility; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state_dict loading bug vs incorrect visual-encoder save key mapping; related theme but different concrete issue." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing weight vs Qwen3.5 from_pretrained error; unrelated model-specific bugs." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency error vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions missing vs CLIPTextModel structural inconsistency; related family, but different code-path changes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepSeekV3 implementation divergence; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding issue vs inability to load a specific model in latest transformers; 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": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:43827|issue:44961", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44315|issue:44360", + "issue:43352|issue:44961", + "issue:44351|issue:46617" + ], + "prepared_review_unit_hash": "f5f2c68cdba68f69af73246da21a8a04964df717697015fdfa8fa51c195f0932", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39009, + "estimated_input_tokens": 9753, + "estimated_eval_tokens": 19762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically broad but not duplicate-heavy: most items are distinct v5 regressions, import errors, or model-specific bugs that only look similar by wording. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the apparent cluster theme (general v5 breakage), so it is the least-bad canonical issue, though the cluster is still too heterogeneous to be a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best representative of the shared high-level theme of \"v5 breaks many things,\" but it is still too generic to serve as evidence of duplication with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bugs: network access despite local_files_only vs AddedToken constructor argument collision." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures in different model areas; one is seed setup, the other stale device override." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change and video num_frames semantics are unrelated code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe handling is not the same as missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serve KV-cache indexing crash vs trust_remote_code cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both concern loading after v5, but one is AutoTokenizer loading and the other is checkpoint reload/version compatibility; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated: offline-loading network request leak vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different subsystems: missing image-processor method vs cache loading file-not-found." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Generic v5 breakage complaint vs special_tokens list/dict type error; not the same concrete issue." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Model import error and trust_remote_code cache file error are distinct problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated changes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage and AttentionInterface.register behavior change affect different APIs." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but missing _tp_plan and from_pretrained error are not enough to prove the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM and v4.57-to-v5.2/v5.3 reload failure are different regressions." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-reporting issue and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a performance regression report are not the same issue." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing and a missing config field are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion about model.forward inputs." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and Chinese performance slowdown after upgrade are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Offline loading/network request bug and performance slowdown are not the same concrete code-path problem." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local_files_only network leakage and FP8 save_pretrained moe behavior are different issues." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision/video-related, but one is num_frames semantics and the other is missing vision backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "No_grad decoration for cache updates is unrelated to sync_gpus generation kwargs handling." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting after failed training and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and generic checkpoint reload regression are different concrete failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generation UnboundLocalError and forward-doc confusion are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different model-specific issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file error and PretrainedConfig type checking breakage are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import problem and transformers env CLI breakage are different dependency/feature failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command and config type-checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "transformers env CLI breakage is not the same as the huggingface_hub completion attribute failure." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and layer_type_validation import error are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Performance slowdown report and Gemma-4 audio positional encoding bug are different problems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command failure and Qwen2_5_VL import error are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and upgrade slowdown report are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation and performance slowdown are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error and trust_remote_code cache FileNotFoundError are distinct import/loading 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": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46218", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:43525|issue:47110", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:47176", + "issue:43576|issue:44908", + "issue:43352|issue:44393" + ], + "prepared_review_unit_hash": "9c1d669fcfaef83b675d77bc90af074b7c20548820819c68466b59ff42564599", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions, model-specific config/import failures, and a few performance/lazy-loading complaints. None of the soft pairs look like clear duplicates of the same concrete bug, so I would not merge any of them. The broadest representative issue is the generic v5 breakage report.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the common \"v5 breaks many models\" theme, even though the rest of the cluster is too mixed to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative cluster anchor because it is the least model-specific and best summarizes the shared regression theme across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs. a documentation/behavior mismatch for return_all_scores; different code paths and symptoms." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Vision missing attribute vs. trust_remote_code cache FileNotFoundError; unrelated failures." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Dropped kwargs in RoFormer methods vs. attention implementation not using the attention interface; related area but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Import errors for different symbols: AutoImageProcessor vs. PreTrainedModel." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained/moe serialization bug vs. FP8 inference support request; different operations." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing deepstack_visual_indexes field vs. special_tokens keys error; different attributes and failure modes." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs. special_tokens list/keys issue; not the same underlying bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs. FP8 inference failure on B200; unrelated areas." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "state_dict sorted loading error vs. special_tokens keys error; different load-time problems." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion vs. video processor num_frames semantics; unrelated model components." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5-35B chat crash vs. broad v5 breakage report; the latter is just an umbrella symptom, not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked_prefill cache missing vs. a typo in cache strategies; different issues." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files vs. an empty generic bug report; no concrete shared failure." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs. tensorboard/TensorFlow backend error; unrelated topics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs. missing _tp_plan for tensor parallelism; different model subsystems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import issue vs. unsafe sys.modules access; same broad area, but not clearly the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion vs. video num_frames semantics; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance issue vs. GenerationMixin cache missing in chunked_prefill; different problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination vs. PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command vs. checkpoint reload incompatibility after v5 upgrade; both v5-related, but not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box output problem vs. infinite loop on a specific image; different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config pad_token_id regression vs. generic \"v5 breaks many models\" umbrella issue; not a duplicate." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models vs. DeepSeek weight conversion script question; different feature areas." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs. generic v5 breakage report; one specific config bug, one umbrella complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Reloading v4.57 checkpoints after v5.2/v5.3 upgrade vs. InternVL2 remote-code meta-init incompatibility; both compatibility issues, but different concrete bugs." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache strategy typo vs. broad v5 regression summary; not the same issue." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage report vs. CLI test failure from huggingface_hub API change; unrelated subsystem." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings guidance vs. cache strategies typo; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker model-type warning vs. Liger Kernel with model_init; different code paths." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * performance/cleanup issue vs. cannot import Qwen3_5ForCausalLM module; related to imports in general, but not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown report vs. lazy loading malfunction; plausibly related, but not enough evidence to treat as the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM-HQ tests vs. inverse_sqrt scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken transformers env command vs. shell command allowlist bypass security issue; completely different." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs. scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 support gap vs. Qwen3-VL bounding-box hallucination; different models and 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": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:43519|issue:44908", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066" + ], + "prepared_review_unit_hash": "ca9bcfeb5d6006f3596648e4e737fd0aa7799aaa9b706755664b8c0550e530f0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40694, + "estimated_input_tokens": 10174, + "estimated_eval_tokens": 20604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly unrelated bugs, regressions, and feature requests with only loose theme overlap around Transformers v5 behavior changes. No soft pair looks like the same concrete underlying bug/change, so none are accepted.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43976 is the most concrete and self-contained regression here, but the overall set does not form a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43976 is the best representative issue because it is specific, actionable, and clearly user-facing, though it should not be treated as a duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Different bugs: position_ids buffer access error vs a generic placeholder bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "cached_file kwargs passthrough and inverse_sqrt scheduler kwargs are separate problems." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance cleanup is unrelated to the HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup and a testing_utils bug do not share the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version regression is not the same as a missing Qwen3_5 import." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to tied-weight key attribute handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version support and shell-operator allowlist bypass are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to command-substitution bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "These are different model/component bugs with no shared code-path evidence." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading failure are separate issues." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL and video padding are different processor bugs." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in model_init is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not identify the same issue as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation and tar-slip/zip-slip RCE are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation and RoPE implementation are different bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weight-key crashes affect different save/load paths." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility and archive extraction RCE are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are separate bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env CLI and Qwen3_5 import failure are different issues." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance work and VRAM leak across dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation wording and Llama 3.2 model loading regression are not the same defect." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage complaint is unrelated to tar-slip/zip-slip RCE." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad v5 breakage complaint is unrelated to shell-operator allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation and Gemma-4 audio positional encoding are different model internals." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded use and RoPE implementation are unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Import failure for Qwen3_5ForCausalLM is unrelated to archive extraction RCE." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and a comb.to(...).transpose bug are different DeepSeek-V4 issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and multithreaded VRAM leak are different problems." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage and a Qwen3_5 import error are not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing processor.save_pretrained files are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio positional encoding do not match." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are not the same change." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and VRAM leakage across threads are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH and Qwen3_5 import failure are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import failures: HybridCache missing vs Qwen3_5ForCausalLM import error." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weight key handling and special_tokens list-vs-dict error are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but one is broad behavioral change and the other is a specific decoder-type bug; not enough evidence of one underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:47059", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "679bc3515a7f5474546199e6e271904ef968d53d5501ac053c57e4e769aee608", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 31, + "item_count": 31, + "soft_pair_count": 29, + "serialized_chars": 26074, + "estimated_input_tokens": 6519, + "estimated_eval_tokens": 13294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues. The only plausible duplicate-style overlap is around Flash Attention 2.0 support requests, where one issue is the generic feature request and another is the GPT-2-specific request.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45250 is the broadest and most representative item in the only clear thematic mini-cluster (Flash Attention 2.0 support).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the best global representative because it is the most general, concise feature request and most likely to subsume nearby FA2 support asks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: tied-weight-key handling vs CLI completion regression from huggingface_hub." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": true, + "reason": "Both are about Flash Attention 2.0 support; one is the generic request and the other is the GPT-2-specific case." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Completely unrelated topics: dummy/non-technical issue vs shell operator command-substitution bypass." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated topics: dummy/non-technical issue vs allowlist bypass in shell operators." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategy wording is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "General version-regression complaint is not the same underlying issue as the unrelated 'Unemployment' item." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different bugs: AttributeError in tied-weight key lookup vs chat template crash on tool-call messages." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading is unrelated to the ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different model families and likely different code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() mask initialization bug is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance is unrelated to tensor parallel training failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow finalization on failure is unrelated to slow from_pretrained loading." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed and forward-doc confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen variants, but one is FP8 inference support and the other is a from_pretrained compatibility error." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to Qwen FP8 support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Weight init behavior in Mamba models is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT type-hint issue is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value usage in a model is not the same bug as kwargs not being passed to loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation details." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different areas and failures: Mask2Former loss behavior vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss behavior is unrelated to the quantization-operation typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config typing and a quantization typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation is unrelated to a config type-hint issue." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama norm implementation question is unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage is unrelated to ModernBERT config typing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:28348 \u2194 issue:45250, is well supported by the shared Flash Attention 2.0 support theme. The rejected pairs are framed narrowly and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "7c077edf95137d613e2934c7ce66de41572dabe359024e0324c5227e42fb42f3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated: a token truncation option request, a ReduceLROnPlateau-style training utility request, and Wav2Vec2 word-boundary timing offsets. No soft pair should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 11307 is the most active and concretely scoped thread in the cluster, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "11307 is the strongest standalone issue to keep as the representative artifact because it has the highest discussion activity and a clear, specific feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and user needs: truncation strategy control vs Wav2Vec2 word offset extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: token truncation behavior versus ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "These are separate requests in different parts of the library; they do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "70f4aeac109323a7fcb69cad8a60219b836692f6f03621bf4263696ce96cb747", + "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 true duplicates: one is about Tapas tokenization parity, one about private-model download/auth error messaging, and one about a generic model load failure for bert-base-uncased. They are only loosely similar at the high level of \"model-related errors.\"", + "confidence": 0.87, + "canonical_issue_reason": "issue:16618 is the broadest and most central model-loading complaint among the three, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 has the clearest user-facing symptom and is the most general of the three; the others are narrower and concern different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization parity is a different subsystem and problem than a failure to load bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model auth/download error messaging is a different bug from a generic model loading 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": 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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "a21059f3d79043dcdf49219763b3cd12d960f7f8807454b4eb53a2d51277dd2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They are not the same underlying request, so the soft duplicate edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the more active and established tracker, but it is still distinct from #33260 rather than a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different feature requests targeting different architectures/code paths; they do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "a6f66679332ac7d00541d4565d3747a299bea2c46f8b9ea12558e0ce536c707f", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a mixed i18n translation cluster rather than one duplicate set: Turkish, Spanish, and Romanian requests are distinct. The only likely true duplicates are the identical generic-placeholder issues and the exact same Thai-titled pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43834 is the best anchor for the duplicate subgroup because it is the earliest of the identical generic-template issues and has the cleanest placeholder title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue representative among the accepted duplicates; it is earliest and most generic, so it best anchors the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-targeted translation requests; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic placeholder issue; no evidence they are the same request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish translation request versus a generic template issue; not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian); these are separate requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish); separate translation tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian); separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; not enough to call them duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; separate issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; not the same request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no concrete evidence of the same translation request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence of the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body pattern; likely the same duplicate translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and near-identical body pattern; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles differ materially; too little evidence they are the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Titles differ materially; not enough evidence for duplication." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different visible request text; cannot safely merge as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and almost identical body; likely duplicate issues." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no clear evidence they describe the same request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no clear evidence they describe the same request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different visible request text; not enough to treat as the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence of duplication." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different visible request text; not the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and matching body size; strong duplicate signal." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no evidence they are the same request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no evidence they are the same request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: the Turkish/Spanish/Romanian issues are clearly separate by title, the three placeholder issues form a plausible duplicate subgroup, and the two Thai issues are an exact-match duplicate pair. The soft-edge verdicts are conservative overall, with no overreach beyond what the titles, timestamps, and similarity signals support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "cd94168bdda9ac613f08b8b731def9e935fa5e805ae0617aa65c7f47242fe538", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated model-addition requests across different architectures and modalities; none of the soft links look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are only superficially similar as \"add model\" requests, but each targets a different model, task, or feature.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for deduping; the cluster is too heterogeneous to treat one request as canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: similar naming, but different models and likely different implementations." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matching request vs MiniCPM3 architecture request; different domains and code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition vs DEIMv2 model request; separate model families." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work vs Qwen3-TTS support; different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config entry vs RF-DETR model addition; unrelated models." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config entry vs XiaoMi MiMo request; different model families." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different vision models; not the same concrete change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detector request vs LFM2.5 Audio support; different modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition vs OpenAI weight-sparse transformer request; unrelated code paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model request vs Qwen3-ASR support; different tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision model request vs Qwen3-TTS support; different tasks and implementations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT language-model request vs Qwen3-ASR audio support; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT model addition vs weight-sparse transformer request; different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; different model families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detector request vs NeoBERT language model request; different underlying work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; both are model requests, but not the same model or code path." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs weight-sparse transformer; different model families and change types." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; distinct model families/modalities." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS support; different model families and tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS support; unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT vs XiaoMi MiMo; unrelated model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE feature request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT model addition vs generic BERT-like-with-RoPE support; related broad area, but not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support vs XiaoMi MiMo; different targets." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support vs unrelated person-named issue; no overlap in underlying change." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families and modalities." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo vs Qwen3-TTS; different tasks and implementations." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo vs DeepSeek-OCR2; different model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo vs unrelated person-named issue; no duplicate signal." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR: same model family, but different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral TTS support; both audio-related, but different model-specific integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS vs weight-sparse transformer; different kinds of changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio; both audio-related, but not the same model or code change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE; different model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS support; different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; both audio, but different concrete integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modalities and implementations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2; both vision-language oriented, but distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT vs unrelated person-named issue; no shared underlying change." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs unrelated person-named issue; no duplicate relationship." + } + ] + }, + "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": 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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "6fae13a3e67c51aa4233a10dd3a91fcae4f7fee398c621a25f5320580c809540", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, the other is a Vision RoPE refactor. They should not be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the topics, scope, and affected area are different (documentation/vendor listing vs. vision model internals).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical for the other because they describe distinct work with no shared code path or target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and work types; one is a docs addition request, the other is a technical refactor in vision RoPE. No indication they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "92b0ee05868a471d8f0dc92e4ae3640706388a1c4030eeecab8aeaf541428b03", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests set block decoding, while the other requests DeepSeek v3.2 support. They concern different features and no shared targets or filenames are present.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43037 is the more specific, user-facing feature request, so it is the better canonical anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43037 is the clearest standalone issue in the cluster, but it is not a duplicate of issue:41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles describe different underlying requests: decoding behavior vs model/version support. There is no evidence they refer to the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "01f47978f788c5cc5a079f4fcd65ff8ae196d0c49439a6372e6a5fa4322a5a43", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other is a broader request to integrate TiledMLP for lower memory usage.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly-scoped bug/feature request centered on a specific API flag and code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative because it is specific, actionable, and tied to a concrete `from_pretrained()` behavior; 41826 is a separate architectural feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests and code paths: FLCE flag support in `from_pretrained()` versus integrating TiledMLP for memory reduction. They share a general model-optimization theme only." + } + ] + }, + "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": 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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "b597fd12977205bb37b163c0d820304701b73c94680d36d2f041eb4a196c19db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related thematically around Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the cleaner, more concrete Trainer behavior request and is the better representative of the cluster\u2019s theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 has the clearest actionable scope and code-path target (`remove_unused_column` in `Trainer`), making it the best issue to keep as the representative ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one concerns unused-column removal/customizability while the other concerns FLOPS counting. Different functionality, different code paths, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "f47ecdabb8e86ab63c3369eca57e28a7bc708b2cb343fa5c16a93b247781b71e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They touch different model families and different auto-class entrypoints.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative of the cluster\u2019s general theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the more general and reusable issue title, so it is the best single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue #43684: Add Qwen3-Omni model registration to AutoModel and AutoModelForConditionalGeneration classes", + "right": "issue #44405: Add AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They affect different configs and different auto-model paths." + } + ] + }, + "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": 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-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": "0b0a687f4733f62c3b06d3729b7fda38046f8c75acee0f77bb879906b57fd4f1", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-signal, likely noisy/duplicate issue submissions with very little content. The three \"huggingface\" issues are textually similar, but there isn\u2019t enough concrete bug detail to confidently merge them as the same underlying report; the lone \"Fett\" issue looks unrelated.", + "confidence": 0.43, + "canonical_issue_reason": "Issue #43845 is the earliest of the near-identical \"huggingface\" submissions and is the most reasonable representative if this cluster must be collapsed, but the evidence is extremely thin.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the best issue candidate only by position and title similarity; however, it lacks enough description to be a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles are unrelated at face value ('Fett' vs 'huggingface'); no body or target evidence ties them to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No meaningful evidence that 'Fett' and 'huggingface' report the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence to connect 'Fett' with the 'huggingface' issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These are highly similar, but the available metadata is too sparse to confirm they are the same underlying issue rather than separate noisy reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title family, but no concrete description, targets, or references to prove a true duplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical titles alone are not enough here; the reports contain no substantive details to verify 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": 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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "6d5397049d0816d14f20be92cf2a762abb7460fbec31001c95417028468c272b", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-signal, likely unrelated spam/placeholder issues with no concrete bug reports or shared technical context. The only near-match is the identical pair (44572/44573), but the rest are clearly different topics, so I reject all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44572 is the best representative of the only exact duplicate-looking pair ( / ), with no extra metadata to distinguish it from 44573.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44572 is the strongest cluster anchor because it is an exact duplicate-style placeholder and has the cleanest generic title among the spam entries; still, it is not a meaningful canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders with no evidence of the same underlying issue beyond superficial similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders with no evidence of the same underlying issue beyond superficial similarity." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": " and a documentation enhancement request are not the same bug/change." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": " and a community benchmark tip are unrelated topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": " and \"Check out \\\"Google LLC\\\"\" are unrelated spam-like titles, not a shared concrete issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "These are identical spam placeholders, but there is no underlying bug/change to merge; they are just duplicate junk reports." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a community benchmark tip do not describe the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a different spam-like title are not enough to establish one concrete shared issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a community benchmark tip do not describe the same underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a different spam-like title are not enough to establish one 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": 14, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "2c2e8e53055378c7f95a1c2daa18dccb0afa95b1f7b78089051b18787bfec8df", + "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 issues appear to be duplicates of the same energy-efficiency proposal, with identical titles and very similar bodies. Issue #45145 is the better canonical/best issue due to earlier creation and an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 was created first and already has an inbound reference, making it the better canonical thread for this duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the clearest representative of the issue because it appears first and has slightly more discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and near-identical body size/content strongly indicate the same underlying issue; this looks like a duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the issues have identical titles, similar body lengths, and a soft-similarity signal, so treating them as likely duplicates is conservative enough. The canonical-choice rationale is also supported by the earlier creation time and the inbound reference on #45145." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-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": 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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "63b2e0e89f1247d059a3c2e8c29a79f138a44664415e102045d05773e1f24838", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are closed issues with only person-name/date titles and no body, links, or shared technical context. They do not appear to describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: neither issue contains a problem description, repro, or technical content to anchor deduplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative because both look like empty/non-technical placeholder or spam-like submissions rather than actionable bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only superficial similarity in the title pattern; the names and dates differ and there is no shared underlying issue content." + } + ] + }, + "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": 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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "a1070429a373a5abf30c99aa168edfa8624fca7782d96a80013d43c589813319", + "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": "Both items are empty-content issues with unrelated person/date titles; there is no evidence they describe the same bug or change, so this looks like unrelated noise rather than duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a meaningful canonical duplicate target here; both lack description/context and appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and dates, and there is no body, linkage, or shared technical context to indicate 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": 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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "d1a458c59e76ef8e95d905c04768b6a5a0d3e1f5ade6907c507a8368fe24bf0a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated issues: one requests a Qwen3_5 token-classification model class, while the other requests FP8 training support. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests are about different features and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for this cluster, since the items are not duplicates and do not describe the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: the titles and descriptions point to different enhancements (model architecture support vs FP8 training), with no shared code-path or 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": 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-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": "d0426d9749a5400af494ca52cfa81e29db88933ba9c799568c4ea02bbc9c54fc", + "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": "This cluster contains two true duplicate pairs, not one unified duplicate set: 45870/45871 are exact duplicates, and 45872/45873 are exact duplicates. 45869 is only thematically related (financial data) but is a different dataset/sample announcement.", + "confidence": 0.94, + "canonical_issue_reason": "45872 is the strongest single anchor for the cluster because it is the more detailed DataForge feature request and has an exact duplicate (45873); the other items are either a separate exact-duplicate example issue (45870/45871) or a different dataset announcement (45869).", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best representative overall: it is concrete, detailed, and clearly duplicated by 45873, while the remaining items are either a separate duplicate pair or only loosely related by topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same financial-data theme, but one is a dataset/sample announcement and the other is an example writeup; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related topic only; different artifact type and intent, so not duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and same example request; these look like direct duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and finance, but one is an example prediction issue and the other is a scraping-service feature request; different underlying requests." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Distinct feature/request scope despite shared finance/DataForge wording; not the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: example prediction versus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request; only broad topical overlap." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and same feature request; these are direct duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: 45870/45871 and 45872/45873 are the only strong duplicate pairs supported by identical titles and matching body lengths, while 45869 is only loosely related by topic. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "e45b76cd369843a10d6401fe0fa37ba50df9273b1823b1b715d33f59f7d6f1f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look thematically related around static cache and linear-attention failures, but the packet only provides title-level similarity and a soft-similarity signal. With no shared targets, filenames, or body evidence tying them to the same root cause, it is safer to treat them as possibly related but not the same bug.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 46439 is the better canonical candidate because it states a broader, more diagnostic failure mode (`early_initialization` corrupting linear-attention layers) rather than a single downstream symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best overall issue since it is more general and descriptive, but only as the likelier organizing issue rather than a confirmed duplicate root-cause match for 46441.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject as a duplicate link: the evidence is limited to title similarity/soft_similarity, with no shared targets, filenames, or body excerpts showing the same underlying bug. They may be related, but not enough to treat 46441 as clearly the same issue as 46439." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is a bit too confident for the evidence in the packet. We only have title-level similarity plus a `soft_similarity` signal; there are no shared targets, filenames, or body excerpts tying the two issues to the same root cause. It is reasonable to say they may be related, but not enough to state that they definitely describe the same underlying bug or that 46439 likely covers 46441 as a manifestation of it. The conservative call is to keep the soft-edge verdict as uncertain/reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "bda5d5cce48fec05644faf9b49ddb8cc4699b9039d94030881955366b1ac79c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are duplicates: they have the exact same title, likely the same body, and the same Wav2Vec2CTCTokenizer v5 special-token leak description.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46552 is the better canonical issue because it is open and already has inbound references, making it the more active tracking thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46552 is the best issue to anchor the cluster since it is the active duplicate target and has existing discussion activity/references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and underlying bug report; they describe the same tokenizer special-token regression and are clearly duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster call is well grounded: both issues have the same title, identical body length, and the packet marks their pair as soft-similar with Jaccard 1.0. Choosing issue 46552 as canonical is also conservative and supported by its open state plus inbound references. The only slightly inferential part is that the bodies are the same, but the overall duplicate judgment remains appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "1de31a4f4f7ae85d399637a7663b8e3f846cb8cb954a67aee14180f5fe49f6de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both mention training failures in object detection, but they describe different symptoms: a tensor size mismatch versus out-of-memory after several epochs. They do not look like the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the more concrete and actionable report, with a specific tensor size mismatch error; it is a better representative of the cluster than the more general OOM report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best single issue here because it states a clear failure mode and is easier to triage to a specific code-path than the broad memory-growth symptom in 46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Both are about training object detection models, but one is a tensor-shape mismatch and the other is an OOM that appears after some epochs. Those are distinct failure modes and not plausibly 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": 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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "a3856c2ec5d785fe429e52b80396019910d24401203b1ec876d6c5f2c8af2c99", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated issues: one about ZeRO-3/zero.Init failing to partition a composite submodule and causing OOM during multi-GPU load, the other about 4-bit auto device mapping incorrectly sending modules to CPU despite sufficient memory. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46822 is the clearer representative of the cluster because it is a concrete ZeRO-3 partitioning/initialization bug with a specific model component and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the better standalone issue candidate because it has a precise, reproducible code-path symptom and is more narrowly scoped than the 4-bit dispatch report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs in different loading paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. They do not appear to share the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-46906-15", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47102|issue:47120", + "issue:47120|issue:47227", + "issue:47053|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47227", + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47227|issue:47256", + "issue:47102|issue:47227", + "issue:47037|issue:47227", + "issue:47102|issue:47256", + "issue:47091|issue:47256" + ], + "prepared_review_unit_hash": "09e797da561a54bc0ec5ecadb2314d226ce99249b91ecbe188817aeb1f4d05db", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25653, + "estimated_input_tokens": 6414, + "estimated_eval_tokens": 13084 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25653, + "estimated_input_tokens": 6414, + "estimated_eval_tokens": 13084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are dated \"[serge] integration failure triage\" issues that share a template but appear to be separate day-by-day triage tickets, not duplicates of one underlying bug. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47120 is the most central triage ticket in this set, with the most inbound references and the most discussion activity, so it best represents the cluster if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47256 is the current open ticket and the latest in the sequence, making it the best live issue to keep as the active triage thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Different daily triage dates; same template, but no evidence they track the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Separate triage days with only title/template similarity; likely distinct integration runs." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Date-specific triage tickets, not the same bug report." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Looks like the next day's triage issue, not a duplicate of the same failure." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same series of daily triage issues, but for different dates and likely different failures." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same recurring triage template, but separate daily incidents." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different date-stamped triage issues; no shared concrete bug evidence." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "These appear to be distinct daily integration triage threads." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "No indication of one underlying defect; just similar triage formatting." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different day triage tickets, likely separate integration failures." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same broad topic, but not the same concrete failure." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Template similarity only; the issues are dated separately." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Adjacent daily triage issues, but no evidence of duplicate underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different dates and likely different integration runs; reject as duplicate." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring triage series, not one merged bug." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Daily triage issues for different dates; no concrete same-bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "These are separate dated triage tickets, not the same incident." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem and template, but not the same underlying failure." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "No sign of a single fixable bug across these two daily triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage threads with no shared concrete code-path." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "These look like consecutive daily reports, not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same triage template only; likely separate integration failures." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different dates and no specific bug overlap shown." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Recurring daily triage issues, not one duplicate bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Separate day triage issues; same broad topic does not imply duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "No evidence these describe the same concrete failure." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Different triage dates, likely different integration breakages." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Template similarity only; not enough to merge as duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47227", + "accept": false, + "reason": "Different daily triage tickets, not the same bug/change." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Adjacent dated triage issues, but no shared concrete failure." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring triage series, but separate incidents." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No evidence of a single underlying bug across the two dates." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Daily triage tickets with similar wording, but distinct reports." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same broad integration-failure theme only; not a duplicate." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Separate date-specific triage issues, not one bug report." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Different daily triage threads with no concrete shared fix target." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "These appear to be consecutive daily triage issues, not duplicates." + }, + { + "left": "issue:47091", + "right": "issue:47256", + "accept": false, + "reason": "Same template and subsystem, but different day/incident." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "No indication they refer to the same underlying integration failure." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Distinct dated triage tickets; reject as duplicate." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "Same recurring triage naming, but separate incidents." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Current vs prior daily triage issue; not the same bug." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Different daily integration triage issues, not the same concrete problem." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Same series of triage tickets, but for different dates." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "No evidence they are duplicates beyond the shared template." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Separate dated triage reports; not one underlying defect." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Different day triage issues with only title similarity." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Latest daily triage ticket and prior one; same pattern, different incident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "9a06378bd73211138f1edbb735ce344844ad67dbadebe16a951aa5c5f253f119", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issues with the same title and highly similar content, so they are duplicates for the same RWKV7 support request. The issue with discussion activity is the better canonical thread.", + "confidence": 0.98, + "canonical_issue_reason": "issue #46984 is the better canonical issue because it has the same request but more discussion activity, making it the likelier hub for consolidation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46984 is the best issue representative since it appears to have attracted more conversation while describing the same feature request as #46983.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and very similar issue content indicate the same underlying feature request; this is a straightforward duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: both issues are closed, share the exact title, and have strong soft-similarity evidence; using #46984 as the canonical thread because it has more discussion activity is conservative and supported. No overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "34c503a215d3f9f7ccfdcf4dee72fa1335196a80696874401ab5926702989756", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, change, or actionable task, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47015 is the broader, more general framing of the topic and is the better representative if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the most general and concise statement of the shared theme, so it is the better cluster anchor despite not being a true duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Similar subject matter only; the titles and bodies suggest separate AI/vulnerability-discovery discussion pieces rather than 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": 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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "e3e6fef83574ab9dc81dcc1974df5a0768ba7ba15e351d2ab5a647fd7610401a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be duplicates of the same chat-route bug under a /v1 base_url. They have identical titles and matching body lengths, and 47139 has inbound references, so it is the better canonical thread.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47139 is the better canonical issue because it has the same title as 47138, matching body length, and already has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47139 is the best issue candidate because it looks like the more established duplicate thread and is already referenced by others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Identical titles and matching body length strongly suggest the same underlying bug report; 47139 is the better anchor because it has inbound references." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The deduplication choice is grounded: the issues have identical titles, identical body lengths, and 47139 has inbound references. However, the soft-edge verdict overstates the evidence by claiming the pair has the \"same body content\"; the packet does not include body text, only length. Please keep the duplicate rationale more conservative (e.g., identical title and strong soft-similarity, with 47139 as the better canonical thread due to inbound references)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-68", + "nodes": [ + "pull_request:44517", + "pull_request:46174", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46780", + "pull_request:46834", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47212", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47232", + "pull_request:47234", + "pull_request:47239", + "pull_request:47241", + "pull_request:47243", + "pull_request:47255" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47072|pull_request:47089", + "pull_request:47202|pull_request:47204", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47072|pull_request:47229", + "pull_request:47108|pull_request:47202", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47234|pull_request:47241", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", + "pull_request:46912|pull_request:47179", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:46395|pull_request:47181", + "pull_request:46376|pull_request:47202", + "pull_request:47003|pull_request:47204", + "pull_request:47069|pull_request:47089", + "pull_request:47202|pull_request:47241", + "pull_request:46196|pull_request:46995", + "pull_request:47078|pull_request:47239", + "pull_request:47239|pull_request:47255", + "pull_request:46376|pull_request:46995", + "pull_request:46912|pull_request:47173", + "pull_request:47089|pull_request:47113", + "pull_request:47089|pull_request:47231", + "pull_request:46995|pull_request:47181", + "pull_request:47207|pull_request:47218" + ], + "prepared_review_unit_hash": "4b4355054ee936e1f4068fba9d67b19dab513807d493dd546558ab2698d20fcd", + "component_budget": { + "node_count": 68, + "item_count": 68, + "soft_pair_count": 188, + "serialized_chars": 240548, + "estimated_input_tokens": 60137, + "estimated_eval_tokens": 120530 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 126119, + "estimated_input_tokens": 31530, + "estimated_eval_tokens": 63316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model, doc, test, or tooling PRs. The only clear duplicate clusters are the MPS sinusoidal-embedding fixes, the TimesFM 2.5 window_size/method-name fix, and the CohereASR double-shift loss fixes. Everything else is too loosely related or solves different code-paths to merge as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the strongest canonical representative: it fixes the CohereASR double-shift loss bug on the exact shared training-loss path, preserves the helper loss behavior, and includes the explicit issue link plus test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best overall representative among the true duplicates because it is the most complete and well-justified concrete bugfix, with explicit issue linkage and a robust loss-path correction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": true, + "reason": "Same underlying Apple Silicon/MPS crash in build_2d_sinusoidal_position_embedding; 46780 is a direct variant of the same fix on the same code path." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": true, + "reason": "Both address the same MPS-crash bug in the shared sinusoidal-position-embedding helper; they differ only in the numeric dtype choice for the fix." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": true, + "reason": "Same concrete embedding helper crash on Apple Silicon, same family of fix, and same issue target; the patches are alternative implementations of the same bugfix." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47223", + "accept": true, + "reason": "Both fix the same TimesFM 2.5 window_size preprocessing bug from the wrong helper call; 47223 just bundles the same fix with tests/cleanup." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug on the shared loss path; both fix it by preventing the extra internal shift." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Same symptom, but 46958 changes to a manual CrossEntropyLoss path instead of the shared loss helper; that is a different concrete fix, not a duplicate patch." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Completely different models and bugs: CohereASR loss handling versus a MusicGen generate() typo." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different bug classes and files; Pytest v9 fp32-module handling is unrelated to CohereASR loss behavior." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Different utilities and failures: chat-schema enum parsing versus AqlmConfig error-message text." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both are docker/test-environment related, but one deletes an old builder workflow and the other adds exporter dependencies; not the same change." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese doc PRs, but one adds DistilBERT translation while the other is a wording pass over different pages; not the same underlying change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Executorch dependency setup versus exporter code fixes are related only at a broad tooling level, not the same concrete bug/change." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "Unrelated fixes: JSON-schema enum parsing versus TimesFM method naming." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder comment tweak and docker-image workflow removal are different maintenance changes." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different models and bugs: VITS test re-enable versus RT-DETR v2 converter cleanup." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test fixes for different model suites; same XPU theme is too broad to call duplicate." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different subsystems and goals: DINO conversion mappings versus finegrained FP8 decode optimization." + }, + { + "left": "pull_request:47234", + "right": "pull_request:47241", + "accept": false, + "reason": "Both touch positional-embedding helpers, but they fix different crashes in different code paths and model families." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47232", + "accept": false, + "reason": "Audio feature/proc requirement cleanup versus Switch/T5 error-message behavior; unrelated changes." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test suites and different expected-output updates; not the same bug or change." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "New model support for Qwen3-TTS versus adding RoMa keypoint matcher support; unrelated features." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test expansion versus new Granite-SWA model support; not the same underlying work." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Paged-attention XPU tests and XPU expectation fixes are different test changes in different areas." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability and paged-attention tests are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-family models versus packed varlen attention routing are different integration changes." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE support and Cosmos3 Edge support are separate model-addition PRs." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support versus flash-linear-attention availability are distinct features." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE test coverage and XPU expectation fixes are unrelated test/behavior changes." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig validation message text versus audio feature/proc 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{ + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Molmo2 and Qwen3-TTS are distinct model additions." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47216", + "accept": false, + "reason": "Japanese DistilBERT docs and compressed-tensors fp8 are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "num_labels typing change and Olmo3 CI test updates are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Qwen3-TTS model support and NeuCodec support are separate model additions." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47243", + "accept": false, + "reason": "TimesFM AttributeError fix and ExecuTorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47239", + "accept": false, + "reason": "TimesFM AttributeError fix and 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"estimated_eval_tokens": 56486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a loose similarity cluster with a few real duplicate subgroups. The true duplicates are the MoonshineStreaming off-by-one fixes, the CohereASR training-loss double-shift fixes, and the TimesFM2_5 window_size/method-name fixes; most other pairs are only broad subsystem or docs/test similarity and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest representative of one of the real duplicate subgroups: it directly fixes the CohereASR double-shift loss bug in the exact forward path, explains the bug clearly, and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best overall anchor among the true duplicate fixes because it is narrowly scoped, bug-focused, and explicit about the underlying loss-shift problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47077", + "right": "pull_request:47198", + "accept": false, + "reason": "Unrelated changes: Japanese docs translation vs GPTBigCode/GPTNeoX backend support fix." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47253", + "accept": false, + "reason": "Different problems: RoPE test updates across models vs tensor-parallel validation logic." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47184", + "accept": false, + "reason": "Only superficial test/subsystem similarity; continuous batching multimodal support is unrelated to accelerator test renames." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47223", + "accept": false, + "reason": "Different code paths: num_labels typing/property behavior vs TimesFM2_5 window_size preprocessing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Both are large feature additions, but they target unrelated models/backends and are not the same change." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47096", + "accept": false, + "reason": "Different exporter/inference issues: FP8 decode optimization vs Kimi exportability/backend fixes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "Different exporter backends and code paths; not the same bug or change." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47223", + "accept": false, + "reason": "Olmo3 CI expectation updates are unrelated to the TimesFM2_5 window_size bug fix." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same MoonshineStreaming sliding-window right-bound off-by-one bug in the same mask code; 47162 just applies the same fix in another mirrored file too." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming off-by-one right-window bug; both patch the same sliding-window mask path." + }, + { + "left": "pull_request:47162", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming right-window boundary bug and same underlying mask logic." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift loss bug; both fix the same training-loss computation." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR double-shift bug, just with different loss implementation details." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss double-shift problem in the same code path." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR training-loss bug; the implementation differs, but the fix target is identical." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift issue and same affected model files." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM2_5 window_size bug in the preprocessing call site; both fix the same method-name problem." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM2_5 window_size issue; one fixes the call site, the other cleans up the related config/attribute problem." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test suites for different models; only both are CI/test churn." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Different model test updates with no shared bug or code path." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add model-related assets, but they are different models and separate support PRs." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU test additions vs quantization test updates are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test targets and different functionality; not a duplicate." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter support and Executorch exporter fixes are different exporter backends/problems." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Distinct model additions (Nemotron Omni vs NeuCodec), even though the scaffolding looks similar." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model support PRs; shared auto-mapping churn is not enough to make them duplicates." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Multimodal continuous batching work is unrelated to adding Nemotron Omni." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Different areas: model addition vs paged-attention test changes." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Different workstreams: continuous batching vs a new model integration." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are separate model support PRs, not the same change." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model support additions with only generic integration-template similarity." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model integrations; 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They do not look like the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models, different modalities, and different code paths, so there is no duplicate relationship to consolidate.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate, but 41224 is the more self-contained, clearly scoped feature PR; 40755 is a separate TimesFM enhancement with different functionality.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems and use cases: TimesFM covariate forecasting versus DINOv3 image classification. They are not the same concrete change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ffff303ab42cfcffa9e5e7419a340536c3aacf59a020c926db21fb9e0c3d4b33", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs; the only true duplicate-looking pair is the two `fixed_cross_entropy` fixes (43251 and 43254). All other pairs are broad soft-similarity matches across unrelated Transformers areas and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is a strong canonical representative for the only real duplicate pair: it directly targets issue 43240 and makes the same `fixed_cross_entropy` enhancement as 43254. The two PRs are near-identical fixes rather than meaningfully different changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall PR in this set because it is a concrete bug fix in a shared utility path and belongs to the only confirmed duplicate pair, making it the cleanest representative for triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: Mistral tokenizer API additions vs ExecuTorch dynamic-shape export testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions and adding a new MobileLLM model are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness is not the same change as introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss utility changes are unrelated to adding MobileLLM model code." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs support and Mistral4 model/test work touch different code paths and bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test coverage is unrelated to Mistral4 model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing and MobileLLM model addition are separate changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config-resolution ordering fix address different subsystems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM introduction is unrelated to Falcon output-collection refactoring." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition is unrelated to the model-creation skill/tooling PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and the model-creation skill are not the same bug or change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output-interface work is unrelated to Mistral4 fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 model/test work is not the same as the `layrnorm` -> `layernorm` rename fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 model/test updates are unrelated to TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model-specific Mistral4 fixes are unrelated to config-resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 model/test work does not match the model-creation skill/tooling change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill are different kinds of changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify the same `fixed_cross_entropy` path in `loss_utils.py` to add `weight` and `label_smoothing` support, so they look like the same underlying fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair verdicts are mostly conservative, but the canonical PR reasoning overstates the evidence. In the packet, both 43251 and 43254 add the same `weight` and `label_smoothing` support to `fixed_cross_entropy`; there isn\u2019t clear support for saying 43251 has the \u201cmore complete\u201d passthrough. Please soften that to something like \u201cone of two near-identical fixes\u201d or similar. The rest of the soft-edge rejections look grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "a4430a8c382bc3305d1eadd5d544895919bb26d5ea8d47bf94321b4ab3c28629", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they update different actions and fix different compatibility/version issues. They overlap in affected workflows yet do not look like the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader workflow-maintenance change and has the clearest specific goal: Node 24 compatibility for core GitHub Actions used across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster because it covers the wider set of workflow-action upgrades and is more descriptive of the overall maintenance theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are GitHub Actions version bumps, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while 42976 upgrades docker/build-push-action. They touch related workflows yet fix different dependency updates, so they are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "b121c6da7929203ab6e2b904cf57ed1ceedfc17ba262c6270bfc92cb27a612c8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13043, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13043, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are separate model-addition pull requests for different architectures (ViT NEPA, Molmo, CTSM, Step3p7). They share repo-wide plumbing and docs patterns, but not the same concrete change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No true duplicate PR exists here; if a single representative is needed, #46562 is the strongest standalone candidate because it is the most recent and broadest model-addition PR, but it is still a different change from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and codepaths; shared auto/docs files are expected for model registration, not evidence of the same fix or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated model additions with distinct implementations and tests." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM add different model families; overlap is only in shared integration files." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model additions touching different model-specific code; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "99bea17b3aaf81c4d1af4a33cc7e437810f1278932a6113e9df14e61f1d258f5", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated PRs with generic titles and test/infrastructure tweaks. The only plausible duplicate pair is the two YOLOS fixes, which both address the same device-mismatch bug path in YOLOS and could reasonably be combined.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the strongest representative: it fixes the YOLOS device-mismatch path directly in forward() and also includes the no-split-module adjustment, making it the most complete YOLOS fix in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the best PR for the cluster because it targets a concrete YOLOS runtime bug with a clear code-path fix, while the other PRs are either unrelated or test-only/infra changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are vague test-fix PRs, but they touch different models and different test files; no evidence they fix the same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenizer changes and fine-grained FP8 dequant changes are unrelated subsystems and unrelated bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/test work is unrelated to generation watermarking and FP8 model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test fixes and YOLOS device-mismatch fixes are different code paths and different models." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model unit-test edits are not the same as the Phimoe CI/integration-environment fix; different scope and bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These are unrelated: generic model test edits versus FP8 loading/quantization logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test changes do not match the generation watermarking validation fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different failure modes; one is test scaffolding, the other is a YOLOS runtime/device bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "Fine-grained FP8 dequantization and Phimoe CI/device-map setup are different problems and code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/loading changes are unrelated to generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "YOLOS device placement fixes and FP8 dequant fixes do not address the same underlying bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and Phimoe CI/device-memory handling are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking validation and YOLOS device-mismatch fixes are different subsystems and bugs." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI runner-memory/device-map setup is unrelated to the YOLOS model runtime device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device-mismatch issue for device_map=\"auto\"; they modify the same model path and could plausibly be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The only accepted soft-edge pair, 46886 vs 46922, is plausibly mergeable into a single YOLOS bugfix: both touch the same model file, share the same issue target, and address the same device-mismatch problem. The remaining non-duplicate judgments are also reasonable given the diff previews and filenames." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "b0cf9616cdbd5c625f897d789606de9124e140637ceffdba22c0d8142f7eadbf", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are unrelated '[don't merge]' test changes: one tweaks setup/version/deps, one rewires CI/test-diff display workflows, and one changes the PR security-gate workflow trigger. They share superficial repo-bot/CI flavor but not the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the three changes target different code paths and workflows, so this cluster is not a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the broadest representative of the cluster because it touches multiple workflow and test files, but it still is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/version/dependency metadata versus PR security-gate workflow trigger; no shared concrete bug or code path." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are repo-test style PRs, but one changes packaging/versioning while the other changes CI/test-diff workflows and test utilities; not the same fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both affect CI, but they modify different workflows for different behaviors (comment-driven diff display vs security-gate trigger); not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "5855b22addba7335e4d2935b921abcc5db140333e7a14ea9304813088c1f02fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related thematically but implement different pipeline additions for different segmentation tasks and model stacks, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature PRs for different pipelines rather than two versions of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger representative of the cluster because it adds a broader promptable visual segmentation pipeline with more model/test coverage and a more extensive integration surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation/scaffold files, but they target different pipelines, models, and tests and would not plausibly be merged into a single PR as duplicate work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "6b7ca88d2cfc6603053d270199ee5e78b726567451dfb52e81bbb5e27968be32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in `trainer.py` add separate extension points for custom trainers: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering. They are related to trainer extensibility but not the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete trainer behavior change, but neither PR is a duplicate of the other; they should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py` and custom-trainer extensibility, but they address different code paths: gradient-accumulation loss scaling vs. input column filtering. They could not plausibly be merged as one fix for the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "456a085434d78f0e4baf19289dce9a0e1710b783552812935e0c8af2586a9d80", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs touch the same file and both deal with typing/runtime annotation issues, but the packet does not show them fixing the same concrete bug. PR 43842 clearly addresses a `TypeAdapter` NameError; PR 43656 appears to be a broader `from __future__ import annotations`/typing cleanup in `serve.py` and is not clearly the same failure mode.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the clearest canonical PR because it directly fixes the documented `TypeAdapter` NameError with a targeted `TYPE_CHECKING` import and quoted annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best standalone representative of the underlying bug: it directly resolves the specific `TypeAdapter` runtime failure, whereas PR 43656 is broader and less explicitly tied to that exact issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not cluster them as duplicates: the evidence only shows shared file and related typing cleanup, while 43842 specifically fixes a `TypeAdapter` NameError and 43656 mainly changes future-annotations and other annotation syntax." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is not sufficiently grounded in the packet. PR 43842 explicitly fixes a `TypeAdapter` NameError by importing `TypeAdapter` under `TYPE_CHECKING` and quoting its annotation when pydantic is absent. PR 43656\u2019s diff preview instead shows `from __future__ import annotations` plus broader annotation cleanups (`PreTrainedModel`, `ProcessorMixin`, etc.); the packet does not clearly show that it targets the same `TypeAdapter` failure. Because the evidence suggests two related but potentially distinct annotation/runtime issues in the same file, I would not treat them as the same bugfix or a clearly mergeable single PR cluster." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "606527971bb5f5e61786025b2ec7d3561708c5b5e9f15d790b81023fa6118c02", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76937, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are separate model-by-model output-tracing refactors under the same umbrella issue (#43979), not true duplicates. The only clear duplicate clusters are GPT-Neo and the GPT-J/CodeGen set; the rest touch different model code paths and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present here; among the PRs, #44722 is the best representative because it most clearly captures the GPT-J/CodeGen output-tracing refactor family and overlaps the strongest duplicate candidates.", + "best_issue_reason": null, + "best_pr_reason": "#44722 is the strongest standalone representative of the duplicate-prone GPT-J/CodeGen refactor set; it has the clearest overlap with the other GPT-J PRs and the broadest concrete change scope in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same output-tracing theme, but different model code paths (CVT/FNet vs GPT-J); not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; they share the umbrella refactor idea only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path; they look like overlapping variants that could be merged." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations (RegNet/ResNet-style vs EfficientNet); same issue tracker does not make them duplicates." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths (EfficientNet vs GPT-J/CodeGen); related refactor theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Distinct model code paths; no concrete bug/change overlap beyond the shared 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not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families (GPT-Neo vs GPT-J/CodeGen); related migration, not the same concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model code paths; same migration idea only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different models; not duplicates." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different concrete refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different code paths; 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"accept": false, + "reason": "TextNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different concrete refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate model families." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files; they are duplicative variants of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file path, and could be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are unrelated concrete changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model implementations; same refactor theme only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats most PRs as separate model-specific output-tracing refactors under the shared umbrella issue #43979, and it only marks the two strongest overlapping clusters as duplicates/mergeable. The accepted soft-edge pairs are conservative and supported by shared file paths and near-identical refactor scope, while the rejected pairs stay appropriately cautious about different model families and code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "e4cdb0e0adce2c586fb119985af39b5bb8b30d68683b2ddd6f4f4b6895efabe3", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific refactors to standardize output tracing across different architectures, not duplicate fixes of the same underlying bug or change. The common theme is broad, but each PR touches a different code path and would not plausibly be merged as one change set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the best anchored representative: it has an explicit issue target and a concrete, self-contained SpeechT5 output-tracing refactor. The others are similar pattern-matching refactors but for different models.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest representative because it is issue-linked and clearly scoped, while the other PRs are separate model-by-model standardization changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same general refactor theme, but VisualBert and TextNet are different model implementations with distinct forward paths; these are not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize output tracing, but they affect different models (MPNet vs VisualBert) and different internal modules; too broad to treat as one duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are separate code paths; the similarity is only the shared refactor pattern, not the same underlying bug or patch." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific implementations; these PRs share a refactor motif but not a single concrete change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output-tracing plumbing, but SqueezeBert and SpeechT5 are different architectures and the PRs are not mergeable as one 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": 14, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request: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": "053954f311e9923237b2382c765833c96093997cfb830853345907e545552079", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40189, + "estimated_input_tokens": 10048, + "estimated_eval_tokens": 20352 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40189, + "estimated_input_tokens": 10048, + "estimated_eval_tokens": 20352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar-looking but model-specific refactors for output tracing/can_return_tuple support. They share a theme, but each PR targets a different architecture and code path, so there are no true duplicates to merge.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative in the set: it spans two related model files and introduces the tracing plumbing more completely than the single-file refactors.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall representative of the cluster\u2019s theme because it is the most substantial model-specific output-tracing refactor and includes the shared utility integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor pattern, but timm_backbone and upernet are different model paths with different implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both refactor output handling, but they touch unrelated model code paths (timm_backbone vs vision_text_dual_encoder)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Similar tracing cleanup, but these are different models and not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are tracing refactors, but one is timm_backbone and the other is Mamba/FalconMamba plumbing; not the same bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward paths; only the refactor style is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated code paths, so this is only superficial similarity." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models and are not mergeable as one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and files; same broad tracing theme is not enough for duplication." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated model implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same refactor motif, but the underlying code paths are different model classes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-Text dual encoder vs UnivNet are distinct model changes, not one shared bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "They both modernize forward signatures, but for different models and different outputs." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model families; no single concrete fix spans both." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Unrelated model paths; the similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated changes despite similar output-tracing cleanup." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different forward implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Same theme, but depth-anything and UnivNet are separate model-specific refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated code paths; not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and different output-capturing plumbing; no shared concrete bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba refactor vs SuperPoint refactor: same broad goal, different implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba tracing changes and CodeGen cache/output changes are different concrete code-path fixes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated model internals; only the refactor style matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet audio generation code is not the same change as CodeGen cache/output refactoring." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet segmentation and CodeGen are different code paths with different semantics." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder vs CodeGen: similar utility cleanup, but not the same bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families; no shared concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are distinct code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different tasks and model code; only the output-tracing refactor pattern is shared." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are separate model-specific refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different code paths, not one fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Unrelated models and forward behavior; similarity is only thematic." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are distinct model changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint do not share the same underlying bug or patch." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and different output handling details." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are separate model-specific refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; the same refactor label is not enough to merge them." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different implementations with different output semantics." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "55f83ea6c3704760cdf75b01df7e7b413b2c317fe0f23f5d6a0ab030fe361460", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-implementation PRs that only overlap on common Transformers scaffolding (docs, auto registries, model package wiring). They do not appear to fix the same code-path problem, so the soft edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the stronger standalone anchor because it has an explicit issue target and a tighter, model-specific scope, but it is not a duplicate of PR 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions: PenguinVL vs Voxtral TTS. Shared auto-registration/docs files are boilerplate and do not indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "6490103c3ad3a67e85f628605eeab1ffa608c2fcc27b0efa0e13b689077fee04", + "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": "Both pull requests are about fusion, but they address different problems: one introduces a generic module-fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig. They are related in theme but not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: these are distinct features rather than two versions of the same fix; the kernel-fusion PR is the more concrete, user-facing implementation in this pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the better cluster representative because it implements a specific end-to-end fusion workflow via KernelConfig and touches the integration path where the feature is actually used.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different code paths and scopes: 44979 adds a general Module Fusion API, while 45363 implements kernel fusion through KernelConfig and integrations. Related theme, but not the same change and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "47d5470ce0b3a405056759aa61e1b30c8ac9fa0dcc7d851c625af2f28974c274", + "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 fix the same AttributeError in `_patch_mistral_regex` for Mistral tokenizers by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds test coverage but targets the same code-path bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the stronger representative because it makes the same fix as #45086 and also adds a test file, making it the more complete implementation of the shared bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best single PR to track this cluster since it contains the same core patch plus validation coverage, whereas #45086 is just the minimal fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same code change in `src/transformers/tokenization_utils_tokenizers.py`; the second PR is essentially the same fix with added tests, so these are duplicate/overlapping PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "738b4acad02497ba7ac0f02cd0b6e3573215b1d920965e9b4fe7aca3afd26ec8", + "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 address different changes: one is conversion-mapping support for checkpoint key renaming, the other is a broader model-family split into NemotronH Dense/Sparse with docs and tests. They should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better representative because it is the broader, more complete model-architecture change with API/docs/test updates, whereas PR 45115 is only a focused conversion-mapping addition.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best standalone PR for this cluster since it covers the main user-facing refactor and likely subsumes the downstream model definitions and documentation work; PR 45115 is a narrower internal conversion helper change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different concrete changes: 45115 adds checkpoint conversion renames, while 45569 introduces NemotronH Dense/Sparse model restructuring plus docs/tests. They are related but not the same fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "8b5a13ab8650fcdd943b16ce6568ef986789104ce951c922eba303d2a2097519", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both typing-related, but they are not the same change: one is a broad type-checking sweep across many transformer modules, while the other adds a few typing protocols/aliases to support specific `modeling_utils`/PEFT-related code paths.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete and cohesive typing change, centered on adding shared typing aliases/protocols to unblock specific code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative because it is narrower and more self-contained, whereas PR 45415 is a broad repository-wide type-checking pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: 45415 is a wide type-checking cleanup across many files, while 45425 adds targeted typing helpers/protocols for `modeling_utils` and related integrations. They overlap in a few files but do not fix the same underlying bug/change and would not naturally be 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": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "15b11dca784d4843b84b06f2ad374d1f0c80f8acf30f0c763b2499d0fdb2ba16", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs both involve expert parallelism loading, but they fix different bugs: 45548 is about preserving distributed_config / exposing has_ep for accelerate+ZeRO-3 loading, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Shared subsystem, different failure mode and code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45662 is the more concrete standalone fix, with a specific overwrite bug and targeted sharding/loading changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Not the same underlying bug: 45548 handles distributed_config serialization and EP detection for loading, whereas 45662 addresses expert tensors being clobbered during FSDP2 rank-0 broadcast." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "12efcd9bf89ced2a15e86d462c37f7d5981776c53fb23a59e663876b1878eb87", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same underlying xdist bug around `captured_info` debug artifacts, but `45645` is the more complete fix because it updates both the file creation path and the CI log aggregation step. `45639` fixes only the writer side, so it looks like an earlier/smaller variant of the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR because it fixes the xdist collision at the source and also updates the workflow that consumes `captured_info` so debug logs are preserved correctly across multiple worker files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: same concrete bug, same affected files, and it contains the broader end-to-end fix rather than only the writer-side change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs target the same xdist `captured_info` collision problem and would plausibly be merged into one change; `45645` simply adds the CI-side handling needed for the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "d66e3930533a0b348162b200d94458a5776c86f622fefac714769da2270c309c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests in the distributed/MoE area, but they are not the same underlying change. PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a broad distributed branch base touching many subsystems and files.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more canonical representative because it is a narrowly scoped, concrete feature PR with a clear code-path target, whereas PR 46269 is a broad base/integration branch and not a single change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best fit for triage since it describes a specific, actionable change; PR 46269 is too broad and mixes many unrelated distributed updates to serve as a clean canonical artifact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here. 46126 is a specific EP/router-parallel integration change, while 46269 is a large distributed branch base with many unrelated edits; they do not look like the same concrete bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "06931025f20fcac3f664494594bb016f5adb97f0149dff35597c621f5bd97d2e", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26665, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26665, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated workflow chore PRs. The only tight cluster is the pr-ci-security-gate edits, but those are separate hardening steps in the same file rather than true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central pr-ci-security-gate change; the later PRs are narrower follow-ups about permissions, reusable-workflow safety, and secret handling.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the best representative PR for the only meaningful cluster because it introduces the core security-gate behavior change, while the others are incremental tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different automation concerns; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow update vs. pr-ci-security-gate hardening; only similar at a broad workflow level." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow update vs. reusable-workflow security note; not the same bug/change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different behavior changes; not duplicates." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Self-comment CI message handling and build-ci-docker-images commit-message handling are separate workflow fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner changes are unrelated to benchmark_v2 schedule/dispatch behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner hardening vs. anti-slop permissions split; different workflows and goals." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner hardening vs. assign-reviewers checkout ref fix; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security concerns; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner hardening vs. pr-ci-security-gate permissions/approval tweak; separate fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission change and benchmark dispatch enablement are unrelated workflow edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different issues; no shared concrete code-path problem." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci-docker-images commit-message parsing are distinct changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated functionality; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref fix and benchmark trigger change are separate workflow updates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different behavior; not the same underlying bug/change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers and pr-ci-security-gate address unrelated workflow problems." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and build-ci-docker-images commit parsing are unrelated workflow changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow trigger logic is unrelated to pr-ci-security-gate hardening." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Commit-message parsing in build-ci-docker-images and pr-ci-security-gate security checks are different code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different changes; no duplicate bug or change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but 46554 adds security checks while 46558 adjusts permissions/approval flow; related but not the same concrete change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow area, but 46563 only annotates the reusable workflow call; it does not fix the same concrete problem as 46554." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "46554 adds local security checks; 46716 only changes secrets passing to the reusable workflow, so they are distinct fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but one changes permissions and the other adds a safety note; not the same underlying change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating and secrets handling are different security adjustments." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable-workflow note and secrets: {} change are different edits to the same file, not duplicates." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci-docker-images commit parsing and pr-ci-security-gate notes are unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to pr-ci-security-gate reusable-workflow annotation." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different behavior changes; not the same underlying issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner hardening and pr-ci-security-gate secrets tightening are separate changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "4716c3a1d489d573d62691480121526eb7a37ca15961a9cd2c5cee3ea4f9e43e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate tokenizer-related PRs: one fixes CodeLlama decode stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM loading as the wrong tokenizer class. They do not look mergeable into one PR or duplicate manifestations of the same bug.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two changes address different code paths and different failure modes (CodeLlama decoding vs DeepSeek checkpoint class selection).", + "best_issue_reason": null, + "best_pr_reason": "PR 46574 is the cleaner standalone representative because it targets one concrete bug, shows the exact decode-path fix, and includes test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and fix locations: CodeLlama decoder behavior vs auto-tokenizer checkpoint classification for DeepSeek models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "fd5312655c9216a32d52549937588c7e29a2f53489190d079e86fd05081e9caa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to FA2 long-context performance, but they appear to address different code paths: one is a tracing-vs-eager scalar handling bug in flash-attention kwargs, the other is a broader unpadding/perf regression fix with additional test and utility changes.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47215 is the better representative of the broader FA2 perf regression work because it includes the main code-path change plus validation coverage; PR 46696 is a narrower, separate fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 47215 is the strongest standalone fix in this cluster: it tackles the main long-context perf regression with supporting tests/benchmarks, whereas PR 46696 is a smaller, distinct regression fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": false, + "reason": "Do not merge: both mention FA2 long-context performance, but they fix different underlying problems. 46696 changes tracing/eager behavior in _process_flash_attention_kwargs, while 47215 changes unpadding/max_seqlen handling and broader related files; they are not the same concrete bug and would not plausibly be 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": 27, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "902bb74a22da4ae46ebd718ecac0be8665650456597b97021f5f434cb31c1e3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only by a broad masking theme, but they fix different bugs in different code paths: one is a linear-attention model-specific batch-size-1 padding-mask omission, the other is a recurrent-mask utility regression for continued/chunked forwards. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better canonical PR because it addresses the shared masking utility with an explicit issue target and a more general continued-forward fix, whereas PR 46773 is a separate model-family patch for a batch-size-1 edge case.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest representative of a concrete upstream bug fix: it has an explicit tracking issue, a focused masking-utils change, and tests aimed at the continued-forward regression.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773 (Fix padding mask skipped for batch size 1 in linear-attention models)", + "right": "pull_request:47087 (Fix recurrent-layer padding mask being skipped on continued forwards (chunked prefill, cache continuation))", + "accept": false, + "reason": "Different underlying defects and different execution paths: 46773 fixes padding-mask handling when batch size is 1 across several linear-attention model implementations, while 47087 fixes recurrent attention masking in continued/chunked forwards via masking_utils. Shared masking terminology is too broad to treat 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": 28, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "484ef184e130039b00852d98cb858e2b9a9d427dde57f34221199f0d14c18c51", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11591, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11591, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are five separate pull requests touching different code paths: pipeline stop-sequence handling, multimodal input key normalization, Gemma4 audio placeholder validation, prompt lookup candidate length capping, and Qwen Omni batched postprocessing. There is only superficial overlap in multimodal/pipeline areas and one shared test file, but no pair appears to fix the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate cluster here; if one PR must represent the set, 47074 is the broadest and most central pipeline-side fix, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "47074 is the best single representative because it addresses a general pipeline input normalization issue with clear runtime impact and test coverage, while the others are narrower, model-specific, or unrelated generation logic fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different bugs and code paths: one changes image-text-to-text stop_sequence handling, the other fixes Qwen Omni batched output decoding." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal pipeline-related, but they fix different problems in different components: input key normalization vs Gemma4 audio/text placeholder validation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "Shared test context does not imply duplication; the PRs address distinct pipeline/model postprocessing behaviors." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated fixes: one normalizes AnyToAnyPipeline inputs, the other adjusts generation candidate length capping." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "Distinct functionality and failure modes: prompt lookup decoding budget calculation versus batched postprocessing for Qwen Omni models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-5", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47150", + "pull_request:47122|pull_request:47224", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150", + "pull_request:47150|pull_request:47224" + ], + "prepared_review_unit_hash": "105a8a7aad829fa766b6fe010209fe86e0afe4aacdd7d0a5983883d000dad1e2", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12426, + "estimated_input_tokens": 3107, + "estimated_eval_tokens": 6470 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12426, + "estimated_input_tokens": 3107, + "estimated_eval_tokens": 6470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated serge test-fix PRs across different models, plus one umbrella PR (47224) that subsumes some of the same concrete fixes for EdgeTam and Whisper.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broad umbrella fix: it includes multiple serge failure fixes across files, including the same EdgeTam and Whisper code-path fixes found in narrower PRs, so it best represents the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 is the most comprehensive representative because it covers multiple related integration failures and already contains overlapping fixes for the same concrete bugs in EdgeTam and Whisper.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and different failure modes: EdgeTam runtime kwargs handling vs MiniMax-M3-VL load/offload test setup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Different concrete bugs: EdgeTam keyword-arg handling vs Falcon-Mamba expected output updates." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Different code paths and models: EdgeTam backbone kwargs issue vs Whisper generation length logic." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same EdgeTam fix for dropping original_sizes before calling the backbone, so these overlap on the same underlying bug/change." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Unrelated model-specific test changes for different failures." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL loading/offload setup is unrelated to Whisper generation behavior." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different models and fixes: Falcon-Mamba output expectations vs Whisper generation max_length handling." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 contains the same Whisper max_length update fix, so these are overlapping changes for the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 47122/47123/47124/47150 are model-specific serge test-fix PRs, and 47224 does act as a broader umbrella PR that includes the EdgeTam and Whisper fixes. The accepted soft-edge pairs are supported by the diffs, and the rejected pairs stay conservative by treating different models/failure modes as unrelated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/manifest.json b/snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9d5195305816b2a799cd69d187b571ed3cbbf4f2 --- /dev/null +++ b/snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260711t120022z", + "artifacts": { + "hybrid": "snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-11T12:06:12Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260711T120022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260711T120022Z/manifest.json b/snapshots/20260711T120022Z/manifest.json index c8bebcdfb21cd96fda49c1f53a17e73bf17c3369..869ca96207d4dea08eebdbe9d6ec2194492799f7 100644 --- a/snapshots/20260711T120022Z/manifest.json +++ b/snapshots/20260711T120022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 85 }, "extracted_at": "2026-07-11T12:00:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260711t120022z", + "runs": { + "hybrid-model-20260711t120022z": { + "analysis_id": "hybrid-model-20260711t120022z", + "artifacts": { + "hybrid": "snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260711T120022Z/analysis-runs/hybrid-model-20260711t120022z/manifest.json", + "model": null, + "published_at": "2026-07-11T12:06:12Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260711T120022Z", "watermark": {