diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 204b4c57f148238e3b7302b8cb6c255e9efa1594..712c0e01e808b80d370d346fb28ac092b2a05d25 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260426T180016Z", - "generated_at": "2026-04-26T18:04:22Z", + "snapshot_id": "20260427T000017Z", + "generated_at": "2026-04-27T00:01:33Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 7ef3b8b588c84c132e268cca1c8a83d80b4a7600..242d9188c892281e347c8ef99781cb302ee6006a 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": "20260426T180016Z", - "generated_at": "2026-04-26T18:04:22Z", + "snapshot_id": "20260427T000017Z", + "generated_at": "2026-04-27T00:01:33Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -1294,8 +1294,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -2321,8 +2321,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -2644,8 +2644,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3271,8 +3271,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3646,8 +3646,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4910,8 +4910,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5852,8 +5852,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -8657,8 +8657,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -8976,8 +8976,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10847,8 +10847,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12521,8 +12521,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12878,8 +12878,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -15257,8 +15257,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-13", "nodes": [ @@ -15447,8 +15447,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-2", "nodes": [ @@ -15510,8 +15510,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -15639,8 +15639,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-2", "nodes": [ @@ -15702,8 +15702,8 @@ "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-42166-2", "nodes": [ @@ -15765,8 +15765,8 @@ "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-42227-4", "nodes": [ @@ -15865,8 +15865,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -15928,8 +15928,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-9", "nodes": [ @@ -16075,8 +16075,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-3", "nodes": [ @@ -16153,8 +16153,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -16216,8 +16216,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -16279,8 +16279,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-3", "nodes": [ @@ -16419,8 +16419,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -16876,8 +16876,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -16971,8 +16971,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-13", "nodes": [ @@ -17339,8 +17339,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-3", "nodes": [ @@ -17417,8 +17417,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -17480,8 +17480,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -17543,8 +17543,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -17606,8 +17606,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -17669,8 +17669,8 @@ "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-45394-5", "nodes": [ @@ -17777,8 +17777,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -17903,8 +17903,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b042d2f25e04f9d697e7f06aeb3a4bd0dc83a012..f534d7adb60a027a6be0bc44c0de878da5c92306 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260426t180016z", + "analysis_id": "hybrid-model-20260427t000017z", "archived_artifacts": { - "hybrid": "snapshots/20260426T180016Z/analysis-runs/hybrid-model-20260426t180016z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260426T180016Z/analysis-runs/hybrid-model-20260426t180016z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-26T18:04:23Z", + "published_at": "2026-04-27T00:01:34Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260426T180016Z", + "snapshot_id": "20260427T000017Z", "variant": "hybrid" } diff --git a/snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.json b/snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..712c0e01e808b80d370d346fb28ac092b2a05d25 --- /dev/null +++ b/snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.json @@ -0,0 +1,1917 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260427T000017Z", + "generated_at": "2026-04-27T00:01:33Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + 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"target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45520-3", + "canonical_pr_number": 45524, + "duplicate_pr_numbers": [ + 45650 + ], + "target_issue_number": 45520, + "reason": "PRs in cluster-45520-3 are treated as duplicates because they converge on issue #45520 with closing_reference evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45639, + "duplicate_pr_numbers": [ + 45645 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..242d9188c892281e347c8ef99781cb302ee6006a --- /dev/null +++ b/snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17962 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260427T000017Z", + "generated_at": "2026-04-27T00:01:33Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "d9c5ad76e827e0e24d9f5e3ea3a8f9db1c96b0218027c794d5595dad72c09492", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates of one another: one is about Tapas tokenization mismatch, one is about an auth/error-message problem when downloading a private model, and one is about a generic model-load failure for bert-base-uncased. The only commonality is superficial Hugging Face model-loading language.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding of the three, so it is the best single anchor if one must be chosen, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 has the most general title and highest discussion activity, making it the most representative issue in this small cluster, even though the items appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior is a different code path and bug class from a bert-base-uncased model-loading failure; no concrete overlap beyond general ML/model terminology." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a misleading error when downloading a private model while logged out, whereas #16618 is a separate model load failure for a public checkpoint; these are not the same 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": 2, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:30277|issue:43638", + "issue:34634|issue:35545", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43975|issue:45237", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43716|issue:44918", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43404|issue:43866", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "0dd0afefb097d22aa1742cd2e46b878bf3bbfefd0d0be02337bcc232d5112344", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46476, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated model/runtime/doc issues. The strongest duplicate candidate is the DeepSpeed ZeRO-3 / Bert index-0-out-of-bounds pair (43596 vs 43638), but nearby ZeRO-3 index-error reports like 41762 keep the cluster from being perfectly certain from metadata alone.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it cleanly names the shared DeepSpeed ZeRO-3 index-out-of-bounds failure without overfitting to one specific Bert variant, while still matching the closest duplicate candidate issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue representative for this cluster because it is the clearest, most general description of the shared ZeRO-3 zero-sized-index crash among the provided issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different bugs: a missing config attribute vs a streaming chat/completions failure." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/runtime problems, but on different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failures; 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the latter is a slightly more specific variant of the same crash." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different symptoms and code paths: detokenization bug vs LoRA merge/save inconsistency." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel issue are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error and LoRA merge/reload mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both involve tensor-shape issues, but the training/FSDP checkpointing bug is distinct from this mask-indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Training DeepSpeed weight-dimension error vs collective mismatch on ranks are different failures." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug is unrelated to AMD GPU model-loading/runtime failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 loading crash vs GPT-OSS tensor-parallel problem are different code paths." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation bug is unrelated to CustomTrainer loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image dtype mismatch on Mistral-3 is unrelated to GraniteMoEHybrid method invocation." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and problems: missing config field vs tokenizer patch crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE does not match GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility issue vs model-specific NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking failure vs GPT-OSS tensor-parallel issue are separate bugs." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Same broad training area, but cross-entropy/kernel routing and embedding unpacking are not the same defect." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 load crashes, but the model-specific details are not enough to confirm one shared bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues about removed v5 commands/tasks, but they target different removed references." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model and failure mode; no strong sign of shared root cause." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both touch training/inference math, but not the same concrete code path or bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs trainer method signature change are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is not the same as a mask/index shape mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing bug is unrelated to a GenerationMixin import regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Different models and failure details; same ZeRO-3 theme only at a high level." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs pages and different removed or changed behavior." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Config attribute missing in vLLM vs CUDA assert on A800 are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation can't load checkpoints are different root causes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7 vs corrupted Ovis2 checkpoint are separate issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different breakages." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but the models/configs and concrete failures differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch on one model/setup vs Bert ZeRO-3 zero-size index error on another." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference failure are different manifestations with no clear shared root cause." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different MoE dtype/runtime issues on different models and operations." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern missing." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template compilation error are different subsystems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are indexing/runtime issues, but the model path and error context are different." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Failed model load in vLLM is unrelated to GGUF architecture support." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The verdicts are mostly conservative, but the canonical summary overstates certainty: calling issue:43596/issue:43638 the \"only true duplicate pair\" is stronger than the packet supports. The titles do make them a strong candidate duplicate, but there are other closely related ZeRO-3 index-out-of-bounds reports (for example issue:41762) that cannot be fully ruled out from the provided metadata alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:44661|issue:45464", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:44560|issue:45507", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "ed436d5d67c936884101b41503e9ba2e03984c73f251951de611f070c02d9905", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous, but the v5 non-persistent-buffer corruption reports form a broader duplicate subcluster than before: issues 43644, 43950, and 44534 all describe the same loading-time buffer corruption regression. Most other soft edges remain unrelated or only loosely similar subsystems.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is still the best canonical issue because it states the regression most explicitly (`from_pretrained()` silently corrupts `register_buffer(persistent=False)` buffers) and best anchors the wider buffer-corruption subcluster that also includes issues 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global issue representative because it is the clearest, most specific report of the underlying v5 buffer-loading bug while the rest of the cluster remains too mixed to serve as a broader canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs: missing `pad_token_idx` in one config vs a pydantic `PretrainedConfig` field regression in the other." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention v5 regressions, but one is int4 OOM/memory behavior and the other is tied-weights handling; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE problems: torch dynamo tracing failure vs tensor-parallel support not working." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated failures: autocast dtype mismatch vs streaming chat/completions API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an `_is_hf_initialized` constructor argument error; the other is a pydantic `PretrainedConfig` regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different domains: GGUF architecture support for gpt-oss vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to the `PretrainedConfig`/pydantic issue." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Model-registration failure in tokenizer mapping is unrelated to the Qwen3.5 streaming bug." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures: Gemma3 `sliding_window_pattern` missing vs MobileLLM key error." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 text-embedding / output-quality regression; one reports degraded embeddings, the other nonsensical model/pipeline results." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths: Mixtral grouped_mm tracing failure vs missing Float8 storage type." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index-shape errors, but they arise in different setups and model-loading paths." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Different MoE failures: FineGrainedFP8Config support vs grouped_mm tracing on float32." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different symptoms and models: perplexity anomaly on gpt-oss vs a GLM5 issue." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure is not the same as TRL SFT embedding unpacking failure." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they are different models and different manifestations; not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization breakage is unrelated to flash-attn fallback blocking." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttention linear_attention crash is unrelated to tied-weight translation-model issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A ReLU joke/discussion about DSA indexer is unrelated to docs mentioning a removed command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different areas: FP8 MoE support vs flash-attn2 fallback gating." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid-method errors are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to outdated docs for the removed run command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These are the same bug: v5 corrupts or fills non-persistent buffers with junk during loading / `from_pretrained()`." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issues and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is model-quality degradation; not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failure modes: autocast dtype mismatch vs RLHF NaN/gradient explosion from 3D position IDs." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` are unrelated bugs." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and generic loading noise are different problems." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different training/API errors: unexpected `num_items_in_batch` kwarg vs DeepSpeed ZeRO-3 zero-sized index error." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0 corrupts non-persistent buffers during model loading / initialization." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is not conservative enough: issue:43644 and issue:43950 look like the same v5 non-persistent-buffer corruption regression from their titles, so rejecting that pair is hard to justify. Because the buffer-corruption subcluster is therefore a bit broader than the summary implies, I would not accept this cluster evaluation as-is." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:43054|issue:43278", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "8904ab1fd950f36182f52f65e52956abf757a7993d3c6a67a8cb5eb1001f9b2a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38602, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous. Only a small subset is well-supported as same-bug duplicates: the SigLIP2 discrepancy pair, the remote_code/AutoConfig regression pair, and the stale v5 docs pair. The Qwen3/Whisper/ZeRO-3 and other same-area candidates are too weakly evidenced for a strict duplicate accept.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest open umbrella in the cluster and clearly captures the remote_code loading-regression family.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the strongest anchor for the cluster because it is open, broad, and directly covers a concrete related duplicate candidate (43643).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure modes: Voxtral error messaging vs GLM-4v-9b loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related, but the specific bugs differ: bitsandbytes kwarg handling vs missing Float8 storage." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not enough to establish the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA ineffective and int4 quantization CUDA reserved-memory OOM are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "These look like the same SigLIP2 implementation discrepancy; 43493 names the HF-vs-JAX mismatch and 43054 reports a likely symptom." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and unrelated loader failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same bug as failure to load ScandiBERT." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash_attn import failure are unrelated code paths." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but the model/setup and failure modes differ." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "43643 is a concrete instance of the broader remote_code regression described by 45020: AutoConfig returns missing fields." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise is not the same underlying bug as failing to load a specific BERT checkpoint." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different errors; these do not look like the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A Qwen3 MoE compatibility failure is not the same as a tie_word_embeddings warning during fine-tuning." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are special-config load failures, but Gemma3 ZeRO-3 and Qwen3 MoE FP8 issues are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Same as above: detokenization regression vs checkpoint load failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex behavior are different tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping failure in add-new-model-like is a different code path from remote_code loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing class and bitsandbytes storage keyword handling are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both mention embeddings, but SigLIP2 quality/discrepancy is not the same as a BF16-to-FP32 dtype change." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback blocking are separate problems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same stale-doc issue: both still reference pipeline tasks removed in v5." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The audio feature-extraction path is plausible, but the packet does not establish the same root cause under a strict accept standard." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to the flash-attn fallback gating problem." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights and silent non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Ovis2 checkpoint corruption are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 loading failure is unrelated to the remote_code regression in 45020." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback blocking are different failures." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different tokenizer/loading symptoms." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Missing-key load failure for MobileLLM does not look like the remote_code missing-fields regression." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3-family ZeRO-3 load failures, but the packet does not establish a shared root cause; too weak for strict duplicate acceptance." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Similar initialization context, but the specific failures differ: Int8Params kwarg vs unexpected _is_hf_initialized in init_empty_weights." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different checkpoint-loading failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA fallback and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different failure characteristics." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion and gradient averaging under DeepSpeed are different training/loading bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but not conservative enough for a strict accept. A few positive soft-edge calls go beyond what the packet supports: 43792\u219444220 and 43940\u219445313 are plausible same-area regressions, but the packet only gives titles/body lengths and does not establish a shared root cause. The remote_code / docs / SigLIP2 links are better grounded, but the accepted pairs are not all equally well-evidenced." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "707f357bf46b62670a7e9c71fb071223dd325ef79575fa9a72e614b786287967", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. I only accepted the near-verbatim duplicate pairs around mask-shape IndexError, custom model initialization in Transformers 5.0.0, and non-persistent buffer corruption; the rest look like distinct bugs.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the clearest representative of the non-persistent-buffer corruption regression; it matches 44534 almost verbatim and is the most concise canonical report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest global issue candidate because it states the bug clearly and has an almost exact duplicate in 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: trainer signature mismatch vs mask/tensor shape IndexError." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor shape mismatch error; the two reports describe the same underlying IndexError." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: bitsandbytes Int8Params constructor error vs tokenizer max_length default." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-related, but one is a broad regression and the other is a specific StopIteration in a different code path." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems and failure modes: PagedAttentionCache group-type crash vs checkpoint loading failure." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated model-support issue vs dtype mismatch under autocast." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different areas: DeepSpeed training error vs image processor segmentation-map handling." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs in different pipelines: AudioFlamingo3 batched inference leak vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen-family models, but the bugs are different: GGUF support vs sliding_window behavior." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/backend crashes with different triggers and model families." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom-model initialization regression; one is just the Jupyter-specific manifestation." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 video/embedding failures with distinct symptoms and code paths." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different loading problems: missing import for a class vs meta-device loading regression." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs with different models and triggers." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF model-architecture support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 output-quality issue vs pipeline/AutoModel mismatch; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Different Transformers 5.x regressions: custom model init vs non-persistent buffer corruption." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: Qwen video StopIteration vs mask-shape IndexError." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different errors in different areas: GenerationMixin import vs FineGrainedFP8Config failure." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different edge cases: ZeRO-3 Bert init crash vs TOKENIZER_MAPPING_NAMES lookup failure." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but the titles point to different models and different validation paths; not enough to merge confidently." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different loading bugs in unrelated code paths." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: gpu/cpu offload loading regression vs mmap OOM workaround." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate: both report the same non-persistent-buffer junk/corruption regression in v5." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs: ZeRO-3 weight loading vs save_pretrained visual-encoder key regression." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Different SigLIP2 issues: nonsensical outputs vs documentation/example failures." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading/compatibility failures with no clear shared code path." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention/generation issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The three accepted pairs are well supported by near-identical titles: the mask-shape IndexError reports, the Transformers 5.0.0 custom-model initialization reports, and the non-persistent-buffer junk reports. The rejected pairs are generally justified by clearly different titles/code paths, and I don\u2019t see an overstatement that would warrant rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:42915|issue:44756", + "issue:43644|issue:43645", + "issue:44661|issue:44683", + "issue:42491|issue:43931", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:42491|issue:43856", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:42947|issue:43381", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "c68f4d016d0401b63105ccc951a630c4261dc9ac7b0b287cc58ccbc0fc4bdd4a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 38100, + "estimated_input_tokens": 9525, + "estimated_eval_tokens": 19306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated or only broadly similar. The only clear duplicate cluster is the resize_token_embeddings regression around output/decoder embeddings, with 45292 as the best umbrella issue.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45292 is the most general, model-agnostic statement of the resize_token_embeddings failure, so it best serves as the duplicate anchor for the embedding-resize cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the broadest and cleanest representation of the underlying bug; the other accepted issues are model-specific manifestations of the same resize_token_embeddings regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they name different models and don\u2019t clearly point to the same concrete bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Completely different symptoms: checkpoint resumption math vs SGD optimizer arguments not being used." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different failure modes; both are loading issues, but not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory use, the other is quantization/offloading behavior; too far apart." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different bugs; no shared concrete code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is a device-mapping crash and the other is FP8 config failure; not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and distinct loading problems; not a duplicate." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is bad inference output; different underlying issues." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they affect different models and don\u2019t clearly share one root cause." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both relate to memory, but one is training efficiency and the other is int4 quantization OOM; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Completely different code paths: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: FP8 config failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is junk buffers and the other is notebook/custom-model initialization." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated topics: tokenizer-mapping registration vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific loading failures with no clear shared code path." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the crashes come from different conditions and different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are untied lm_head reports, but they involve different model classes and are not clearly the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "Different Qwen3-related issues: LoRA compatibility vs training memory usage." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression pattern: both say model-specific embeddings are not updated after resizing, plausibly fixed by one PR." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load failures: extra_state handling vs init_empty_weights argument mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a vocab-size mismatch and the other is a model load failure for a different BERT model." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated problems in different domains: Qwen3 device mapping vs AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but the underlying issues differ: offloading behavior vs reserved-memory growth." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/model issue is unrelated to GLM5." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device loading failures." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM-related, but the cause and code path are different." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different regressions: unit-test loading vs save_pretrained checkpoint correctness." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both concern gradient checkpointing, but one is ineffective with PEFT LoRA and the other is eval-mode misuse." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "TypeError in init_empty_weights is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different failure modes; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45292 is the generic output_embeddings case and 45276 is a model-specific manifestation." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Different models and unrelated behavior: recurrent state reset vs GLM5." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 3D position_ids/SDPA issue." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems with different root causes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to mmap-induced OOM." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate cluster is the resize_token_embeddings regression, which is strongly supported by the issue titles and the high-similarity pairings. The rejected soft edges are generally justified by distinct models, symptoms, or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45292", + "issue:45335" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:39404|issue:44912", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:43425|issue:44918", + "issue:43596|issue:44683", + "issue:44589|issue:45084", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:36032|issue:43452", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:44164|issue:44479", + "issue:43883|issue:44488", + "issue:44488|issue:45081" + ], + "prepared_review_unit_hash": "0ef6b833a51d465ead549fc8f21b8848bf84024bfb42390ce5b780332695f9a7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38224, + "estimated_input_tokens": 9556, + "estimated_eval_tokens": 19368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy grouping of Transformers v5 loading/regression reports across many unrelated models and code paths. One soft edge is a true duplicate around `resize_token_embeddings` not propagating to tied/output embeddings in T5Gemma; the rest are too distinct to merge.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 43611 is the broadest and most central representative: a v5 model-loading regression. Most other items are narrower variants of loading/tokenizer/config breakage rather than the same exact bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 best anchors the cluster because it captures the dominant theme of v5 breaking model loading without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5 regressions, but they hit different subsystems and models: video input handling vs strict config loading." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating to the tied/output embedding path, including `decoder.embed_tokens` in T5Gemma." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different failures on different model/tokenizer assets; one is vocab-size/token mismatch, the other is a general load failure." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks and `extra_state` handling are separate code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different architectures and load paths: Qwen3 MoE conversion with accelerate/deepspeed vs NemotronH checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a version compatibility complaint; the other is a specific autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are different regressions with different triggers." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated runtime issues." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading errors, but for different models and failure modes: Qwen3-VL shape mismatch vs NemotronH checkpoint incompatibility." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue and a PagedAttentionCache linear_attention crash are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base model loading with `base_model_prefix` and Jupyter custom-model initialization are distinct regressions." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper `return_language` pipeline regression and MXFP4 fallback behavior are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash and template-node compilation error are different failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different removed/changed pipeline APIs and are not the same issue." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-VL loading problems with different symptoms; not enough evidence of one shared defect." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/compiler-check failure and Perceiver interpolation failure are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask shape mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical SigLIP outputs and `ModelOutput` key assignment are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading failure for a different model are not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory usage and Strix Halo mmap/OOM are different performance/runtime problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 unpacking with TRL SFT trainer are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed Zero3/BertModel indexing and compiled flex_attention on torch >=2.9 are different failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage resolution and non-template-node compilation errors are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked LM outputs are unrelated model-specific regressions." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity quality on gpt-oss and gradient checkpointing with LoRA are different concerns." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading regression for one model and Mistral regex patch crash are separate issues." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and `_is_hf_initialized` regression are distinct." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading and `extra_state` save/load handling are separate code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity issue and runtime special-token/post-processor update bug are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "`extra_state` serialization and video input regression are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` attribute and failure to load a specific BERT model are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for `cjvt/sleng-bert` and the Mistral regex patch crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue and canonical issue are reasonable, and the only accepted soft edge (45292/45335) is well-supported as the same resize_token_embeddings bug. The remaining rejections are appropriately cautious given the differing models, subsystems, and failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 7, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:43425|issue:45161", + "issue:43611|issue:43644", + "issue:44811|issue:45584", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:42947|issue:44756", + "issue:34567|issue:40444", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:39404|issue:43825", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:43994|issue:44610", + "issue:45216|issue:45357", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:44451|issue:45081", + "issue:43377|issue:43819" + ], + "prepared_review_unit_hash": "2c05125888aecc6ae72328128e350ab83ef117affd4a3d4d3cf3d28af226ff0c", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous v5/model-loading regressions. Only one duplicate pair is high-confidence; the rest look like adjacent but distinct bugs. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45216 is the clearest representative duplicate: it directly describes the Qwen3.5 save_pretrained regression, and issue:45357 is the same failure resurfacing later with the incorrect visual-encoder keys wording.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best global issue candidate because it is the most concrete and clearly duplicated report among the set, with a later issue pointing to the same underlying save_pretrained bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Both are broad runtime/model-compatibility complaints, but one is about Torch 2.10 incompatibility and the other about TP-only behavior in GPT-OSS MoE; different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Different failure modes: loading models with base_model_prefix vs filling non-persistent buffers with junk." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different load failures; only a broad \"cannot load model\" theme is shared." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but one is an unsupported center argument crash and the other is a generic _torch_extract_fbank_features issue; insufficient evidence they are the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs template compilation TypeError; unrelated code paths." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to disabling mmap for Strix Halo OOM." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting not updating is unrelated to Qwen2.5-VL iterable dataset failures with multiple images." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different bugs: missing all_tied_weights_keys on Molmo vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same concrete failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is unrelated to a PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they affect different models and different failure paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "The first is a generic gguf_file/from_pretrained regression; the second is a specific Qwen2.5-GGUF load failure. Related area, but not clearly the same underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantization failure is a different loading path from GGUF model loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to the template-node compilation error." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and PagedAttentionCache linear_attention crash are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language pipeline regression is not the same as an error-message wording issue about translation tasks." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration is distinct from device-dependent serialization of lm_head.weight." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures with no concrete shared code-path evidence." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default is unrelated to MIMI batched-vs-single padding-mask behavior." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method are different issues." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is not the same as non-persistent buffer junk filling." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo input-size mismatch are separate preprocessing/model alignment bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: the later issue is just a newer wording/version of the same incorrect checkpoint-saving bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video-input ValueError are different model-loading/processing failures." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading-noise complaint vs a specific Mistral tokenizer regex patch crash; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer patch crash affect different components and failure modes." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI missing padding-mask support and DAC.from_latents missing STE mismatch are distinct audio-model correctness bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft pair is a conservative duplicate call based on closely aligned Qwen3.5 save_pretrained titles. The rest of the verdicts appropriately stay negative or cautious, and there are no PRs to reconcile." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:40990|issue:44811", + "issue:43611|issue:44534", + "issue:36032|issue:43742", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43792|issue:44589" + ], + "prepared_review_unit_hash": "dac511e84c3cb8a621e42c3a70f397f104d724e19281a6d9de483739f648bcd2", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36662, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. I only see two likely duplicate pairs: the TensorFlow backend packaging bug (42175/45542) and the Qwen2.5-VL video/temporal-position regression (44479/45325). The rest look like similarity-based false positives rather than the same underlying issue.", + "confidence": 0.69, + "canonical_issue_reason": "No single canonical issue across the full set; the items split into unrelated topics, with only two small duplicate-like subgroups.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the whole set; 42175 best represents the TensorFlow packaging subgroup and 44479 best represents the Qwen video regression subgroup, but neither covers the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different bugs: tokenizer loading error vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated code paths: fbank extraction vs compiled flex attention on newer torch." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different problems: export failure with torch_compilable_check vs processor/model input-size mismatch." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: `_is_hf_initialized` loading regression vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve models, but the concrete bugs differ: lm_head tying vs LoRA merge collapse." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different failure modes and code paths: FP8 config handling vs template compilation error." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are load-time regressions, but one is remote-code model loading and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different subsystems: PaddleOCR-VL load in vLLM vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen2.5-VL video/temporal-position regression in 5.3.0; 45325 looks like a narrower manifestation of the broader breakage in 44479." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/model-loading failures with no shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different regressions: FineGrainedFP8Config vs unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly and Whisper decode behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: `base_model_prefix` loading vs non-persistent buffer initialization." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading issues, but they describe different tokenizer/model failures." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both report the same packaging problem: TensorFlow backend is missing/misinstalled when using the torch-focused install path." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: device-map offload load failure vs MoE training memory usage." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but multiple images per prompt is not the same bug as the temporal position-id regression." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 issues affecting separate initialization paths." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated model/config bugs: Qwen3-MoE sliding_window vs granite_speech strict config loading." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: FP8 config handling vs missing Float8 storage type." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime backend/post-processor sync and the other is a tokenizer-specific BOS/EOS regression." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal models and different bugs: Video-LLaVA weights/temporal attention vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict vs Qwen3 auto-device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility and log-noise loading behavior are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different scopes: torch flex_attention failure vs remote_code loading regressions." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated issues: GGUF loading under v5 vs CLIPTokenizer max_length constant." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect classification training, but the concrete symptoms and causes differ: flash_attention_3 degenerate training vs num_labels=1 zero-loss bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen2-VL training scenarios; no shared underlying defect is evident." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General loading noise vs tokenizer loading failure for a specific model are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted soft-edge pairs are conservative and supported by the titles: the TensorFlow backend packaging issues align closely, and the Qwen2.5-VL temporal/video-position issues are plausibly the same regression family. The remaining rejections are appropriately cautious and based on distinct bug descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43632|issue:45072", + "issue:44265|issue:45072", + "issue:43881|issue:44488", + "issue:43531|issue:44291", + "issue:45325|issue:45381", + "issue:41720|issue:45081", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:43828|issue:44683", + "issue:44387|issue:44617", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43792|issue:43957", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:43317|issue:43873", + "issue:40990|issue:45584" + ], + "prepared_review_unit_hash": "765a9db262bface973899821bcf6ac8b5d5635c7f092969d7ca224cf46b2e0d7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36713, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers regression reports, with a broad theme around v5-era loading/init/serialization breakages and a few multimodal or quantization-specific bugs. I did not find any soft pair that clearly describes the same underlying fix.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the best representative of the cluster\u2019s dominant theme: broad Transformers v5 model-loading regressions. It is clearer and more central than the highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the most suitable cluster representative because it captures the recurring v5 loading/init breakage pattern seen across several nearby issues, while staying relatively general.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: ModelOutput key handling vs non-persistent buffer serialization." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated failures: generation with inputs_embeds/past_key_values vs Qwen2.5-VL finetuning on iterable multi-image prompts." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Separate loading issues: GGUF compatibility vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 initialization/loading regressions, but one is an unexpected init arg and the other is a float8 storage lookup failure." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "Different problems: output container key assignment vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk fills and ModelOutput key handling are distinct bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different symptoms and modalities: multi-image finetuning vs video position-id bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag behavior vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to the dtype mismatch issue." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Closely related Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly one fix." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Completely unrelated: CUDA assert in Qwen3 auto device mapping vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model initialization regressions, but the specific failures differ: base_model_prefix loading vs custom model init." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend packaging issue vs a vLLM model-loading failure; no shared bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model behavior issues with different architectures and failure modes." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization-related CUDA reserved-memory regression is not the same as a model-specific OOM report." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different problems: Qwen3MoE with FineGrainedFP8Config vs Qwen2.5-GGUF loading on v5." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model-loading breakage are different issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate bugs." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized regression and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures on different models; no shared concrete code-path." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure on gpu+cpu offload and the other is a broader offloading complaint." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Completely unrelated: high perplexity on WikiText-2 vs Whisper empty-transcription generation failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 10, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:34634|issue:35707", + "issue:44291|issue:44877", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:43792|issue:44683", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:43526|issue:43881", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "d603dc8e93b51392bc00dc3dcf2c9cbe3e273de007545e63a8e963cb6b7a8d04", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39474, + "estimated_input_tokens": 9869, + "estimated_eval_tokens": 19994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are model- or feature-specific bugs, and the soft links are mostly superficial (shared subsystems like loading, offload, generation, or multimodal support) rather than true duplicates. No PRs are present.", + "confidence": 0.23, + "canonical_issue_reason": "Issue 43606 is the closest thing to a hub: it is a concrete loading/offload device-mismatch bug and sits near several other offload/quantization-related reports, but the overall cluster is still too mixed for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "43606 is the most representative issue for a duplicate cluster because it describes a specific, reproducible runtime failure in model loading/offload, which is the most recurring concrete failure mode among the soft-linked items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch vs torch.export failure with torch_compilable_check." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated models/features: Bark voice_preset handling vs inputs_embeds/past_key_values generation." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading-related, but one is init_empty_weights/_is_hf_initialized and the other is strict config validation; different root causes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding differs from export-time failure in model compilation checks." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention model execution issues, but the failures are distinct: offload device mismatch vs missing STE in DAC.from_latents." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Different image/video preprocessing bugs on different code paths and models." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation cache/input embedding bug is unrelated to auto device-map cuda assertion." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Both involve model inference behavior, but one is tied lm_head weights and the other is torch.compile with SDPA; not the same defect." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default resolution failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/serialization concerns: tied lm_head weights vs bfloat16 dtype mismatches in unrelated models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI encoder batching issue and OmDet-Turbo image-size mismatch are different model-specific preprocessing bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same as Qwen2.5-VL iterable dataset finetuning failures." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern saving/loading state, but one is lm_head serialization inconsistency and the other is incorrect visual encoder keys." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is a loader path issue; non-persistent buffer junk is a separate v5 buffer initialization bug." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model runtime failure and compiled flex_attention on torch>=2.9 are unrelated failures." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and tokenizer load failure for a different model are distinct problems." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Model load failure vs strict config rejection; no shared underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: tied-weight serialization vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device mapping cuda assert and Llava Next segmentation fault are different runtime failures." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map cuda assert and Qwen3.5 flash-attention generation regression are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different serve-time errors." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding crash and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior problem is not the same as disabling mmap to avoid OOM." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype not propagated and Trainer max_steps resume math are unrelated training/loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config load rejection differs from tokenizer loading failure." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure is not the same as packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image preprocessing, but the exact mismatch is different: processor output size vs model expected size." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression and input-embedding unpacking in TRL are separate multimodal/training bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes and OmDet-Turbo input-size mismatch do not share a common root cause." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer signature change and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected num_items_in_batch argument is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are different config-serialization issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and gpu+cpu offload dequantized model loading failure are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Compile/SDPA failure and Bark CPU-offload device mismatch are not the same code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device-map cuda assert and 3d_parallel.py failure are different runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43540|issue:43782", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:44514|issue:44545", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43782|issue:45381", + "issue:34634|issue:41720", + "issue:44898|issue:45072", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:44451|issue:44991", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "c4b068ce52954c9a3804895b04e3015af7b4d9e5d5749da7f64dd684d2ec2a19", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36736, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate pair is the two identical Qwen2_5_VLProcessor.apply_chat_template crash reports (44514/44545).", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44514 is the earliest report of the exact same batched apply_chat_template padding=False crash; 44545 has the same title/symptom and reads like a duplicate follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best representative because it is the original, most direct report of the one clear duplicate bug in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx regression." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs a broader video-input regression across Qwen VL/MoE models." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths and symptoms: CUDA assert in Qwen3 auto device mapping vs TP-only failure for GPT-OSS MoE." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different underlying problems: video input ValueError in Qwen3OmniMoe vs from_pretrained weight_only loading error in Qwen3VL." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Unrelated functionality: gather_for_metrics label trimming vs SAM3 text/bbox processing odd behavior." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer-related, but different models and failures: LayoutLMv2 NER/padding crash vs MLuke AttributeError on tasks." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "One is a Qwen3 device-mapping CUDA assert; the other is a quantization/offloading behavior issue. Not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Distinct issues: FineGrainedFP8Config failure in Qwen3Moe vs Llava Next loading segfault." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to failing to run 3d_parallel.py." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different surfaces: Gemma4Processor missing _tokenizer in transformers serve vs streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature regression is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Identical title and same batched apply_chat_template crash with padding=False; 44545 is a duplicate of 44514." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different problems: MacOS bus error with a CLIP model vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failure modes: Qwen3 device mapping crash vs GraniteSpeech PEFT local-checkpoint loading issue." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offloading, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Completely different areas: image processor segmentation maps vs BarkProcessor voice_preset handling." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA failure in Bamba vs BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tie_word_embeddings; the other is incorrect visual encoder keys saved in Qwen3.5." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation for num_labels is not the same as zero-loss behavior for single_label_classification with num_labels=1." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates vs save/load loss of custom token IDs are related but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to tokenizer mask-token registration." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both Qwen VL-related, but one is weight_only loading and the other is a video-input position-id regression." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug does not match a Qwen3 CUDA device-mapping crash." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and bfloat16 dtype mismatches are different model/runtime bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but one is tokenizer cache loading and the other is unconditional model_info() in _patch_mistral_regex; not clearly the same root cause." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer issues: runtime post-processor refresh vs mask token registration." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Specific tokenizer loading failure for one model vs a broader transformers>=5 tokenizer regression are not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken duplicate-special-argument TypeError is unrelated to loading EMBEDDIA/est-roberta." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 44514/44545, is supported by identical titles and the same reported crash surface. The other soft-edge rejections are reasonable given the limited evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:39692|issue:44610", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:39692|issue:43873", + "issue:43746|issue:45381", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:40444|issue:43746", + "issue:43746|issue:43873", + "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:30064|issue:36010", + "issue:43421|issue:44811", + "issue:44843|issue:45081", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:43550|issue:45072", + "issue:43540|issue:45381", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "2ef909c90530ca3be9e144fcde58fc2db0debc8a95319e91482587be3c800b69", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37303, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers bug reports across tokenizers, multimodal processors, training/runtime, and model-specific regressions. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue cleanly fits this mixed cluster; if forced, issue 44843 is the broadest open tokenizer-regression report, but the items are largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the best representative only in the narrow sense that it is open, concrete, and in the most recurring subtheme here (tokenizer/mistral-regex behavior), though this is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both involve training/gradient behavior, but one is eval-mode checkpointing and the other is ZeRO-3 gradient explosion; different bugs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer workflows, but one is SFT embedding unpacking and the other is evaluate-after-train state handling; not the same failure." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated models and problems: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different issues: model loading regression for physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Separate model bugs in different areas: Qwen3-MoE sliding_window handling vs Float8 storage lookup failure." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output correctness bugs, but they affect different models and code paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime special-token/post-processor sync and the other is a LayoutLMv2 NER padding crash." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different processor/model mismatches in different models; one is a SigLIP2 example/quantization issue, the other an OmDet-Turbo size mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch _patch_mistral_regex/tokenizer loading, but the reported failures are different (missing backend_tokenizer vs codec/warning regression)." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config bug vs sliding_window bug in different models." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems: ZeRO-3/BertModel init failure vs feature extraction helper issue." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both are broad validation/classification bugs, but one is input_ids/inputs_embeds validation and the other is degenerate loss with num_labels=1." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated: SigLIP2 doc/example mismatch vs quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different model-specific bugs: GraniteSpeech checkpoint loading with PEFT vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model bugs, but they affect different models and distinct code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both concern model outputs, but the CLIP attentions regression and RTDetrV2 output drift are separate bugs." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different areas: Qwen2.5-VL iterable dataset/multi-image failure vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "No overlap beyond being runtime issues; PEFT checkpoint loading and quantization offloading are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction helper vs tokenizer-mapping/model registration logic; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs in different models: image preprocessor dtype mismatch vs Gemma 3n variable collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model configuration issues, but they concern different architectures and different parameter logic." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs: accelerate loading of packed weights vs DAC latent decoding/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different problems: image processor segmentation maps vs import failure for GenerationMixin." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both are tokenizer/processor-adjacent, but one is post-processor updating and the other is Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area, but different concrete failures: offline model_info call vs backend_tokenizer AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken construction error vs failure loading a specific model/tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated models and paths: LayoutLMv2 tokenizer crash vs Perceiver image-classification resolution handling." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different runtime issues in different models: torch.compile+SDPA failure vs bf16 dtype mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video/multimodal inputs, but they are different models with different bugs and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "No overlap: torch.compile/SDPA model failure vs config token-ID persistence bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 13, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:44448|issue:44671", + "issue:43577|issue:43582", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:44821|issue:45084", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43650|issue:43906", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:43606|issue:45072", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:34634|issue:36010", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:43720|issue:45072", + "issue:43653|issue:44671", + "issue:43749|issue:44291" + ], + "prepared_review_unit_hash": "61a2cc16c4f14525d498d795fe325810d6dd893d295f66394ca324fde0a996c7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of Transformers regressions and model-specific bugs (tokenizers, multimodal processors, remote_code loading, v5 behavior changes). I do not see any soft pair that is a true duplicate; several are thematically related, but they are different concrete bugs or different artifacts (runtime vs docs).", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest representative here: it captures the recurring recent-transformers/remote_code regression theme better than the more specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to keep as the cluster representative because it is open, recent, and broadly covers the shared failure mode seen in several related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and failure modes: BLIP2 dtype handling vs Video-LLaVA missing temporal attention/shared weights." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code while the other is strict config rejection for granite_speech; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but different concrete issues: from_pretrained weight_only failure vs flash-attention generation failure." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related regressions, but one is non-persistent buffers being junk-filled and the other is FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are output regressions in v5, but they affect different models/tasks and appear to be distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated issues: BLIP2 dtype values vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC forward/from_latents mismatch; different code paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is a specific root cause for remote_code breakage; 45020 is a broad umbrella issue that may include multiple causes, so they are not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline behavior, but one is an incorrect error message for removed translation tasks and the other is nonsensical model outputs for siglip2." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba-9B-v2 vs DAC from_latents/STE mismatch." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template compilation errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to the v5 pipeline removals, but one is a runtime error message and the other is stale documentation; not the same artifact or fix." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and input shapes." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first is a vague/low-signal issue; the second is an isolated reproduction of a specific prior bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different subsystems and failures: device mapping cudaErrorAssert vs tokenizer loading regression." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask/index shape mismatch is not the same as trainer.evaluate failing after train." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; different concerns." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different bug classes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor resolution mismatch vs dtype mismatch in inference are different concrete problems." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen vision-language issues, but one is a load-time weight_only error and the other is a RoPE/position-id scaling bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are tie-weights warnings in Qwen variants, but the reported mis-tie bug and the tie_word_embeddings=False warning are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different processors and different missing attributes: backend_tokenizer vs _tokenizer." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and CamemBERT masked-LM predictions are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading/init paths, but FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized signature mismatch are not the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 14, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45488", + "issue:45538", + "issue:45600" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43454|issue:43577", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:44568|issue:45356", + "issue:43550|issue:44912", + "issue:43749|issue:44756", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:36010|issue:36331", + "issue:43257|issue:43756", + "issue:34567|issue:40990" + ], + "prepared_review_unit_hash": "8d5934c31a105aa84e50677c9fa64f4dc088117526299fb551985c1005e9e25f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37475, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated trainer, tokenizer, model-loading, vision, audio, and quantization bugs. None of the soft edge pairs look like the same underlying defect, so there is no safe duplicate canonical here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate; the cluster is not a duplicate set and the soft-paired issues address different code paths/models/platforms.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping: every candidate is a distinct bug report rather than a representative duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different failures in different vision models: BEiTImageProcessorFast reduce_labels vs RTDetrV2 output divergence." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents vs forward mismatch are separate audio bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug and MPS attention value-head correctness issue are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting undefined symbols and auto_mappings CI breakage are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compile error does not match the CLIPTokenizer model_max_length bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GPT-oss MXFP4 loading/fallback are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwargs are different API regressions." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is add_special_tokens BOS/EOS behavior and the other is LlamaTokenizer overriding pre-tokenization." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are distinct model-loading bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 empty-index failure is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but gguf_file handling and EMBEDDIA/est-roberta tokenizer loading have different causes and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and multimodal video token counting are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT adapter checkpoint loading and Whisper batch_decode skip_special_tokens are separate issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different model-specific problems." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo 640px/224px processor mismatch are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL-backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE conversion/loading and GPT-oss CUDA OOM are different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors and GPT-oss MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents STE mismatch and DiaConfig token-ID loss after save/load are different audio/config bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import regression and Jupyter custom-model initialization issue are not the same defect." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token omission and Kimi-K2.5 codec/warning regression are different tokenizer paths." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and GPT-oss MXFP4 loading issue are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct memory/loading bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode skip_special_tokens are unrelated processor bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL-backend torchvision dependency are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is an internal token-counting undefined-symbol bug and the other is a broader input regression across models." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Qwen3-VL shape mismatch are different model-loading problems." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and CustomTrainer.compute_loss kwarg error are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and GPT-oss perplexity are different training/eval issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 15, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:43329|issue:43450", + "issue:43697|issue:45357", + "issue:43577|issue:45072", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:42175|issue:44938", + "issue:44291|issue:45042", + "issue:43317|issue:45538", + "issue:43927|issue:44912", + "issue:33357|issue:34567", + "issue:42915|issue:43742", + "issue:43540|issue:44560", + "issue:43906|issue:45381", + "issue:43540|issue:44479", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:43526|issue:45479", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:44737|issue:45588", + "issue:38175|issue:44898", + "issue:28282|issue:34689", + "issue:43646|issue:43749", + "issue:36010|issue:42175", + "issue:43643|issue:45375", + "issue:43582|issue:43782", + "issue:43742|issue:44291" + ], + "prepared_review_unit_hash": "c72ff5b101cb6d4f8a0bf572c044b7493d6b46ce418ec76ee5b0cc11ff577ca2", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37131, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired items share broad keywords (video, loading, dtype, config, tokenizer) but not the same underlying bug or change. I would reject all soft edges as duplicates and avoid picking a single canonical issue/PR for the cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video/multimodal processing, but 43329 is an undefined-function bug in token counting while 43450 is a batched-shape bug in video processors." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Same Qwen/vision ecosystem, but 43697 reports differing inference outputs in RTDetrV2 and 45357 is a save_pretrained key serialization regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and code paths: Blip2 loading stays float32 versus SwitchTransformers/TimmWrapperModel inference mismatches." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related failures, but one is an auto device-map CUDA assert and the other is a video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "The second looks like a specific manifestation of a broader video regression, but there is not enough evidence that it is the same concrete bug/code path." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: a model load failure for physical-intelligence/fast versus an abnormal CLIPTokenizer max_length default." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is a packaging extra missing TensorFlow, the other is a Python 3.14 load failure; different failure modes and fixes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling during init_empty_weights is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and CLIPTokenizer max_length are unrelated issues." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "One is config token IDs being lost on save/load; the other is MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error while loading CLIP models is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures with different symptoms: FineGrainedFP8Config versus a KeyError on MobileLLM-125M." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they target different Qwen model families and different failures (ValueError vs StopIteration)." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "43906 is just a reproduction of another issue; it does not match the specific qwen2.5-vl video position-id regression." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related area, but not the same concrete bug: one is a Qwen3OmniMoe video processing error, the other is a broader multi-model video regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: FP8 config failure versus tokenizer model_max_length behavior." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow in the torch extra is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems entirely: Qwen3Moe FP8 config versus AutoImageProcessor URL loading." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero loss are different bugs in different pipelines." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken argument duplication is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "One is packaging metadata, the other is a model-loading failure for a specific checkpoint." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-placement inefficiency is unrelated to the flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different image-model bugs with different symptoms and code paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch-missing import error versus a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and missing TensorFlow backend dependency are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field preservation issues, but one is a generic trust_remote_code load problem and the other is a specific Qwen3_5MoeVisionConfig field drop." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only loading error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM-125M is unrelated to init_empty_weights passing an unexpected argument." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43756|issue:45325", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:44514|issue:45290", + "issue:45405|issue:45600", + "issue:43643|issue:44561", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43697|issue:45216", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:43452|issue:44843", + "issue:43688|issue:45440", + "issue:43653|issue:44568", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:43819|issue:44811" + ], + "prepared_review_unit_hash": "0216faf31c17d37657588dee09b292bf9892b5401c152b5b5d8a381b5a9ef85a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36183, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bug reports, mostly around different model-loading, tokenizer, processor, and training regressions. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43452 is the broadest, most concrete loader-regression candidate here, affecting both AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained via gguf_file.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the strongest representative issue in the set because it has a clear, user-facing failure mode and spans multiple entry points, but it is still not a good global duplicate anchor for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs in different models: Smollm3 RoPE-layer dropping vs Qwen2.5-VL still-image temporal position scaling." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing-PyTorch ImportError for AutoModel; the other is a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is nonsensical outputs in AutoModel/pipeline; not clearly the same defect." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: save_pretrained max_shard_size question vs AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer issues: token counting not updating vs CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and failures: init_empty_weights/_is_hf_initialized vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizers AddedToken special-kwarg conflict is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but one is gguf_file regression across tokenizer/model classes while the other is a specific model that fails to load; no clear shared root cause." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures: a janus test case vs loading Phi-4 multimodal instruct." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API family, but different crash conditions in apply_chat_template: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version floor problem is unrelated to stale auto_mappings references causing CI breakage." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig output while the other is removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is wrong video vision_position_ids." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Generic load failure for MobileLLM is unrelated to missing Float8 storage object handling." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image-processor torchvision dependency regression is unrelated to the Mistral regex AttributeError." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression is unrelated to Blip2 dtype propagation staying float32." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both concern loading flows, but one is gguf_file breakage and the other is Mistral regex patch forcing model_info offline; different root causes." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization bug is unrelated to native DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token regressions in different models; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation are unrelated code paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer/image-tokenizer behavior and the other is Kimi-K2.5 tokenizer codec handling and warning text." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 17, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45084", + "issue:45325", + "issue:45356", + "issue:45588" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:44464|issue:44743", + "issue:24643|issue:29127", + "issue:43525|issue:43643", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44843|issue:44991", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:30064|issue:33666", + "issue:43577|issue:45588", + "issue:43531|issue:43742", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43329|issue:45325", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43452|issue:44451", + "issue:41720|issue:44464", + "issue:32090|issue:34567", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43262|issue:45084" + ], + "prepared_review_unit_hash": "8dc3b0cc816ca625e6ea418ab15b92107d1d2d8d7cf32ed83a2a7a64907cbf92", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37303, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket of mostly unrelated Transformers bug reports and regressions across tokenization, config loading, multimodal processing, training, and generation. The items share broad subsystem themes but do not look like duplicate reports of the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the issues are heterogeneous and mostly describe different failure modes, code paths, and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the clearest standalone report: it has a specific regression, a narrow code path (`_patch_mistral_regex` / `AutoTokenizer.from_pretrained`), and an actionable offline-mode failure. It is a good representative issue, but not a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied-weight serialization, but they describe different manifestations and model classes; not the same concrete bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both mention generation/caching in Qwen3.5 code, but one is compiled-forward inconsistency and the other is recurrent-state reset logic; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Training/DeepSpeed weight-shape runtime error vs LayoutLMv3 box validation error; unrelated failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve missing config fields, but one is a Llama4Config attribute bug and the other is `trust_remote_code` returning incomplete configs; not the same underlying defect." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Both are about model loading/runtime issues, but one is a Qwen3 auto device-mapping CUDA assert and the other is a reproduction of a different issue; no shared code-path bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities vs processor/tokenizer access regression; different behavior and different fix surface." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation bug vs RTDetrV2 output mismatch in v5; different models and different correctness issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related load/task failures, but they affect different tokenizers and different error paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token special-token registration bug vs MLukeTokenizer task AttributeError; unrelated tokenizer defects." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline `model_info()` call in tokenizer patching vs tokenizer loading failure for a specific model; not the same regression." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs trainer evaluate/train interaction; different subsystems and symptoms." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer output changed across versions vs isolated reproduction of a different issue; no same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Both are Qwen3.5 tokenizer/generation regressions, but one is flash-attention generation and the other is codec/warning behavior; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing import error vs Trainer `_gpu_broadcast_one` NoneType error; completely different causes." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import vs Mac bus error on a community CLIP model; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import vs tied embedding reinitialization after resize; different code paths." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing vs Qwen2-VL multi-GPU training; only broad vision-model similarity." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Both involve model loading/runtime behavior, but one is dtype propagation and the other is flash-attention crashing on `s_aux=None`; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs key error loading MobileLLM-125M; unrelated issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype bug vs MPS attention correctness issue; different models and runtime backends." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird tokenizer special-token registration vs DiaConfig custom token IDs lost on save/load; different tokenizer/config problems." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but one is chunked generation under compiled forward and the other is flash-attention on Qwen3.5; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-token helper/merge_size in multimodal token counting vs incorrect temporal scaling in rope index; both video-related but different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba vs MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5 config; different issues." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure for Beit semantic segmentation vs packed-weight unpacking failure for BitNet; different loading bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Both are model-loading/runtime regressions, but they affect different architectures and failure mechanisms." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file support failure for tokenizer/model loading vs inability to load a specific model checkpoint; not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert under auto device mapping vs chunked-generation inconsistency; different runtime problems." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "NoneType broadcast in Trainer vs TrainerState token counter not updating; separate training bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training request; not the same failure." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field load issue for Beit vs OmDet-Turbo processor/model input-size mismatch; different model-specific bugs." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs template-node compilation type error; unrelated processor/compiler issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 18, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44060", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43278|issue:43688", + "issue:43334|issue:43572", + "issue:44849|issue:45357", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43540|issue:43716", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:45200|issue:45229", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43688|issue:43873", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:33666|issue:36331", + "issue:43756|issue:44060", + "issue:44625|issue:45584", + "issue:44589|issue:45520", + "issue:43646|issue:44466", + "issue:44521|issue:45290", + "issue:44423|issue:44734", + "issue:43824|issue:44589", + "issue:43688|issue:43746", + "issue:39692|issue:43295" + ], + "prepared_review_unit_hash": "7f989cd5fe6a50068bf2a952a26e9beee04c8702f9e6285c4277584333876afa", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37119, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning different models, regressions, loading paths, and training/runtime issues. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items mix unrelated model-specific bugs, config regressions, training issues, and docs/runtime failures rather than one duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the whole cluster; 43646 is the broadest regression-style report, but the set is too heterogeneous for a strong canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: BF16/FP32 drift in eval vs auxiliary-loss normalization for MoE models." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they affect different config classes and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states generation bug is unrelated to incorrect visual-encoder keys on save." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Different config issues: RoPE-layer dropping in Smollm3 vs `rotary_pct` not persisting in GPTNeoX." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different models and different missing config fields; not the same concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation drift is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths: MobileLLM key lookup failure vs loading `AutoImageProcessor` from URL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue and `GenerationMixin` import failure are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a missing default for `mm_token_type_ids`; the other is a multi-GPU inference OOM." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to config token IDs being lost on save/load." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device-mismatch bug is not the same as custom token IDs disappearing after serialization." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization/offloading behavior are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MoE loading, but the concrete failure modes and model variants differ enough to avoid merging." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to the ZeRO-3 gradient growth report." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to an `AttributeError` in `MLukeTokenizer` task handling." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same bug as the SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure and offline-mode breakage from an unconditional hub call are different root causes." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-load regression and a PEFT version-pin problem are not the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch does not overlap with the DeepSpeed gradient anomaly." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support and the `compute_loss()` signature change are distinct issues." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer handling is unrelated to the Qwen3-Next tied-weights warning." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to Whisper failing on empty transcription after token alignment." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a missing `flash_attn` import key on Python 3.13 are different errors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "General custom-model initialization regression and device-dependent `lm_head.weight` serialization are not the same fix." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are `apply_chat_template`-adjacent, but one is multimodal assistant-mask generation and the other is a tool-call crash." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve crashes in different code paths: multimodal continuous batching vs KV-cache continuation indexing." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a specific Qwen2.5-VL class is unrelated to the Float8 storage-object error." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization and PEFT-adapter checkpoint loading are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs mistakes are not the same as the processor/tokenizer regression in v4.57.5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 19, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43994|issue:44493", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:29942|issue:30333", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:39401|issue:44568", + "issue:43582|issue:44977", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:45200|issue:45325" + ], + "prepared_review_unit_hash": "d9b0981fd619ba28f960adb4962cda8ec2a8f1024590c7cc42109d2a4a4207b6", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35867, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of unrelated transformer bugs and regressions (tokenizers, multimodal processors, loading, dtype, generation, CI, and environment-specific failures). I don\u2019t see a true duplicate center, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43957 is the broadest and most representative loading-regression report in the set, but the cluster is too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43957 is the best single representative because it describes a generic model-loading regression affecting multiple models and versions, which is the closest thing to a central theme here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different models, platforms, and bug classes: MacOS bus error on CLIP vs multi-GPU training support for Qwen2-VL." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading/config, but one is a missing pad token field after a version update and the other is an unexpected _is_hf_initialized argument in init_empty_weights; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated failures: BEiT legacy field load problem vs suno/bark CPU offload device mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: SigLIP2 nonsensical inference vs unexpected position-id keys in many models." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to a PyPI dependency version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both mention token-related failures, but one is a DiaConfig save/load custom-token-ID bug and the other is an MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model problems: BEiT legacy-field loading vs BigBirdTokenizer mask token registration and empty decode output." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "One is a dtype change between train and eval, the other is a resume_from_checkpoint key mismatch; not the same underlying issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed Janus image-generation test is unrelated to a package-version availability issue." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both involve devices in CI, but the concrete failures differ: CPU offload mismatch vs a stale device-override test in GraniteSpeech." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting when a training job fails." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export/generator-expression support is unrelated to SigLIP2 zero-probability inference." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is unrelated to a PyTorch version-check bug for AuxRequest import." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal, but one is video-input validation in Qwen3OmniMoe and the other is Gemma 4 missing mm_token_type_ids defaults." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "TypeError compiling non-template nodes is unrelated to a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation during training is unrelated to a latest-transformers model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different models and different behaviors: offset_mapping vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation key handling after sync_gpus is a different bug from Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference is not the same as Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/import regressions, but one is a missing flash_supports_window_size import and the other is a meta-device model-loading breakage; different root causes and fixes." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 output_hidden_states." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness is unrelated to Kimi-K2.5 tokenizer codec handling and warning behavior." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id-related attribute errors, but they affect different configs/models and are not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor.tokenizer regression is unrelated to OmDet-Turbo producing 640px inputs instead of the expected 224px." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index temporal scaling are different multimodal bugs with 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": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45003", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43873|issue:44464", + "issue:44792|issue:45563", + "issue:37428|issue:43824", + "issue:43388|issue:43526", + "issue:44514|issue:44521", + "issue:43572|issue:44987", + "issue:43844|issue:44936", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43295|issue:43873", + "issue:44442|issue:45198", + "issue:44360|issue:44561", + "issue:38175|issue:45412", + "issue:43295|issue:43994", + "issue:42915|issue:43824", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44849|issue:45003", + "issue:44568|issue:44991", + "issue:43653|issue:44112", + "issue:44206|issue:45584", + "issue:43450|issue:43493", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:44462|issue:44561" + ], + "prepared_review_unit_hash": "39fa84fb9727b15d9c094587b611168e0587a3af21acca98f3e40db3b128581f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated bugs; the only strong duplicate-like pair is the SigLIP2 implementation/output regression. All other soft edges are same-subsystem or same-feature, but not the same concrete bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43994 is the broadest SigLIP2 report: it names the exact model, covers bad outputs through both AutoModel and pipeline, and best subsumes the narrower SigLIP2 symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the most representative issue in the only apparent duplicate family, with the clearest end-user failure description and broadest symptom coverage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 model regression vs. a checkpoint resume key mismatch; different code paths and failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights vs. LoRA merge collapse with extended vocab; not the same underlying bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure vs. RT-DETR memory not being released; unrelated problems." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior vs. chunked generation with compiled forward; different features and symptoms." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs. a stale paging warning; not the same concrete issue." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols and different model families." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve label handling, but one is Trainer metric gathering and the other is BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a batched padding=False crash and the other is zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm config regression vs. loading a specific model repository on v5.1.0; not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth vs. trainer.evaluate failing after train(); different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Missing pad_token_idx in a config vs. missing Float8 storage type; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different model-loading/import issues: Qwen VL class import vs. deepseek detokenization regression." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs. batched video processor shape bug; same area but not the same underlying change." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression vs. quantization/offloading behavior; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model save-load failures in different architectures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer architecture discussion vs. removal of is_torch_fx_available breaking trust_remote_code models; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability issue vs. RT-DETR memory reclamation; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Custom processor/tokenizer regression vs. SigLIP2 bad-output regression; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure vs. Qwen2.5-VL import error; different problems." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/evaluate embedding dtype mismatch vs. Qwen3 MoE memory usage; not duplicates." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 regression: incorrect model behavior in the HF implementation versus the expected outputs/implementation." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they mention different obsolete pipeline APIs and are separate documentation fixes." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs. unsafe sys.modules access in modeling_utils; different issues." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer special-token handling for mdeberta-v3 vs. a different tokenizer load failure; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs. a GraniteSpeech CI test issue; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "FeatureExtractor center-arg regression vs. Whisper empty transcription failure; different code paths." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor batch shape bug vs. SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs. Qwen2.5-VL video vision_position_ids bug; different failures." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab weight-tying collapse vs. category-count limit runtime error; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs. removal of is_torch_fx_available breaking remote-code models; different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The one accepted SigLIP2 pair is plausibly duplicate-like from the titles, and the rest are reasonably distinguished as different bugs or failure modes rather than asserted duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:43819|issue:45083", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:45200|issue:45588", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44448|issue:44743", + "issue:45310|issue:45478", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43335|issue:43550", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43450|issue:43526", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:43335|issue:43653", + "issue:44448|issue:44779", + "issue:44855|issue:45083", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:44977|issue:45229", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:44568|issue:45491", + "issue:43335|issue:45072", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "753d223b2229f07556d20779e5619a3bff235f76bf4f49bfc78886986aa71477", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39152, + "estimated_input_tokens": 9788, + "estimated_eval_tokens": 19832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated model-specific bugs and v5 regressions; only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained reports.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the better anchor because it is the earlier, fuller report of the same Qwen3.5 MoE from_pretrained error as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it has an exact duplicate counterpart, a narrowly scoped concrete failure mode, and enough detail to serve as the canonical thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different models and failures: DAC latent/STE mismatch vs Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5-related, but one is about removed utility APIs and the other about tokenizer output correctness for Deepseek." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated: video processor batch shape bug vs tensor-parallel OOM when loading a large Qwen model." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to flash_attention sink-less crash with s_aux=None." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper is not the same underlying problem as Torch 2.10 incompatibility." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different losses and code paths: float16 AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output/input size mismatch is unrelated to an AMP/CUDA loss crash." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to batched video processor shapes." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different failure classes: DAC latent mismatch vs a stale CI override test in GraniteSpeech." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift between v4/v5 is not the same as recurrent state reset in qwen3_5 cache handling." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact title and same concrete Qwen3.5 MoE from_pretrained regression; these look like duplicate reports of the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression during evaluate is unrelated to a pipeline task-support error message." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and code paths (_flash_supports_window_size vs HybridCache)." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example issues are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading breakage is different from a Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is not the same as Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position_id keys are unrelated model bugs." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting is unrelated to Qwen2.5-VL video vision_position_ids being wrong." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video batch shape handling and Beit label reduction are different processor bugs." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and Trainer broadcast NoneType errors do not share the same root cause." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example failures are unrelated to position_id key warnings across models." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are separate issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to Deepseek tokenizer regressions." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected position_id keys are different symptoms in different model families." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug does not match qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Beit semantic segmentation preset loading." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba compile/SDPA failure and GraniteSpeech stale CI override are separate problems." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug is not the same as dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading in v5 and MPS attention correctness when value head dim differs are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation issues affect different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate/merge candidate is issue:45310 \u2194 issue:45478, which share the exact title and highly similar metadata. The remaining soft-pair rejections are conservative and consistent with the titles shown. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43720|issue:44112", + "issue:43066|issue:44462", + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:43412|issue:45588", + "issue:37428|issue:44987", + "issue:43873|issue:44493", + "issue:43701|issue:45083", + "issue:45372|issue:45406", + "issue:43873|issue:45229", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:43976|issue:45440", + "issue:45245|issue:45563", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:41720|issue:45229", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:43065|issue:43994", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "acbe7f45d48ed2629880a382df1404db17ad6dcab2da98fa8b9a65bea0af28d3", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate-worthy cluster emerged: the items span many unrelated Transformers bugs and regressions, and none of the soft edges are strong enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster; the issues cover distinct code paths (tokenizers, flash-attn, device mapping, serialization, export, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a canonical anchor because the set is not one underlying bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different failures: BitNet packed-weight loading vs GraniteSpeech stale device-override CI test." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder type in v5 and the other is AutoTokenizer ignoring repo tokenizer.json." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and embedding resize/post_init reinit are unrelated bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure vs flash_attention.py crashing on s_aux=None are different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug and stale num_return_sequences warning are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and LwDetr AMP float16 crash are distinct runtime errors." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype problems in different models and execution modes; not the same bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue is unrelated to sink-less flash_attention AttributeError." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both loading-related, but one is an import error in flash_attention_utils and the other is a model-loading regression for physical-intelligence/fast." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offload failure and unexpected position-id keys are different symptoms and likely different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a dependency import problem and the other is a serve-time missing _tokenizer attribute." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Generic offloading/quantization issue vs Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as token-embedding resize reinitialization." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to the qwen3_omni_moe length-helper bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility failure and DeepseekV3MoE divergence are different regressions." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to the stale generate() warning." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16/FP32 dtype drift and undefined multimodal-token helper variables are separate bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU inference failures, but on different models and with different root causes (cudaErrorAssert vs OOM)." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import issue and tokenizer error masking when protobuf is absent are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 behavior regressions, but one is Pegasus output mismatch and the other is lm_head serialization inconsistency." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure and Python 3.13 flash_attn KeyError are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as SigLIP2 producing nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug and Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen recurrent-state reset in cache mode." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr float16 AMP crash and sink-less flash_attention AttributeError are different runtime paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is not the same as Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift during eval and gradient checkpointing disallowed in eval mode are separate behaviors." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token/post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 23, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593" + ], + "soft_pairs": [ + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:44871|issue:44977", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:45440|issue:45593", + "issue:45072|issue:45229", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:29942|issue:36010", + "issue:44977|issue:45245", + "issue:29127|issue:33357", + "issue:29127|issue:35141", + "issue:43761|issue:44079", + "issue:43262|issue:44206", + "issue:42915|issue:43931" + ], + "prepared_review_unit_hash": "0c7135ccb38daa86fed32adba9840ed6fc1888016a0e4b08b4cfd022593eaeef", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated regression reports across tokenizers, vision/audio processors, generation, and training utilities. The soft links are similarity-only and do not look like true duplicates.", + "confidence": 0.18, + "canonical_issue_reason": "issue:45103 is the strongest representative issue here: it is open, narrowly scoped, has inbound references, and describes a concrete crash in _process_kwargs_parameters with a clear reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45103 is the best issue candidate because it is actionable, specific, and central enough to stand in for a real bug report; the rest of the cluster is too heterogeneous to serve as a stronger canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer stacks and different failures: MLukeTokenizer task-time AttributeError vs Wav2Vec2 save_pretrained/tokenization problems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a FineGrainedFP8Config runtime failure and the other is a quantized model saving failure; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and an RT-DETR memory leak are unrelated failure modes in different subsystems." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 tokenization and save_pretrained behavior." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg for Lasr is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation issues are different model/config bugs." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Loading/conversion failure for Qwen3 MoE weights is not the same as BF16-to-FP32 dtype drift during evaluation." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both mention MOE-related model discrepancies, but they concern different models and different concrete defects." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output size mismatch is not the same as a model memory-release leak." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation crash and mistral_common import failure are separate issues with different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing import for Qwen2_5_VL is not the same as a vague dependency issue with transformers." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation/example errors do not share the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast errors in Trainer and DeepSpeed Adafactor OOMs are different problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation is unrelated to D-FINE missing auxiliary losses." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference and Gemma4 multi-GPU CUDA OOM are not the same code-path bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing being disallowed in eval mode is separate from resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and LayoutLMv2Tokenizer NER padding crashes do not match." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same bug as Gemma3 NaN embeddings with mixed-length batches." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation problems and a category-count runtime limit are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-information messaging and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "A LayoutLMv3 error-message issue is unrelated to token embedding reinitialization in post_init." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Lasr feature-extractor argument handling are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:44610", + "right": "issue:45491", + "accept": false, + "reason": "Processor output-size mismatch and Gemma3 NaN 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": 2, + "component_count": 13, + "review_unit_index": 24, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41628", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:43232|issue:43388", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:43723|issue:45479", + "issue:44479|issue:45290", + "issue:43526|issue:44610", + "issue:45003|issue:45440", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43931|issue:45216", + "issue:45588|issue:45600", + "issue:43575|issue:43701", + "issue:44977|issue:45584", + "issue:43316|issue:43525", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43575|issue:44387", + "issue:43873|issue:45588", + "issue:43673|issue:44743", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:41628|issue:45372", + "issue:43493|issue:43827", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "9915e1270a236c4a6cc4fc796445f8c50c134232a644b0af10eac3c5cbab091d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate clusters are strongly supported here: the items span many unrelated Transformers issues (generation, loading, processors, quantization, configs, docs). I rejected all soft edges as they do not look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve FlashAttention, but one is a Ministral-3 v5 RC failure and the other is an `integrations/flash_attention.py` sink-less model crash; different code paths and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync/gpus bug and `gather_for_metrics` tuple-label truncation are unrelated training/evaluation issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading for FastSpeech2Conformer and dtype mismatch in bfloat16 inference are different problems in different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction bug and LwDetrImageLoss AMP crash are not the same underlying image-processing issue." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and zero-loss sequence-classification behavior are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression for Qwen VL models and chat template crashes on tool-call messages are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Both touch image preprocessing, but one is label reduction in BEiT and the other is wrong resize output for OmDet-Turbo." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access and DeepseekV3MoE divergence are unrelated implementation concerns." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Cache/recurrent-state reset bug and Whisper batch_decode special-token handling are distinct generation vs decoding issues." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading failure and FlashAttention sink-less crash are unrelated load/runtime bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained regression are both model-specific loading issues but not the same concrete bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "FlashAttention crash and removed Sam3LiteText config references are completely different failures." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated training/runtime issues." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-transcription failure are unrelated model-specific generation issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Config API discrepancy and missing `pad_token_id` are both config-related, but they are different model families and different missing/changed fields." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model initialization breakage and `patchtsmixer`'s optional `post_init` restriction are related only at a broad API level, not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under `torch.compile` are unrelated model/runtime issues." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 output quality bug and LasrFeatureExtractor unsupported-arg crash are different failures." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation errors and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM from tensor-parallel loading and increased reserved CUDA memory under int4 quantization are both memory issues but not the same underlying cause." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization offloading problems and FlashAttention sink-less crash do not share a concrete code path." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in v5 chunked prefill while the other resets recurrent states when cache and seq_len>1; different mechanisms." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor+deepspeed OOM and `num_input_tokens_seen` not updating are unrelated trainer bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading for FastSpeech2Conformer and Perceiver resolution/interpolation failure are different model/processor issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but one is Llama 3.2 vision-specific and the other is a `base_model_prefix` compatibility break; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import errors for different symbols/packages; no shared underlying change." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs still referencing `pipeline()` are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime topics." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 25, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584" + ], + "soft_pairs": [ + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:43381|issue:43856", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:34689|issue:36010", + "issue:44855|issue:45137", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43388|issue:43688", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43316|issue:43716", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:45127|issue:45200", + "issue:43295|issue:43825", + "issue:43761|issue:44479", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "d4684e7b357a233274b9d7c0846683d127e845dd30a6e7563de1cd8bbee487c5", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35211, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and mostly heterogeneous: the soft-similarity links do not describe the same underlying bug/change. The closest items are broad loading/training regressions, but they affect different subsystems and code paths, so none of the soft edges should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43749 is the broadest, highest-impact regression in the set and the best anchor for a cluster that otherwise spans many unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 has the strongest combination of generality, user impact, and discussion activity, so it is the most suitable representative issue for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different failures: DeepSpeed/Adafactor OOM vs embedding reinitialization after resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated symptoms and paths: optimizer memory use vs Llama 3.2 vision model loading." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different model families and bugs: optional post_init contract vs video-input regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different code paths: packed-weight loading for BitNet vs tokenizer loading for FastSpeech2Conformer." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Generic config-loading issue vs GPTNeoX rotary_pct persistence bug; not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: FSDP CPU-RAM-efficient loading regression vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Unrelated: dataset-loading failure in an example script vs missing model_type/configuration error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma eos_token configuration mismatch are distinct bugs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Different training API regression: memory OOM in DeepSpeed vs custom compute_loss signature mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is not the same as MoE memory inefficiency." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal/video processing, but the failing code paths differ: Qwen3OmniMoe video ingestion vs batched chat-template padding." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage and Janus image-generation test failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Different config-schema mismatches: Gemma3TextConfig API discrepancy vs granite_speech strict-config loading." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression for a specific model vs import failure for GenerationMixin; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing issue vs DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency issue vs configuration API mismatch; no shared underlying defect." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Mistral-family models, but one is a weight-tying bug and the other is a FlashAttention regression." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval math bugs: metric gathering drops labels vs auxiliary-loss normalization." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length handling is unrelated to the missing transformers.onnx import error." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape regression is unrelated to missing PyTorch backend import failure." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy vs image preprocessor/model dtype mismatch are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM/video-related, but one is pipeline processor selection and the other is a missing encoder output attribute." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocabulary collapse with tied embeddings is unrelated to mm_token_type_ids defaults." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to the pipeline translation-task error message." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are different code paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token configuration mismatch is unrelated to Whisper empty-transcription generation failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 26, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600" + ], + "soft_pairs": [ + "issue:44734|issue:45406", + "issue:43295|issue:44871", + "issue:43550|issue:43701", + "issue:44077|issue:44534", + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43906|issue:45290", + "issue:43761|issue:44242", + "issue:43452|issue:44496", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:43575|issue:43742", + "issue:45563|issue:45584", + "issue:42617|issue:43575", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:43575|issue:43873", + "issue:32090|issue:35141", + "issue:44464|issue:45563", + "issue:44464|issue:44871", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44190|issue:44964", + "issue:44938|issue:45542" + ], + "prepared_review_unit_hash": "ef5aaecf07fb1f8966d365afb26f28d9d87e6c2bba6adc5490eb2f4f17b3c38c", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35609, + "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 mostly a loose grab-bag of Transformers issues that share broad regression/loading/chat/template vocabulary but do not look like the same underlying bug. I would not merge any of the soft pairs as duplicates, and there are no PRs to choose from.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43646 is the broadest representative here: it frames a general v5 model-initialization regression, which is the closest high-level theme to several other init/load-related reports. Still, it is not a true duplicate of the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue for the cluster because it is the most umbrella-like and representative of the recurring initialization/reload regressions, even though the other items are mostly distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation tensor indexing in serve vs missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both are regressions, but one is about processor.tokenizer/image handling and the other is an eos_token_id config mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated bugs: torch.compile SDPA failure for Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both touch v5 behavior, but one is about optional post_init enforcement and the other about non-persistent buffer initialization." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device-mismatch on CPU offload is a different path from checkpoint resume key handling." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General custom-model init breakage vs a specific GPTNeoX rotary_pct reload bug." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "The first is an isolated reproduction of another issue; the second is a specific apply_chat_template tool-call crash. Not enough to call them the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading support breakage is distinct from an unrecognized model/config.json model_type error." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "One is a Qwen3-VL shape mismatch during load; the other is a tied-weights warning bug in Qwen3-Next." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for a 57B model vs a key error loading a small MobileLLM checkpoint." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is unrelated to Whisper generation failing on empty transcription." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same bug as Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat regressions, but one is assistant mask generation and the other is video vision_position_ids." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import is a different issue from Qwen3.5 chat generation crashing." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to serve KV-cache indexing." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are different code paths and symptoms." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Generation inconsistency under compilation is unrelated to Gemma eos_token_id config mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is a different model/component than OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a model producing nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are v5-related regressions, but one is buffer initialization corruption and the other is config reload losing rotary_pct." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and category-count overflow are unrelated runtime errors." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script is a different failure from loading a specific multimodal model." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the TensorFlow backend warning from tensorboard-only installs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 27, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:44855|issue:45588", + "issue:43761|issue:44743", + "issue:43650|issue:44220", + "issue:44355|issue:44855", + "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:45276|issue:45584", + "issue:44077|issue:44079", + "issue:43976|issue:44855", + "issue:43404|issue:45216", + "issue:43550|issue:44190", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:41950|issue:44016", + "issue:45245|issue:45584", + "issue:36246|issue:41628", + "issue:39692|issue:44190", + "issue:43479|issue:45375", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:44561|issue:45632", + "issue:44016|issue:44220", + "issue:44186|issue:44734", + "issue:42175|issue:44279", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44466|issue:44913" + ], + "prepared_review_unit_hash": "6ebd4ce4f81c384b5c5d40646fadb65e913e3b7487141f878ad3b632a6d610fe", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37242, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly Transformers regressions, import errors, and model-specific bugs that only look similar at a high level. The soft links are mostly superficial matches on phrases like \"regression\", \"import\", \"save_pretrained\", or \"tied weights\", not true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44466 is the clearest representative of the tied-weights / save-pretrained regression theme that appears repeatedly in this cluster, and its failure mode is concrete and well-scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best single canonical issue in this set: it describes a specific reproducible bug, has a clear code-path, and is more representative than the more incidental import/docs/CI-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention tied weights / save behavior, but one is LoRA merge collapse with extended vocabulary and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; different bug classes." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Label dropping in gather_for_metrics is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError on DebertaV2 import and a flash_attention s_aux=None AttributeError are unrelated failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 recurrent-state reset with cache are different model/code-path bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data-related issue and a torch audio feature extraction bug are not the same underlying problem." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors are not the same as the DebertaV2 @torch.jit.script parsing/indentation issue." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and transformers serve KV-cache continuation indexing are distinct code paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers being filled with junk is not the same as rotary_pct reverting on config reload." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation after align_special_tokens are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "A packaging/Python-version compatibility report is not the same as the DebertaV2 import parsing error." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both touch tied weights, but one is Mistral3 lm_head tying and the other is Qwen3.5 save_pretrained checkpoint corruption; not mergeable as one fix." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to loading a local dataset in an image-classification training script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech CI test and broken auto_mappings references for removed Sam3LiteText configs are separate CI failures." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification returning empty results and local dataset loading in a different example script are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression with images passed to tokenizer is unrelated to Gemma4 resize_token_embeddings not updating output structures." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline processor lookup bug and a notebook syntax error do not share the same underlying defect." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty transcription after token alignment are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols/modules: Qwen2_5_VLImageProcessor vs top-level AutoImageProcessor." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors and local dataset loading failure in an image-classification script are separate issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig default-init behavior and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different config bugs." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve and trust_remote_code cache-path collisions are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for different missing names in different modules; no shared code-path is evident." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is not the same as a local-model cache path collision." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to cache-directory name collisions." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features() failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer batching/NER crash and serve KV-cache indexing are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing tensorflow backend in a torch extra install is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and a dummy Conv2d in Sam3PixelDecoder are different model-specific problems." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention, but one is a torch>=2.9 compiled failure and the other is a wrong version check for AuxRequest import; distinct fixes." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and GPTNeoX rotary_pct reset are separate regression paths, not one duplicate bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 28, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43927", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:43299|issue:45216", + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:44964|issue:45600", + "issue:43673|issue:44336", + "issue:44112|issue:44964", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:45561|issue:45632", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43577|issue:45216", + "issue:43526|issue:43901", + "issue:43299|issue:45357", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43927|issue:45632", + "issue:44351|issue:45278", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "00ef7a5f1ae07831723f016cfe37a94f95addb305a7da7154d4287f7f15cb857", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only look similar at a high level (imports, loading failures, multimodal regressions, save/load bugs). I found one plausible duplicate pair around the broader v5 import-regression breakage, but the rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both mention import/performance-ish behavior, but one is about slow imports and the other is an unsafe sys.modules access bug; different failures and code paths." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5/Qwen3-related, but one is a model loading regression and the other is incorrect save_pretrained output; distinct bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code, the other is an unrecognized-model/config.json problem; not the same underlying issue." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but saving dequantized weights and FlashAttention load failure are different code paths and symptoms." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken constructor regression; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer image handling regression versus resize_token_embeddings not updating decoder embeddings; different components." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A Phi-4 multimodal loading issue versus stale auto_mappings references to removed configs; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked prefill cache regression versus ANSI escape codes in loading_report; unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech versus a model loading failure; not the same underlying problem." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue versus a model load failure on one package; no shared root cause." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior versus auto_mappings CI breakage; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45632", + "accept": false, + "reason": "Parallel test-file race versus trust_remote_code cache-path collision; both are filesystem-ish but not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures in different modules; no clear shared root cause." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug versus Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version breakage, the other is a vague dependency issue; too broad to be the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config versus torchvision requirement regression; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but for different models and likely different causes." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "dtype propagation bug in BLIP-2 versus incorrect Qwen3.5 saved checkpoint contents; different behavior." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug versus docs/behavior mismatch in text classification pipeline; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5/Qwen3 model regressions, but loading failure and incorrect visual-encoder save keys are different defects." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling versus a tied-embeddings warning; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal/Qwen issues, but assistant mask generation and rope-index scaling are separate code paths." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss behavior versus mm_token_type_ids defaults; different model-training bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction versus D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs/behavior mismatch versus model config loading failure; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45632", + "accept": false, + "reason": "Saved custom token IDs being lost versus trust_remote_code cache collision; different persistence/path issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": true, + "reason": "The specific missing HybridCache import looks like one instance of the broader v5.5 import-regression report that causes multiple import errors after the same update." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention regression versus a TensorFlow backend/install issue; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support breakage versus an unreleased MIN_PEFT_VERSION bump; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config/model attribute initialization bugs in different model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The soft-edge verdicts are conservative overall, and the one accepted pair is a plausible duplicate within the same broader import-regression context." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 29, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44898", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:41950|issue:45020", + "issue:44297|issue:44462", + "issue:44496|issue:44877", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43262|issue:44521", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:44466|issue:45276", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:44987|issue:45542", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "0cbba02162bc3b3ac0ecdf1889c69dfbf5ed2106d5873b09886d84182025c38d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36365, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer, processor, model-loading, quantization, attention-kernel, docs, and unrelated model-specific bugs. There are a few loose tokenizer/loading similarities, but none are strong enough to merge as duplicates. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one representative must be chosen, issue 43723 is the broadest tokenizer-loading regression and the closest shared theme among the more similar reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best representative because it is concrete, broadly scoped, and closest to the recurring tokenizer/AutoTokenizer loading complaints; the other items are mostly separate bugs in different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: AutoTokenizer ignoring tokenizer.json vs a Mistral regex patch crash." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug and remote_code loading regressions are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer persistence/loading, but one is save_pretrained metadata and the other is repository tokenizer.json selection." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but the concrete bugs are different: missing model_type vs strict config rejection for granite_speech." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and a PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor lookup is unrelated to the placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models and code paths." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer file selection and the other is Deepseek tokenization correctness." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor.tokenizer access/passing images to tokenizer vs Deepseek tokenization output changes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities and CUDA OOM are unrelated symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they affect different examples and different mismatches." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated: placeholder issue versus a chat_template crash on tool-call assistant messages." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer-loading regression and an ESM2 model breakage are different underlying problems." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument regression are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape bug does not match a generic dependency issue." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantization/offload, but one is saving quantized models and the other is loading dequantized models with gpu+cpu offload." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs: missing rms_norm_eps precision issue vs torch.split return values in a different indexer." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention acceleration, but they are different kernels/code paths and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention chat_template behavior, but one is audio sampling-rate defaulting and the other is multimodal assistant_masks being all zero." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs in different components; only a broad subsystem overlap." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different serialization/runtime behaviors: lm_head.weight save inconsistency vs resize_token_embeddings not propagating." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Different issues; one is a tokenizer regression and the other is an unrelated placeholder title." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor serialization bug and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are environment/dependency flavored, but one is a missing nn import and the other is a TensorFlow backend packaging problem." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model/tokenizer correctness bugs for different models." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIPVision hidden_states regression are separate model-path failures." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure for a specific repo and a tf-backend dependency issue are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and D-FINE auxiliary-loss 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": 2, + "component_count": 13, + "review_unit_index": 30, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:43475|issue:44016", + "issue:45561|issue:45563", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:43901|issue:44246", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:44246|issue:44496", + "issue:45003|issue:45561", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:44162|issue:45200" + ], + "prepared_review_unit_hash": "70dfeb08b2d5286599d58cf93fa8bf9e4b712feafb235bb4b10e01795d4ef228", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36330, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is very heterogeneous: most soft pairs are only loosely related by broad themes like import errors, tokenizer regressions, or model-loading failures, but they do not describe the same concrete bug/change. I would not merge any of the suggested soft edges.", + "confidence": 0.73, + "canonical_issue_reason": "No strong canonical issue exists for the whole set because the items span unrelated failures. If a representative must be chosen, issue #43824 is the strongest broad regression report in the group (high discussion and inbound refs) and sits near the general import/error theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43824 is the best available representative only by signal/impact; it is not truly a duplicate of the others, but it is the clearest high-traffic regression among the import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Both involve pipeline/model behavior, but one is a docs/behavior mismatch for `return_all_scores` and the other is a SigLIP2 output quality regression. Different bugs and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata mismatch is unrelated to the Gemma-4 Zero3 `from_pretrained` failure; different failure modes and subsystems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "One is about missing TensorFlow in a `.[torch]` install, the other about Python version compatibility in 5.1.0. Same ecosystem, but not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "`MLukeTokenizer` task failure and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video output attribute error and a notebook syntax error are not the same underlying problem." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning are distinct test/runtime issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2_5_VL import failure and Python 3.9/3.10 compatibility are different problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2 yet is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and SAM3 CUDA OOM are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different missing/config attributes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization failure is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence under `torch.compile` and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "`AutoImageProcessor` import failure is not the same as the Python-version compatibility report." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access on `position_ids` and Gemma-4 Zero3 loading are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A pipeline docs/behavior mismatch and slow `import transformers` do not share the same concrete code path." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3-MoE-family models, but one is a LoRA compatibility issue across branches and the other is a Qwen3VL-MoE loading regression." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification looking for image processors and `_torch_extract_fbank_features()` are different pipeline bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output in `loading_report` and a wrong docstring for `position_ids` are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing auxiliary-style losses, but they affect different models and different control flags; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and different tokenizer logic." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "`add-new-model-like` mapping logic and a TensorBoard/TensorFlow backend install issue are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model/config loading are not the same failure." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe `sys.modules` access in `modeling_utils` and a test-worker file race are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "These are both import errors, but they concern different symbols and different packages/modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different parts of Transformers; not a single underlying defect." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen-family models, but one is a sliding-window issue and the other is a chat crash; too different to merge." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "`reduce_labels` returning one label and unsafe `sys.modules` access are unrelated implementation bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal-color handling in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of `is_torch_fx_available` affect different code paths and problems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 `mm_token_type_ids` defaults are unrelated model-specific regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 31, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:44295|issue:44749", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43066|issue:44779", + "issue:43441|issue:43540", + "issue:45292|issue:45584", + "issue:44779|issue:45292", + "issue:44987|issue:45459", + "issue:41628|issue:41950", + "issue:42886|issue:45229", + "issue:44995|issue:45200", + "issue:43901|issue:45003", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:43295|issue:45292", + "issue:43262|issue:44246", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:43673|issue:44734" + ], + "prepared_review_unit_hash": "b1afb76ba21b8b63d237b7b6e63c48c624cbf674c4d2f9ad07a463ac1540ff8e", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a loose collection of Transformers v5 regressions and model-specific bugs, but none of the soft pairs look like true duplicates of the same underlying issue. No PRs are present.", + "confidence": 0.27, + "canonical_issue_reason": "issue:44987 is the broadest, user-facing loading failure among the set and the best weak anchor for this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44987 is the most central open issue and the closest thing to a cluster anchor, but the surrounding issues are too diverse to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access bug; the other is a general slowdown after upgrading Transformers. Different failure modes and code paths." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss are unrelated bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness and Gemma eos_token_id inconsistency do not describe the same underlying defect." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is strict config loading and the other is a missing Qwen vision field; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for Qwen2.5 VL image processor is unrelated to a DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type warnings and incorrect DeepSeek tokenizer output are both tokenizer-related but are not the same concrete issue." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and a video-input ValueError in Qwen3OmniMoe affect different models and code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation after align_special_tokens are different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness and resize_token_embeddings behavior are distinct problems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading on transformers>=5.1.0 and protobuf decode-error handling are unrelated issues." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "An AutoImageProcessor import error and video-classification pipeline choosing image processors are adjacent but not the same failure." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache on second forward and missing default mm_token_type_ids are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a sam3_video vs sam3_tracker config warning are not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and a ZeRO3 deque pop error are different DeepSpeed failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Config model-type recognition and sys.modules access safety are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warnings in Qwen3-Next and patchtsmixer post_init policy are not the same change." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache and flash_attention s_aux=None crashes are different runtime errors." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "A processor.tokenizer regression in v4.57.5 and embedding resize propagation are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and import slowness are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct model/tokenizer issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video attribute loss and Qwen3OmniMoe video-input processing fail in different parts of the stack." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization and t5gemma decoder embedding resizing are related only at a broad embedding level." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-word-embeddings warning and a stale num_return_sequences warning are different warning logic bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Chunked-prefill cache missing and KV-cache continuation indexing errors are both generation-related but not the same 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": 2, + "component_count": 13, + "review_unit_index": 32, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:42673|issue:43704", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:42222|issue:45200", + "issue:43475|issue:44661", + "issue:43873|issue:44945", + "issue:42831|issue:44222", + "issue:45310|issue:45397", + "issue:45362|issue:45375", + "issue:43232|issue:44188" + ], + "prepared_review_unit_hash": "3753b2526078ac8678968a86cad8be22ed81ef90384e1965b57f3b8d9d4d58e7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. Only issue:42673 and issue:43704 look like a true duplicate pair (the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads). The other soft pairs are better treated as non-matches, including the Qwen3.5-Moe from_pretrained pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest umbrella issue in the set, covering the largest current upgrade-regression surface ('many import errors after update from 4.57.0 to 5.5.0'), even though the overall cluster is not tightly unified.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue candidate because it is the most general and current regression report; the rest of the cluster is too fragmented to serve as a single canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both are import/tokenizer-related, but they describe different failures and code paths: a nonexistent image_utils import versus hidden tokenizer decode errors when protobuf is missing." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions in different model families; Whisper timestamp decoding is unrelated to Kimi-K2.5 codec/fix_mistral_regex behavior." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed Sam3LiteText configs are unrelated bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load is unrelated to the tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is tokenizer class metadata and the other is missing processor files; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Different generation issues: post-sync_gpus kwargs update versus missing GenerationMixin cache during chunked_prefill." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A generation cache regression and a broad import-error regression are different failure classes and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "These are separate upgrade regressions affecting different subsystems; custom model initialization is not the same as the ESM2 breakage." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a large performance slowdown after upgrade are different symptoms and different subsystems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These appear to be exact duplicates: same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data-filtering slowdown and Qwen3.5-Moe from_pretrained loading failure are unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but missing PyTorch for AutoModel and Sentence Transformers getting stuck loading are different issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "issue:45230 is too generic to establish sameness, while issue:45397 is a specific gemma-4 zero3 from_pretrained problem." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL MoE loading and processor.save_pretrained missing files are different code paths and failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure and Qwen2.5-GGUF loading failure are both quantization-adjacent but not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the data-filtering slowdown regression." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API deprecation guidance is unrelated to the InternVL2 remote-code/meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision/video bugs: missing fpn_position_embeddings versus wrong vision_position_ids." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 Moe, but one is a missing vision config field and the other is a from_pretrained loading error; not the same underlying issue." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video encoder attribute errors and trust_remote_code AutoConfig missing fields are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but missing AutoImageProcessor and a nonexistent image_utils import are different failures." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring annotation handling are unrelated subsystems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same broad model family, but different components and failure modes: text MoE from_pretrained error versus vision config field loss." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id in Llama4Config are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video encoder bug is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES membership." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained/moe issues are different failure modes." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Both involve Qwen/Gemma model loading regressions, but they affect different model families and code paths." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash and Qwen3_5MoeVisionConfig field loss are separate bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to torch.compile attention-kernel branching divergence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall framing is mostly conservative, but the summary overstates the duplicate structure: the packet only supports one accepted duplicate pair (42673/43704). The claim that there are two true duplicates, including an \u2018identical Qwen3.5-Moe from_pretrained\u2019 pair, is not grounded in the provided soft pairs. Please revise the summary to reflect only the supported duplicate and keep the rest as tentative non-matches." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45459", + "issue:45561" + ], + "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:30990|issue:35141", + "issue:43479|issue:44079", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:44964|issue:45137", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:30333|issue:33290", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:41628|issue:45459" + ], + "prepared_review_unit_hash": "26ddd03dcc17abcdb55c0e83281ea8ab7733baa824e3ca8774d2795f71a65276", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36969, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate. The set mixes unrelated issues across import/export regressions, tokenizer behavior changes, multimodal model loading, training/runtime bugs, and serialization problems. The only repeated theme is general v5 tokenizer regressions, but the specific bugs are model- or behavior-specific rather than one underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly represents this set because the items are heterogeneous. If forced to pick the broadest hub, issue 42898 is the most general tokenizer-regression report, but it is not a true umbrella for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the best representative among the listed issues only in the limited sense that it is the broadest and most central tokenizer-regression report, with some inbound attention. It still does not unify the other bugs into one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`AutoImageProcessor` vs `HybridCache`) and likely different fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 `save_pretrained` and the other is `from_pretrained` loading; different code paths and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve saving/loading, but one is quantized model saving and the other is `extra_state` handling; not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but one is a broad Qwen3-VL-Moe issue and the other is a specific Qwen3.5 MoE load error." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model loading and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT label reduction and test-worker file capture race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after `sync_gpus` and a Janus image-generation test failure do not point to the same bug." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT legacy-field loading and a testing race condition are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "One is a MIMI padding-mask correctness bug; the other is MoE load-balancing loss logic." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but for different APIs and likely different package exports." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "`GenerationMixin` cache handling and attention-kernel divergence under `torch.compile` are distinct generation-path problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and embedding reinitialization after resizing are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and `ModelOutput` key assignment are different subsystems with different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is `clean_up_tokenization_spaces` behavior and the other is `add_special_tokens` BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config defaults for Phi-4 multimodal and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package dependency omission and a missing import are different packaging issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque exhaustion are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save file omission and Qwen3.5 MoE load error are different issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures (`nn` missing vs `Qwen2_5_VLForConditionalGeneration` missing) with no evidence of one root cause." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a wrong docstring are not duplicates." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning for Qwen3-Next and missing tensor-parallel plan for Qwen3.5-Moe are different model bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and DeepSpeed deque errors are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash and auto-docstring crash under future annotations are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and special-token insertion behavior are separate tokenizer issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different models; not the same underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed jobs and DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing multimodal-image-patch API and remote-code checkpoint meta-init incompatibility are different problems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "A tokenizer cleanup default change and Pegasus output divergence between v4 and v5 are broader but distinct regressions." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Missing exported import and hidden tokenizer decode errors when protobuf is absent are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 34, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:43723|issue:44977", + "issue:44263|issue:44360", + "issue:30333|issue:36331", + "issue:44263|issue:45092", + "issue:30333|issue:34689", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:44373|issue:44485", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "ba3ec67ecfba363ef1198c79241a487abcb2ac1d9e101b050d4b683d6ca89ea9", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37646, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is too heterogeneous to treat as one duplicate set. Most soft pairs share only a broad subsystem label (tokenizer loading, save_pretrained, import errors, v5 regressions, multimodal configs) but describe different concrete failures, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the cluster spans unrelated bugs and regressions, so there is no single underlying issue to merge around.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the broadest representative of the tokenizer/loading regression subset, but the set is still too mixed for it to serve as a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is tokenizer_class metadata mismatch; different code paths and failures." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is clean_up_tokenization_spaces behavior and the other is processor.tokenizer/image handling; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Unrelated areas: Phi4MultimodalConfig default config initialization versus non-persistent buffer corruption." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Both mention tokenizer loading/errors, but one is a missing tokenizer class and the other is protobuf error masking; different root causes." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both concern saving, but one is FP8 model save_pretrained and the other is processor.save_pretrained missing files; not the same artifact or fix." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy issues in FineGrainedFP8 are unrelated to processor serialization missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-specific feature extractor crash versus auto_docstring crash from future annotations; no shared underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata mismatch and Qwen3.5 MoE from_pretrained error are different loading problems with different failing paths." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages; not the same defect." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; different dependency problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 model saving bug and a max_shard_size question are unrelated save_pretrained behaviors." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "A chat-completions API regression and a Gemma4Processor attribute error are different service/component failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both involve model loading/generation in v5, but one is tokenizer loading and the other is flash-attention generation behavior; different failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both reference the DSA indexer, but one is a torch.split return-value issue and the other says the indexer lacks a ReLU; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting after failed training and CustomTrainer.compute_loss signature breakage are unrelated training issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer behavior and old InternVL2 remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLflow reporting and Llama 3.2 Vision model loading regression are different problems." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization during post_init are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel missing PyTorch and MLflow not reporting failed jobs are different issues with no shared code path." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration and processor save_pretrained missing files are unrelated serialization/access bugs." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VLProcessor batched chat-template crash and docstring processing under future annotations are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig initialization and GPTNeoXConfig rotary_pct reload behavior are different config bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id configuration mismatch are different model/tokenizer issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a code behavior issue." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they affect different checkpoints and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer failing for a custom tokenizer and FastSpeech2ConformerTokenizer loading failure are different concrete cases." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained key corruption are unrelated multimodal issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and SigLIP2 zero-probability outputs are different symptom classes." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy concerns and Qwen3.5 MoE from_pretrained errors are different bug reports." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration imports are different symbol/export issues." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and a broad set of import errors after upgrade are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and sentence-transformers NameError are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer behavior and a wrong docstring for position_ids are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 35, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43122|issue:44521", + "issue:43232|issue:45593", + "issue:44117|issue:44704", + "issue:42886|issue:43066", + "issue:43122|issue:44514", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:43976|issue:44945", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:43232|issue:45245", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:43408|issue:43475", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:44038|issue:44297", + "issue:44261|issue:44373", + "issue:43122|issue:44779", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:44038|issue:44222", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43992|issue:44704" + ], + "prepared_review_unit_hash": "e8f793b4998c525b8020670f52bff410d66b6f47d84abfd0d170e2ba05669c88", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36560, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy and mostly contains unrelated transformer issues; the soft pairs generally share broad subsystem vocabulary but not the same underlying bug. I\u2019d anchor the cluster on the most active open issue, but I would not merge any of the soft pairs.", + "confidence": 0.58, + "canonical_issue_reason": "Issue #44521 is the strongest anchor: it is open, has the highest inbound reference count in this set, and describes a concrete core API bug rather than a niche or purely diagnostic problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44521 is the best representative issue overall because it is recent, active, externally referenced, and about a user-visible multimodal API failure with clear reproduction value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization regression and the other is an all-zero assistant_mask bug in multimodal chat templating; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs passthrough are different API-layer bugs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are distinct issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both involve tokenization/chat-template behavior, but the first is a tokenizer regression while the second is a batched apply_chat_template crash with padding=False." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration warnings and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang and a MacOS CLIP bus error are different failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are different problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file argument forwarding is not the same bug as apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation behavior, but one is sync_gpus bookkeeping and the other is recurrent-state reset in modular_qwen3_5.py; not the same fix." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping and loading cjvt/sleng-bert are unrelated tokenizer/model issues." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation state handling and a category-count runtime limit are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure and GLM-5 GenerationConfig validation are different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and stale auto_mappings references are separate import/config breakages." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import and broad post-upgrade import errors are not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "The model-type warning and the missing fpn_position_embeddings attribute are distinct SAM 3 problems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset_mapping wrongness and assistant_mask all-zero behavior are both chat/tokenizer adjacent, but they are separate defects." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A runtime precision bug and a wrong docstring are not the same underlying change." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions, but they affect different models and symptoms; not enough evidence for one merged fix." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a sentence-transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe and position_ids buffer reading are unrelated bugs." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy are both precision-adjacent but not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure and inability to load Phi-4 multimodal instruct are different model-handling problems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MOE/FP8, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; different concrete fixes." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and a multi-label example script bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are different serialization/load paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor cached_file kwargs forwarding are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 36, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:42222|issue:43441", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43116|issue:43493", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:45341|issue:45561", + "issue:42673|issue:43906", + "issue:45405|issue:45446" + ], + "prepared_review_unit_hash": "229a26532f5694a6f7da1fe516833d26ce206244868c92ef4c783038f76bcbc9", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35998, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and should not be broadly collapsed. The only strong duplicate-like edge is the Qwen3.5 MoE save/load regression pair; the rest are distinct bugs across unrelated subsystems.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the clearest root report for the shared Qwen3.5 MoE serialization regression: it names the 5.4.0 save_pretrained corruption that plausibly explains the paired from_pretrained failure in 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative issue because it is the most concrete, version-pinned report in the only accepted duplicate-like pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different code paths (Qwen2.5-VL vs HybridCache)." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE save/load regression around transformers 5.4.0; a broken save_pretrained checkpoint can plausibly surface as a from_pretrained failure." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation failure; different models and different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both mention saving/quantization, but they are different model families and different bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import targets from different packages; same symptom class, not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is an embedding dtype regression, the other is a pipeline-parallel output correctness issue." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated import/name error in sentence-transformers vs a PyTorch version-guard bug in flex_attention." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different affected models and different breakages; no shared underlying code-path is evident." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak under threaded dataloaders is unrelated to bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-regression reports, but one is a specific missing symbol and the other is a broad upgrade complaint." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training-state corruption with FSDP/PEFT is unrelated to cache handling in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation on GLM-5 is not the same bug as a RoPE implementation discussion." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a layoutlmv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing multimodal method are unrelated issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments being ignored is separate from evaluate() failing after train()." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script failure and SigLIP2 implementation discrepancy are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for MoE is not the same as the Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failure surfaces; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs an import version-check bug in flex_attention." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to the pipeline translation-task messaging issue." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation APIs, but one is invalid config handling and the other is a stale warning." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different observable failures." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "General tokenizer-loading regression vs a Qwen3 offset-mapping bug; too broad to merge." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to pipeline-parallel generation correctness." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper bug and a flex_attention import guard bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs lag after pipeline removals is unrelated to a runtime version-check import bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both mention model generation, but GLM-5 config validation and Qwen3.5 flash-attention output issues are distinct." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and an xdist race in captured_info.txt are separate test-infrastructure problems." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "An active VRAM leak report is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A released-version dependency bump problem is unrelated to the flex_attention version-check import bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only plausible duplicate-like pair is the Qwen3.5 MoE save/load regression pair (45216/45478), and the rest of the soft-edge rejections are appropriately cautious given the titles and limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 37, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:42673|issue:43577", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:42175|issue:42222", + "issue:44933|issue:45278", + "issue:43012|issue:43577", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:42617|issue:45341", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43986|issue:44484", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:43986|issue:45341" + ], + "prepared_review_unit_hash": "c3675029f1aba2fcfc785a6f32b0da05067e6f369c827cec3c3fa2829d09417f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38279, + "estimated_input_tokens": 9570, + "estimated_eval_tokens": 19396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are separate regressions, model-specific bugs, or unrelated API/import issues. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links are rejected. If a single issue must anchor the cluster, the broad open umbrella is the import-error report after the 5.5.0 upgrade.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, describing multiple import errors after upgrading to 5.5.0; it best fits as a cluster anchor even though the surrounding items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue here because it is broad and version-level, whereas the others are narrower model- or subsystem-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are upgrade/regression reports, but they describe different failures: unexpected `_is_hf_initialized` handling during weight loading vs `PreTrainedConfig` type-checking breakage." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is an incorrect batched output shape and the other is a crash when `torchvision` is missing. Different bugs, not one change." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping and runtime post-processor updates are different tokenization behaviors with different symptoms and likely different fixes." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "`max_shard_size` behavior and a Qwen3.5 MoE `from_pretrained` error are unrelated issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and a bad saved checkpoint for Qwen3.5 are distinct model-path problems." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`layer_type_validation` vs `AutoImageProcessor`) and do not look like the same underlying regression." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "These affect different model families and different concrete failures: missing projections in qwen3next versus a Qwen3.5 MoE loading error." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A tokenizer mapping `None` assumption bug is not the same as Mistral regex patching crashing on a tokenizer backend attribute." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloader use and an Apple Silicon `TypeError` in `caching_allocator_warmup` are unrelated runtime problems." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and a TensorBoard/TensorFlow backend install issue are entirely different areas." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and a missing `rms_norm_eps` in MLA layernorm are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leakage and incorrect dtype propagation in BLIP2 loading are different defects." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3 tracker/video and a key error loading MobileLLM are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "An invalid `GenerationConfig` for GLM-5 and an unrecognized model/config issue for Olmo-Hybrid are different loading/configuration problems." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/symbol areas: configuration utility import failure versus audio feature extraction issue." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "A packaging/backend dependency issue for TensorFlow is not the same as broken VitPose models." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "`image_utils` missing import is a specific symbol problem; `45278` is a broad report about many import errors. Similar theme, but not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning during compilation and BLIP2 dtype staying float32 are different dtype-related symptoms with different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a streaming failure on a specific model." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "One concerns shard size defaults, the other a Qwen3.5 MoE loading bug; no shared underlying change." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "`3d_parallel.py` execution failure and a small `testing_utils.py` bug are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and different tokenization output between versions are related only loosely by tokenization, not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "A GenerationMixin cache regression and a testing utility bug do not share a code path." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related model-loading failures with different symptoms and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of `tie_embeddings_and_encoder_decoder` and unexpected key warnings for position id are unrelated v5 regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting support and missing `rms_norm_eps` are different multimodal/model-architecture issues." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they target different models and different failure modes; not mergeable as one concrete fix." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing `torchvision` dependency crash and a shard-size question are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "PyTorch precision warning and sam3 model-type warning are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A `torch.split` return-value issue in one GLM component is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different regressions: missing import symbol versus config type-checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type checking and TensorBoard/TensorFlow backend installation are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch in a Qwen3-VL checkpoint and missing projections in qwen3next are different model-loading problems." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe `sys.modules[]` access in modeling utilities and a testing utility bug are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 38, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45588" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43097|issue:45588", + "issue:43986|issue:44117", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43992|issue:44484", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:38617|issue:43097", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:42907|issue:44655" + ], + "prepared_review_unit_hash": "432ba1e2c6439c68f48fac2ebc2194a640354c16e7252428cae68ed566bc55c0", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37287, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regressions, model-specific loading/config bugs, and unrelated training/runtime issues. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 43097 is the broadest representative here: a clear Transformers v5 API/removal regression, which best matches the cluster\u2019s general \u201cv5 breakage\u201d theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the best single issue to anchor the cluster because it is a concrete, user-facing v5 regression and more representative than the many highly specific model or backend bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve model loading, but one is a tokenizer-mapping None bug and the other is a specific failure loading a model repo; different root causes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a v5 API removal/regression, the other is gguf handling in AutoTokenizer/AutoModel loading; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL weight-shape mismatch vs Qwen3-VL-Moe compatibility issue." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated config bugs: SwitchTransformers sparse-layer handling vs PretrainedConfig type checking." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but they concern different models and different config fields; not a shared code defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components and failures: missing image-processor method vs a torch.split return-value issue." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "A Python version compatibility report is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Completely different areas: FlashAttention training degeneration vs category-count runtime limits." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both crash during loading, but one is a missing torchvision dependency path and the other is a mistral_common import breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training/optimization problems, but one is FSDP2+PEFT optimizer state corruption and the other is Liger Kernel application with model_init." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are different missing symbols from different modules and likely different API removals." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific numerical/config issues; the titles do not point to the same code path." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are model-structure/config complaints, but they affect different model families and different missing fields/projections." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Separate import failures for different symbols; no evidence they share the same underlying breakage." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction bug vs tokenizer-mapping None handling; related area, but distinct defects." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different missing-layer/projection problems; too broad to merge." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A v5 API removal and a flash-attention crash on sink-less models are unrelated issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model processor loading without torchvision is unrelated to tokenizer mapping lookup returning None." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both mention kwargs handling, but one is AutoProcessor/cached_file forwarding and the other is auto_docstring annotation parsing." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failure modes: offline/network access leakage vs missing encoder weights during load." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A deprecated API removal and quantization offloading behavior are not the same underlying bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Weight-loading failure and a question about max_shard_size default are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are multimodal loading issues, but one is a missing class import and the other is a torchvision dependency crash." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The latter is only an isolated reproduction of another issue; the titles do not indicate the same concrete tokenizer-decoder bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both concern attention implementations, but they are different models and different backend problems." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error-message wording and Pipeline save_pretrained support are different code paths." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Importing a missing symbol and removing a v5 helper are different kinds of breakage." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they arise from different model/config settings and do not share a specific bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning and a torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 39, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45593" + ], + "soft_pairs": [ + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43012|issue:44683", + "issue:44038|issue:44230", + "issue:42757|issue:43824", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:36683|issue:43475", + "issue:44655|issue:45478", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:44263|issue:45440", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43352|issue:45593", + "issue:43992|issue:45310", + "issue:36683|issue:44242" + ], + "prepared_review_unit_hash": "071412328c1d477766c491187d28806f9963e2a4015824a7ed9d67992ada4164", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38130, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 + }, + "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 duplicates: two Qwen3-VL-Moe loading reports, two Qwen3.5-Moe from_pretrained reports, and a likely shared CLIP v5 output regression. The rest share broad subsystems or buzzwords but are different bugs/changes.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45310 is the cleanest anchor: it states the Qwen3.5 MoE from_pretrained regression clearly and has an exact duplicate (issue:45478).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it is specific, reproducible, and directly duplicated by issue:45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and different failure modes; both are training/compile bugs, not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated bugs: attention scaling backend behavior vs a zero-loss classification issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Shared version context only; one is FlashAttention support for a model, the other is a Python compatibility problem." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different code paths: distributed optimizer state handling vs attention backend scaling." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated xLSTM training bugs vs an image processor label reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat-related APIs, but one is request validation and the other is batched chat template crashing." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model/output bug vs GPT2 attention scaling backend behavior." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Completely different subsystems: config attribute missing vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 output regression where requested outputs are no longer populated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-stack failures: API request rejection vs assistant/tool-call template crash." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different compiler/runtime issues: a warning during bfloat16 compilation vs a flex_attention failure on newer torch." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but different requests: loading regression vs fp8 inference support." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs: chat completions request handling vs Qwen2.5-VL video position ids." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load errors, but one is Qwen3-VL-Moe regression and the other is a sorted-state_dict loading failure." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/local-files-only behaviors; not the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different RoPE/model bugs in different models; only broad architectural similarity." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch vs actual save_pretrained failure are not the same underlying issue." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both concern saving, but quantized model saving and pipeline saving are different problems." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve checkpoint loading/saving, but they target different failure modes and models." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in unrelated model configs/outputs." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Pipeline save_pretrained and Qwen3.5 MoE loading are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model support vs generation-config validation bugs." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder typing and video vision_position_ids are unrelated issues." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different bugs in different model internals; not the same change." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE implementations and different failure modes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption and a typo in cache strategy are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-compatibility reports, but for different Python versions and different breakages." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model-specific attribute bug vs patchtsmixer post_init policy change." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes in different models." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different modules and symbols." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Different attention issues: branching divergence under compile vs backend-specific scaling behavior." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint save regression are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Different model bugs and different affected functionality." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different load-path bugs: missing embed tokens vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Unrelated model/config attribute issue vs MoE auxiliary-loss bookkeeping." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays mostly conservative. The exact Qwen3.5 MoE duplicate pair is well supported, the Qwen3-VL-Moe loading pair is plausible from the issue titles, and the rejected soft edges are generally justified by distinct titles/subsystems. The CLIP pair is the only mildly inferential call, but it remains reasonably conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 40, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:43992|issue:45478", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:45588", + "issue:43618|issue:44857", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "f633bd5b996c7dd0e5e707363c810291dfd0a509926ff311f5dc40f01e3ab4ae", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37341, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated import/load/regression reports rather than one duplicate family. Most soft pairs share only broad subsystem or version-regression similarity, not the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), so it is the best canonical anchor for this mostly import-regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and centrally phrased issue, making it the best single issue to represent or route this cluster despite the weak overall cohesion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Both mention v5 regressions, but one is about no_grad on cache/layer updates and the other is broad import failures; different bugs and code paths." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Gemma3 config vocab_size and Nemotron Flash Attention support are unrelated model-specific problems." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one is about removing import * from models and the other is an intermittent slow import report; not clearly the same fix." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "One is a state_dict loading failure, the other is a missing config field dropped by strict parsing; different underlying issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A missing config attribute in Gemma3 is not the same as an FSDP2/PEFT optimizer-state mismatch." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both involve from_pretrained, but UMT5Encoder weight loading and Qwen3.5 MoE loading errors are model-specific and distinct." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed in a model integration test is unrelated to xdist races on captured_info.txt." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 loading failure and PretrainedConfig type-checking regression are different compatibility issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are save/load regressions, but one is sorted state_dict loading and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Torch no_grad decoration on update methods is unrelated to the Python version support issue." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure and Qwen2.5-VL vision_position_ids bug are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a DeepSeekV3MoE implementation divergence are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init validity are separate model/API issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM when loading a specific Qwen model; not the same change." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Loading failure from sorted state_dict is unrelated to the 50GB default shard size question." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIPOutput attentions and flash_attention.py crashing on s_aux=None are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "An output-field assignment regression is unrelated to LwDetrImageLoss AMP/CUDA crashes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing AutoModel import error and tokenizer loading regression are distinct failures." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test seed issue is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Captured-info test race and stale auto_mappings config references are different CI problems." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but they involve different tests and causes." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "No_grad decoration for cache/layer updates is unrelated to SGD arguments being ignored." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken keyword duplication are unrelated tokenizer/runtime bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression in v5 and checkpoint reload failure after upgrade are both load-related but not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for Qwen3_5Moe tensor parallelism are different features and failures." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A seed-related integration test issue is not the same as the testing_utils bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM and checkpoint reload incompatibility are different regressions." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Torch no_grad on update methods and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but for different symbols and likely different root causes." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer update decoration and generation kwargs synchronization are different generation bugs." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a broader from_pretrained error; not clearly the same defect." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and preprocessing slowdown after upgrade are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing and missing deepstack_visual_indexes are different Qwen3.5 MoE config issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leak is unrelated to GLM-5 RoPE implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44871", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:41669|issue:43673", + "issue:44393|issue:45071" + ], + "prepared_review_unit_hash": "5ed5a3429d4394102d7d2041bbc737baf1b3868115b2cafc2363cd3d7af80e04", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38351, + "estimated_input_tokens": 9588, + "estimated_eval_tokens": 19432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated bug reports, model-specific regressions, or docs/import issues. I did not find any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43576 is the best cluster anchor because it is the broadest v5 compatibility/regression report in the set; the others are more specific model, import, or docs problems.", + "canonical_pr_reason": null, + "best_issue_reason": "43576 is the most representative issue to keep as canonical, since it best matches the cluster\u2019s recurring theme of v5 breakage and broad user-facing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang for Sentence Transformers and a docs confusion issue about forward arguments are unrelated bugs." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Optimizer argument handling and Gemma eos_token_id inconsistency affect different code paths and symptoms." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to the DSA ReLU discussion." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and tokenizer loading regression are different failures." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad decoration and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 moe save_pretrained behavior are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models, versions, and likely different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A real bug about local_files_only does not match the placeholder 'racoon' issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different code paths and not mergeable as one fix." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline save_pretrained failures are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job status reporting and tensor parallel training bugs do not describe the same failure." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy concerns and a missing image-processor method are different problems." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing huggingface_hub import and a broken transformers env command are separate issues." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training problems are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a placeholder issue have nothing in common." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env command and a type-checking regression are distinct v5 issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command issue is not the same as a specific missing Qwen2.5-VL export." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation export and the env command regression affect different APIs." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same underlying bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder issue 'racoon' is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in model.forward and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import failures are similar in surface form but different missing symbols." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "A broken env command is not the same as a missing HybridCache export." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "A scheduler kwarg bug and a placeholder issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and docs mentioning return_all_scores are different concerns." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "ImportError for AutoImageProcessor and compiled-file runtime errors are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated bugs." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Generic lazy loading failure and unsafe sys.modules access may be related in theme, but there is no clear same code-path match here." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and a generic bug report are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and a TensorFlow/tensorboard backend error are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload compatibility after upgrading to v5.2/5.3 are different regression reports." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "A Qwen3-VL-Moe bug report and missing _tp_plan for Qwen3.5Moe are different model-specific issues." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * for performance and a missing GenerationMixin cache are unrelated changes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bounding box errors and PretrainedConfig type-checking regressions are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 42, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42890|issue:43704", + "issue:42913|issue:43066", + "issue:44908|issue:44998" + ], + "prepared_review_unit_hash": "aab66a8d61556db53ea0992991f80ef79097ee011f5e5d3a74a6011f9484bf74", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40777, + "estimated_input_tokens": 10195, + "estimated_eval_tokens": 20646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of v5-era regression reports, with only a couple of clear duplicate-style matches. The strongest true duplicate pair is the tokenizer v4\u2192v5 behavior change report, plus a likely lazy-loading pair; most other soft links are only thematic similarities.", + "confidence": 0.53, + "canonical_issue_reason": "42913 is the broadest, cleanest tokenizer-v5 regression report in this set, and it can absorb the more specific wrong-decoder-type symptom better than the narrower variants.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the best single anchor for triage because it describes the broader tokenizer behavior change across v4\u2192v5, making it the most representative issue among the tokenizer-related duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are about loading older checkpoints in v5, but one is a generic reload regression and the other is a specific remote-code/meta-init incompatibility; too broad to treat as the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "SAM HQ test seeding flakiness and an inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and scheduler kwargs handling are unrelated code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both point to lazy-loading / import-time behavior being broken; 44273 is the broader root-cause report and 44246 is the symptom report." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and Liger Kernel application during model_init are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs a generic bug report do not establish the same concrete failure." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attn2 unsupported error and Qwen3-VL 2D bbox hallucination are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` output and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler kwargs bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer read error and a generic bug report are not the same underlying issue." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* performance work and a HybridCache import error are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect pipeline-parallelism output are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "They only share a broad import/runtime theme; the concrete bugs differ." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are different failures." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D bbox issues and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for forward arguments and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Pipeline-removal docs and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Post-init policy for patchtsmixer and tied-weights key handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-* slowdown and scheduler kwargs are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading via AutoTokenizer and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weights AttributeError are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "`transformers env` CLI breakage and lazy loading are only loosely related at best, not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer math and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error lack enough evidence to be the same underlying issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* performance and VRAM leakage in dataloader threads are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward docs confusion and Llama 3.2 model loading breakage are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application and old checkpoint meta-init incompatibility are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access and timestamp calculation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "SAM HQ test seeding and VRAM leakage are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both are tokenizer behavior regressions in v5; 43066 is the specific wrong-decoder-type manifestation of the broader behavior-change report in 42913." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "A scheduler bug and an unrelated placeholder issue title are not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted soft links are conservative: 42913\u219443066 is a plausible tokenizer-v5 duplicate pair, and 44246\u219444273 is a reasonable lazy-loading/import-time symptom-root pairing. The remaining rejections stay appropriately narrow and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 43, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "e246d8fe1c5c61c73346920283c41fc4ad81617ab315caa983d79526f103264a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 14, + "serialized_chars": 14254, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-pair candidates look like false positives: they share broad wording (loading, config, AttributeError, fp8, etc.) but point to different features, models, or code paths. No clear canonical duplicate emerges from this set.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: tied-weights key handling crash vs chat template crash on tool-call assistant messages." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated topics; one is a placeholder-like issue title, the other is a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unemployment issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression is a concrete model-loading bug; the other issue is unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Both involve attribute errors, but on different configs and different code paths; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is distinct from _tied_weight_keys list handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen support for inference is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Pretrained loading performance and tensor-parallel training bugs are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to checkpoint loading speed." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MOE, but one is FP8 inference support and the other is a from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer-loading regression is not the same as slow checkpoint loading." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 Qwen support are separate feature gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "623006636a96386421082465c5cb50daeec3679cfec9da9816efbb6ca8491a46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct community contribution requests, not duplicates: one is for Flash Attention 2 support and the other for GGUF support, even though both mention adding architecture support.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: issue 26350 and issue 33260 request different features and do not describe the same underlying work.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 26350 is slightly better only because it is older and has more discussion activity, but it is not a true duplicate target for 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests in different areas (Flash Attention 2 vs GGUF); shared wording about architecture support is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "052890fc48eabc94310a0eb090528ec3080b4b22c178a55da2229a5f08bbe7fd", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all translation-request issues with highly templated titles, but only #27088 is explicitly about Turkish; the others look like generic placeholder instances rather than the same exact underlying request. I would not merge any pair as duplicates on the available evidence.", + "confidence": 0.83, + "canonical_issue_reason": "#27088 is the most concrete and specific issue in the set: it names Turkish explicitly, while the others are generic template-style titles with no visible language details here.", + "canonical_pr_reason": null, + "best_issue_reason": "#27088 is the best anchor for this cluster because it is the only issue that clearly identifies the target language and therefore has the strongest standalone signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-related, but the evidence only shows a generic template on one side and a concrete Turkish request on the other; that is not enough to say they are the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The titles are similar at a template level, but there is no concrete match on the target language or request details beyond docs translation in general." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same broad translation theme, but not the same specific request: one is explicitly Turkish, the other is only a placeholder-style language template." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both appear to be generic translation-template issues, but there is no evidence they refer to the same language or the same exact change/request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "High textual similarity alone is not enough here; these look like separate template instances rather than one duplicate report." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "The available metadata does not show a shared concrete target beyond a generic docs-translation template, so they should not be treated as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "6f6fffab25a25d3979a0af8362116356cd1286ca221634ef1b23283525d68557", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The items are mostly independent model-support requests, not duplicates: they span different model families and even different modalities (text, audio, OCR, perception). The apparent overlaps are only broad thematic similarity, so none should be merged as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the requests target different models and capabilities, so they are not duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 43671 is the most active and clearly described among the audio-related requests, but it still does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Both are model-add requests, but EuroBert and DEIMv2 are different architectures with separate implementation work." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to adding Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are distinct model families and changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text-model support is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions, not the same request." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS support are unrelated model integrations." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different code paths." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse-transformer request are distinct model changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE models are related only at a high level, not the same request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Both mention Qwen3, but TTS and ASR are different modalities and likely different implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS models with separate support work." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "A TTS model request is unrelated to the sparse-transformer request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model integrations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE perception-encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio support and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are different model architectures." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different modalities and models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model additions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "cbb40701e334e357ececad06a42e98e6256a988d685d99894e3bc251c84264fb", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These soft-linked issues are not duplicates: they span unrelated bugs in different areas (model normalization, Mask2Former loss handling, config typing, a typo, and tokenizer warnings). No soft pair looks like the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44031 is the broadest, most discussion-heavy bug report in the set, so it is the closest thing to a cluster anchor even though the items are actually heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43240 is the most concrete, code-path-oriented bug report and is the strongest standalone issue here, but it still does not unify the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different concerns: model normalization implementation vs. a config type-hint typo." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is about Mask2Former's ignored loss value; the other is about kwargs not reaching a loss function\u2014related only loosely by training code." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and symptoms: Mask2Former loss handling vs tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A runtime model bug and a documentation/attribute typo are not the same underlying issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss behavior does not match a ModernBERT config type annotation issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwarg forwarding bug vs incorrect config type hint; no shared concrete code-path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated: ModernBERT `norm_eps` typing vs tokenizer regex warning after 4.57.3." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small fixes, but one is a type-hint error and the other is a typo in a quantization attribute name." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "91c1774746b59900bfb7d0d382719d9768d814ddfa7e0d55e6aaf06c0eac58bf", + "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 about different requests: one is a generic feature request for block decoding, the other is specific support for DeepSeek v3.2. There is no strong evidence they describe the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the titles and likely scopes differ substantially, so neither issue is a duplicate of the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical for the pair because they target different functionality and do not appear to overlap in concrete implementation scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: 'Set Block Decoding' is a broad decoding feature request, while 'DeepSeek v3.2 support' is a model-specific compatibility request. They do not look like 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": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "ecf2a1eee88737bc84261a7778e4ae86a436f83ad6646b2edd52ac142c5a3d3c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are not duplicates: one is about making Trainer\u2019s `remove_unused_column` behavior more customizable, while the other is about FLOPS estimation for custom trainers. They touch the same general Trainer area but describe different problems and fixes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue emerges because the issues are unrelated; if forced to pick a representative, #43598 is a clearer, more concrete Trainer customization request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns: `remove_unused_column` customization vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "35c0a273185b383ecb8b759903ad08e0b53bbac811f47bd292a329177ab47b8e", + "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 core model registration for Qwen3-Omni, while the other requests sequence-classification support for Qwen3.5. They touch different model variants and different functionality layers.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate issue: the requests target different capabilities (AutoModel/AutoModelForConditionalGeneration registration vs AutoModelForSequenceClassification support) and different Qwen model families.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader, more foundational request and is the closest thing to a representative issue, but it still should not be treated as a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni model registration for base/generative auto classes vs Qwen3.5 sequence-classification head support. Not the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "db474929e338b9669489c06f815c46120c6b25f1f41f95afd8094b2742732575", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are extremely sparse issue reports with only generic or near-empty titles. The three \"huggingface\" issues look superficially related, but there is not enough body detail to confirm they describe the same underlying problem. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43859 is the only report with any discussion activity, so it is the best available anchor among otherwise low-information issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the best global issue candidate for triage because it has at least minimal activity and matches the repeated title pattern, but the reports are too under-specified to be strongly meaningful.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Both are too sparse and the titles are not enough to confirm the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak textual similarity is available; there is no body evidence that they describe the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The reports are under-specified and do not provide enough shared detail to justify duplicate merging." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These titles match exactly, but the bodies are too thin to confirm they are truly the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "There is not enough substantive content beyond a generic title to treat them as the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The similarity is only superficial; the available text does not establish a 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": 11, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "ebc191fa19a7d622c923a6869092f3584dbc52106d12019420a73aa669b968bc", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-information issues with placeholder/spam-like titles and no evidence of a shared concrete bug or change; they do not form a duplicate cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical issue: the set is dominated by spam/placeholder titles and lacks any substantive description or shared bug details to anchor deduplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44418 is the least placeholder-like title and is the only one that reads like a normal issue, but it still has no concrete enough content to serve as a reliable canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles; no shared underlying bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam titles; nothing indicates the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a generic documentation suggestion, but there is no concrete overlap." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles with no shared bug, feature, or code path." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus placeholder spam; not the same underlying request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus placeholder spam; no evidence of duplication." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no specific issue/change content to confirm they are duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam title and an unrelated named topic; not the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam title and an unrelated named topic; no duplicate evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "b15563227e049b26fb20bc6684e70f0210f8d8da6a2719650aa288369fc25ff6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are very likely duplicates: they have the exact same title and soft-similarity evidence, but the packet does not prove their bodies are identical. #45145 is the best canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the most established representative for this likely-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the primary record because it is earlier and already has more thread connectivity than #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate based on identical title and soft-similarity evidence; the packet does not prove the bodies are identical, but it is reasonable to treat them as the same request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that the issues share the exact same title and have soft-similarity evidence, but it does not directly show their bodies are \"near-identical\" or that they are definitively the same request. The duplicate verdict should be more conservative (e.g., \"likely duplicate based on identical title and soft similarity\")." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45587", + "pull_request:45622" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:45622", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45622", + "pull_request:44827|pull_request:45587", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "156f95bf4d19d1d8dc1429b29f2b42d210047a30155c553c1e9bbd86cc7c1c6b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity across unrelated PRs. The only true duplicate pair is the two `fixed_cross_entropy` fixes (43251 and 43254), which both forward `weight`/`label_smoothing` to `nn.functional.cross_entropy` in `src/transformers/loss/loss_utils.py` for issue 43240.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best representative of the real duplicate pair: it has the explicit issue link, the same concrete `fixed_cross_entropy` fix, and the more complete/traceable description.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest canonical PR overall because it directly addresses the underlying bug, has the issue target attached, and matches the exact code-path change duplicated by 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: VideoPrism model/docs addition vs an ExecuTorch export test for dynamic shapes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer helper methods for Mistral Common are unrelated to adding MobileLLM." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Missing tokenizer methods vs dynamic-shape export tests; different subsystems and bugs." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness work is not the same change as introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs fix and a new model implementation are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`cross_entropy` kwargs forwarding is unrelated to Mistral4 test/integration changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export testing and Mistral4 test fixes do not target the same underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model scaffolding and Falcon output-interface refactoring are different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45622", + "accept": false, + "reason": "New model addition vs PEFT constructor fix; no shared underlying bug or change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and the model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor is not the same as Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45622", + "accept": false, + "reason": "Mistral4 tests and PEFT constructor internals only superficially overlap; they fix different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45587", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to docs for continuous batching memory management." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/integration changes are not the same as the `layrnorm` to `layernorm` rename across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A Mistral4 test fix is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `fixed_cross_entropy` function in `loss_utils.py` to forward supported kwargs (`weight` and `label_smoothing`) for the same issue 43240, so they are the same underlying fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted pair, 43251/43254, clearly patch the same `fixed_cross_entropy` function in the same file for the same issue, so that mergeable-duplicate verdict is justified. The remaining soft-edge rejections are conservative and consistent with the visible titles/diffs; no evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "dd556f46d7e4e8ce6fe09a5efa0f34970929730aa5aac8cc8ee5de80c4a4f3d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not the same change: #40546 adds the base VibeVoice model, while #42781 adds VibeVoice Realtime plus an acoustic tokenizer and generation changes. They overlap on shared model plumbing, but the underlying scope is different.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the better canonical representative of the core VibeVoice addition: it introduces the base model/docs and has substantial review activity. #42781 is a narrower, draft realtime follow-up with extra tokenizer/generation work.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best overall PR representative because it is the primary base implementation of VibeVoice, whereas #42781 is a draft extension focused on realtime support and a new tokenizer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files indicate overlap, but #40546 implements the base model while #42781 adds realtime-specific functionality and an acoustic tokenizer; they are related follow-ups, not the same concrete 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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "40b36191e1af9c572de66ba2a08ca7e589e1ddaa2a7ab35a06a4f36a8558ae56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open PRs are unrelated feature additions for different models: TimesFM covariate forecasting versus DINOv3 image classification support. They do not look like the same underlying change and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the better canonical PR for this cluster only as a representative artifact: it has a narrower, clearly defined feature addition and more review activity. However, it is not a duplicate of #40755.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the stronger representative PR because its scope is more concrete and self-contained. PR #40755 is a separate TimesFM enhancement with different code paths and should remain distinct.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different feature areas: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared concrete bug/change path, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "5ca5622c9633bbe7eef9d70a2eb0e3cf7982d42dc10a27ffb1990f021d804327", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are PRs for adding DEIMv2 support to Transformers. PR #44339 is the more complete later submission and appears to subsume the earlier #41356 work, so it is the better canonical PR candidate. There is no issue in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the broader, later DEIMv2 implementation and includes the core model integration plus additional framework wiring (auto-mappings, conversion, loss/modular updates), making it the best representative PR.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the most complete and maintainable PR for the DEIMv2 addition; it covers the same feature area as #41356 but with substantially more finished integration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Both PRs target the same DEIMv2 model addition, and #44339 looks like a superset that could plausibly replace the earlier implementation in one merged change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both items are PRs tied to the same issue target (41211) and the later PR #44339 clearly adds broader DEIMv2 integration while overlapping core files with #41356. The soft-edge verdict is conservative, phrased as a plausible supersession rather than a certainty. No issue is present in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "f1d7c5ed988d770f7a01eb956b28dcb7cdb08b3bf52a7c2e22052331bb08a42c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs: one adds DeepSeek OCR, the other adds Isaac. They overlap in Transformers scaffolding and docs, but they implement different models and code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "41797 is the more established and broader PR, with substantial implementation and review activity, but it is not the same change as 45186.", + "best_issue_reason": null, + "best_pr_reason": "41797 is the better representative PR for the cluster because it is the earlier, more reviewed, and more complete model addition, though it should not be merged with 45186.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "They add different models (DeepSeek OCR vs Isaac) with different configurations, model files, processors, tests, and docs. Shared auto-registration/docs scaffolding is not enough to treat them as 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": 6, + "component_count": 25, + "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-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "24d82348f0c461f8db8b70c3f527755390623f2ceb2ac7e9425e7d911981ef5c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-integration PRs: one adds InternVLFlash, the other adds AXK1. They overlap only on shared Auto/registry plumbing, not on the same underlying bug or feature.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduping here: PR 42166 introduces InternVLFlash, while PR 45426 introduces AXK1, so they are different feature additions sharing some common registration files.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, PR 42166 is the more complete integration (docs + tests + model code), but it is still not a duplicate of PR 45426.", + "soft_edge_verdicts": [ + { + "left": "add internvl_flash model", + "right": "Feature/add axk1", + "accept": false, + "reason": "Different model additions with different codepaths; shared auto-registry files are incidental and not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 25, + "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-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "58545cda1a2c00e4fdb3beb8d023ee40979a0c91a817d33b6ad75ffb04275f27", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another. 42227 is a focused Whisper pipeline bug fix, 43291 is a Whisper tokenizer/test change, 43665 is unrelated test-file churn, and 44815 is a broad FP8/dequantization fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "42227 is the clearest representative PR in this set: it has a specific Whisper bug, a focused code change, and an explicit issue target. The others are either test-only, unrelated, or much broader in scope.", + "best_issue_reason": null, + "best_pr_reason": "42227 is the best standalone PR because it addresses a concrete user-facing bug in the ASR pipeline and has the strongest traceability to a reported issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both touch Whisper, but they fix different code paths: 42227 passes return_language through the ASR pipeline, while 43291 changes tokenizer decode behavior/tests. Not the same underlying bug." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "Unrelated changes. 42227 is a Whisper pipeline fix; 43665 only adds bogus test assertions in CLIP/ViT test files and does not address the same bug." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "Completely different area and purpose: Whisper ASR return-language handling versus FP8/dequant/model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "43291 is a Whisper tokenizer fix, while 43665 is unrelated test churn in CLIP and ViT. No shared concrete change or bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and problems: Whisper decoding versus FP8/dequantization and model loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "No overlap in underlying bug or change; 43665 is test-only noise, while 44815 is a substantive quantization/dequant 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": 8, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "00cce191563cf78862acd7b7f129232fa445b495cedb4ec580326a457d948c6f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions maintenance changes, but they address different version bumps and different goals: 42975 is specifically about Node 24 compatibility for workflow actions, while 42976 is a separate upgrade of several actions including docker/build-push-action. The overlap is superficial rather than the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest, more specific intent (Node 24 compatibility) and its diff is centered on that workflow-action compatibility update.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster\u2019s theme because its title and diff clearly identify the maintenance goal, whereas 42976 is a broader/latest-versions bump with a different concrete scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are related maintenance PRs, but they do not fix the same concrete bug or implement the same change. 42975 updates actions for Node 24 compatibility; 42976 bumps different actions, notably docker/build-push-action, to newer versions. Shared workflow files alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-9", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45283", + "pull_request:45490", + "pull_request:45626", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45283", + "pull_request:44601|pull_request:45626", + "pull_request:45283|pull_request:45626", + "pull_request:45490|pull_request:45626", + "pull_request:45490|pull_request:45630", + "pull_request:45626|pull_request:45630" + ], + "prepared_review_unit_hash": "7849dfa95f3843516ea5bd439f458f66fef73f85344bca5d78ab6e08847f78d8", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 29349, + "estimated_input_tokens": 7338, + "estimated_eval_tokens": 14932 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 29349, + "estimated_input_tokens": 7338, + "estimated_eval_tokens": 14932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of unrelated model-addition and infrastructure PRs that only resemble each other because they follow the same Transformers template. None of the soft-similarity pairs look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared docs/auto-registration files are template overlap, not the same fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model additions with different codepaths and files; similarity is only from model onboarding boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are separate model PRs; shared auto/doc files do not indicate one underlying bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related names but still separate model implementations, docs, and tests; not mergeable as one concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; overlap is only in standard registration files." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM touch different model packages and have different purposes; no shared bug or code-path fix." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2.5 audio model support and Qwen3.5 GGUF loading are different features in different subsystems." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45626", + "accept": false, + "reason": "Distributed pipeline-parallel loading support is infrastructure; PP-FormulaNet is a new model PR. They do not fix the same problem." + }, + { + "left": "pull_request:45283", + "right": "pull_request:45626", + "accept": false, + "reason": "Qwen3.5 GGUF loading support and PP-FormulaNet model support are unrelated changes with no shared concrete code-path issue." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45626", + "accept": false, + "reason": "CTSM model addition and PP-FormulaNet model addition are distinct model PRs; shared auto/doc churn is not enough to treat them as duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM and Kimi2-6 are separate model onboarding PRs; the overlap is generic template code, not the same change." + }, + { + "left": "pull_request:45626", + "right": "pull_request:45630", + "accept": false, + "reason": "PP-FormulaNet and Kimi2-6 are different model additions with different architecture and file sets; not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "a4ab09b31b96c3653260eda26715a6a76b4d0ef4a44ca92d77d7eeca4f5d8c66", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three open PRs are not duplicates of the same change; they are separate test/dummy edits touching different workflows and files. The shared Vit test file is incidental and does not indicate a common underlying bug or fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the three PRs address unrelated areas (packaging/versioning, self-comment CI, and PR CI caller wiring) and are all artificial '[don't merge]' changes rather than one shared fix.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR must be chosen, #43532 is the broadest and most structurally coherent change, but it is still not a superset of the others and should not be treated as the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different dummy changes: #43488 tweaks setup/dependency/version metadata, while #43532 rewires self-comment CI and test utilities. Shared Vit test filename is incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "#43488 is packaging/version churn; #45476 adds a PR CI caller workflow and unrelated placeholder code in CLIP/chinese-CLIP files. Not the same underlying bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both are artificial '[don't merge]' PRs, but they modify different CI paths and unrelated files. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "c9b12ea72345d7c47de5b53c0e9b0077ef10d01716f7c6d7e93491cecc99de10", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate open PRs add different pipelines: Promptable Concept Segmentation and Promptable Visual Segmentation. They overlap in registration/docs scaffolding, but they target different tasks, different pipeline modules, and different model/test surfaces, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are adjacent but distinct feature additions, each implementing a different pipeline and model integration path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader and more complete feature set, but it still does not subsume 43612 because it implements a different segmentation pipeline.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying change: concept segmentation vs visual segmentation. They share some boilerplate files, but the pipeline names, task docs, model integrations, and tests point to separate features, not one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "a9a9806e32e4c7866b48300debebd0a249261b2f4356537f609bdde6bf6081f8", + "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 Trainer PRs that both add small extensibility hooks, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related in theme but not the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue exists in the cluster; if one PR must stand in as the representative, 43663 is slightly more canonical because it introduces a reusable Trainer helper that centralizes an existing code path, whereas 43651 is a narrower behavioral tweak.", + "best_issue_reason": null, + "best_pr_reason": "43663 is the better representative PR because it is a cleaner internal refactor with a clear extension point and broader applicability within Trainer. 43651 is valid but more specialized and behavior-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: these PRs change different mechanisms in Trainer. 43651 adjusts loss normalization during gradient accumulation; 43663 extracts signature-column logic for model input filtering. Same file and similar extensibility theme, but not the same underlying bug or 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": 13, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "7b790654607e5ff8383e0fa7d6220c2a30e32782182f2e872831003575c68c20", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 43842 is the clearest, narrowest fix for the `TypeAdapter` NameError in `src/transformers/cli/serve.py`. PR 43836 looks like a broader variant of the same bugfix, but PR 43656 is too weakly supported to merge into this cluster because it targets a different issue and appears to be a more general postponed-annotations change.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the best canonical PR because it directly and minimally fixes the runtime `TypeAdapter` NameError, with a small diff and a clear issue target.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the strongest representative of the cluster: it addresses the concrete failure directly, with the least extra typing/refactor churn.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "This is not strong enough to treat as the same fix: 43656 targets issue 43576 and makes a broader postponed-annotations change, while 43842 is a focused NameError fix. Shared file/symptom alone is insufficient." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs address the same `TypeAdapter` NameError in `src/transformers/cli/serve.py`, and 43836 appears to be a broader implementation of the same underlying bugfix. They look plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. PR 43842 is clearly the most focused TypeAdapter fix, but the claim that 43656 is the same TypeAdapter NameError is not well supported by the provided diff preview: 43656 shows a broader postponed-annotations change and targets a different issue (43576), with only soft similarity evidence against 43842. That is not enough to confidently merge it into the same bugfix cluster. The 43836/43842 pairing is more plausible, but the overall cluster summary should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "1b3e5d56a718451a482744ef4b9c7675dab838e890ca2e6baf3ea925226498ee", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76931, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-by-model output-tracing refactors for the same framework-level initiative, but most PRs are not duplicates of each other because they touch different model code paths. The only clear duplicate subgroups are the GPT-J/CodeGen variants and the GPT-Neo variants.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical anchor for the GPT-J/CodeGen duplicate subgroup: it targets the same concrete code paths as the earlier GPT-J variants, has the shared output-tracing refactor intent, and looks like the later consolidated version of that change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single representative of the same underlying change because it is focused, explicit about the output-tracing refactor, and most plausibly subsumes the earlier GPT-J-specific iterations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are output-tracing refactors, but they apply to different model families (CVT/FNet vs GPT-J/CodeGen), so they are not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model code paths (CVT/FNet vs DeBERTa-v2); same initiative, but not a duplicate PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target GPT-J output tracing in the same model file and appear to be the same concrete refactor path, with only minor iteration differences." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "These are separate model implementations (ResNet/RT-DETR ResNet vs EfficientNet), so they are not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; both are standardized-output refactors, but not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet touch different model implementations, so this is only thematic similarity." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are different models and fix different forward/output plumbing." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR: same refactor pattern, different underlying code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct model implementations; do not merge based on shared decorator work." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same model file, and the diff previews point to the same underlying code-path migration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model families; same migration theme, not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44044", + "accept": false, + "reason": "GPT-Neo and DeBERTa-v2 are unrelated implementations, so these are not duplicates." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are different model refactors; same broad initiative only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet: different model families and different forward implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different model implementations; not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct refactors despite similar output-tracing patterns." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different models with different output-handling code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are not the same underlying fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are distinct code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are separate model refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model files and output paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different model implementations; only the refactor pattern matches." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct model-specific output refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different models; do not treat as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are distinct code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different models and different forward paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are distinct code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "Segformer and TextNet are different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; similar standardized output handling only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The accepted duplicate pairs are supported by overlapping GPT-J/CodeGen and GPT-Neo file changes, while the false verdicts appropriately separate different model families/code paths. The canonical PR choice for the GPT-J/CodeGen subgroup is also reasonable given the later consolidated diff." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 25, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request: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": "1b0eb1546754af6fb76c3546a0bdac8ace894306fe83f2ffc8e2d8cbb4e9727b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors for standardized output tracing/capture, but they touch different architectures and code paths. They are related by technique, not by the same underlying bug or mergeable change, so the soft links should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the strongest representative of the cluster because it has an explicit issue target and a concrete SpeechT5 layer change, making it the best anchor for this refactor theme.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best standalone PR in the set: it has the clearest scope, an explicit linked issue, and a nontrivial model-specific implementation rather than just a generic refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but one is for VisualBert and the other for TextNet. Different model implementations and code paths, so not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model files; the shared theme is only the standardized tracing refactor pattern, not a single bug or mergeable code change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations (MPNet vs TextNet). They may use similar decorator plumbing, but they do not fix the same concrete code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct architectures with independent output handling; similarity in refactor style is insufficient for deduplication." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 changes are in different model implementations and are not plausibly one combined PR for the same bug/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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|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": "b3aca3b33fc546ba1c85e8cb116a7e6251bd04049022e033ce5adda412fccde9", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41325, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all members of the same broad output-tracing refactor theme, but they target different model implementations and code paths. I did not find any duplicate-worthy pair: they are related stylistically, not the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative single example of the cluster: it applies the output-tracing refactor to two closely related Mamba-family models and includes explicit recorder wiring, making it a clearer exemplar than the smaller one-model cleanups.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest standalone representative because it is more substantive than the other refactors and shows the full tracing/capture integration across a closely related pair of files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files; same refactor pattern, but not the same underlying bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model code paths; this is only a similar output-tracing cleanup, not a mergeable duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate architectures with similar API cleanup; not one concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and distinct implementation details; too broad to treat as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Both are tracing refactors, but they touch unrelated models and code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations; same theme only, not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model files and distinct forward/output changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are output-tracing refactors, but they are for different models and not one underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different code paths in different model wrappers; not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same refactor style, but the encoder-decoder wrapper is unrelated to MobileNetV1." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated models; similar cleanup pattern is not enough to merge them." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and model implementations; not the same concrete bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "These touch different model families and different output plumbing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Same broad tracing refactor, but distinct model wrappers and forward signatures." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model code paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different tracing implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Distinct architectures; same modernization theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Not the same underlying code-path problem; just another model adopting the same refactor pattern." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and distinct forward/output semantics." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated models; too broad to count as a duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and output plumbing; similar theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These are separate model refactors, not one shared defect or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and different implementation targets." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both involve output-related refactoring, but they are different code paths in different models." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code and different forward signatures; not a duplicate pair." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Same general cleanup theme, but unrelated models and concrete changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model implementations; 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just another model adopting the pattern." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model wrappers and code paths; similar tracing refactor only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different architectures and implementation details." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model code paths; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and output contracts." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; same theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model code paths despite similar refactoring style." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct models and forward/output changes; not mergeable as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different subsystems; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model implementations with different concrete changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and output paths; similar refactor theme is insufficient for duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "0477964a07c6baee8c710646c6adf3639d01bb7fa747f5c0b69efbe896877e62", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three independent model-integration PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate auto-mapping/docs patterns, but not the same underlying bug or change, so none should be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each pull request introduces a distinct model implementation and associated docs/tests, not the same fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest representative only because it is the most mature of the set (highest review activity, non-draft), but it is still a separate model addition rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "PenguinVL and Voxtral TTS are unrelated model additions for different code paths and model families; shared auto-registry/docs edits are generic boilerplate, not evidence of the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "PenguinVL vs DeepSeek-OCR-2 are separate model implementations with different files and functionality; overlap is limited to standard Transformers scaffolding." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS target different models and different processing/modeling stacks, so they are not mergeable as one PR for the same underlying fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "86fc2b03cc1172bd52938ea751667b81abf5cc04940494b34905aefa056ed19b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related to fusion, but they address different layers of the feature: one introduces a new generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration plumbing. They do not look like duplicate implementations of the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the better representative of the cluster because it shows the more complete end-user feature path: KernelConfig wiring, integration changes, and a usage example. PR #44979 is a lower-level API scaffold for module fusion rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the most substantive and feature-complete PR in the set, with model/config plumbing and an example demonstrating the fusion workflow. It is more suitable as the cluster anchor than the standalone API proposal in #44979.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different scope and code path: #44979 adds a generic module fusion API and tests, while #45363 implements kernel fusion via KernelConfig across modeling/integration code. They are related conceptually but not the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "d14de3bcfe2fdfc447a1cfa690dbd864ff539603c6575c3c4a397ad77f7e66ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same concrete bug in `_patch_mistral_regex`: using `tokenizer.backend_tokenizer.pre_tokenizer` caused an `AttributeError`, and both switch to `tokenizer.pre_tokenizer` with the same underlying fix. PR 45317 is the stronger canonical choice because it includes the fix plus test coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR: it fixes the same AttributeError as 45086 and also adds a test file, making it the more complete and merge-ready version of the same change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR representative because it targets the same issue, applies the same code-path fix, and includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file; 45317 is a near-direct superset of 45086 with added tests, so they are duplicates/versions of 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": 20, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "eac41f007bdb1fb80d3140400e7840d04f0a9b6e6804b7d6a024327e017ce14a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch NemotronH internals, but they are not duplicates: one is a narrow conversion-mapping/refactor pass, while the other is a broader split into NemotronH dense/sparse packages with docs and tests. The overlap is mostly in shared base model files, not the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more central NemotronH restructuring change: it introduces the dense/sparse model split, updates auto-mapping, docs, and tests, and wraps the old NemotronH entrypoint for backward compatibility. PR #45115 is a narrower converter/inheritance refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 best represents the cluster because it captures the main architectural transition for NemotronH and its new variants; the other PR is a smaller related refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files are not enough here: #45115 is about GraniteMoeHybrid-compatible conversion/key renaming and inheritance refactor, while #45569 adds separate nemotron_h_dense/nemotron_h_sparse modules, docs, and tests. Different concrete changes, not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "97af8317c894556305aeb36f7b95bc9ef2ff945cd44fae30412e91d8d6fa6633", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: PR #45333 adds heterogeneous per-layer configuration support, while PR #45332 builds on that to add broader heterogeneous model/masking/cache integration. 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They span different models and different fix types: a real model-parallel code fix, a separate XCLIP split-module fix, and several test-only expectation updates for XPU/padding behavior.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present. Among the PRs, #45487 is the strongest representative because it contains a concrete runtime bug fix in model code (device placement / model-parallel handling) rather than only test expectation updates.", + "best_issue_reason": null, + "best_pr_reason": "#45487 is the best standalone PR in the set: it addresses an actual code-path problem, touches model implementation files, and fixes a broader class of model-parallel failures than the test-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45394", + "right": "pull_request:45596", + "accept": false, + "reason": "Different models and different problems: XCLIP split-module handling vs BLT XPU generation expectations. Same broad theme of failed tests is not enough." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "#45487 fixes model-parallel device placement in model code; #45592 only changes FastVLM test padding-side behavior. Not the same underlying bug/change." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45596", + "accept": false, + "reason": "Both mention XPU/model issues, but one is a substantive AltCLIP/ChineseCLIP code fix and the other is BLT test expectation updates. Different concrete changes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "#45487 fixes runtime model-parallel behavior; #45615 only adds XPU expectations in qianfan_ocr tests. Different artifacts and no shared code-path bug." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45596", + "accept": false, + "reason": "FastVLM test padding-side issue and BLT XPU expectation issue are unrelated test fixes for different models." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45615", + "accept": false, + "reason": "#45592 is about FastVLM padding/test setup; #45615 is about qianfan_ocr XPU expected outputs. Not the same change." + }, + { + "left": "pull_request:45596", + "right": "pull_request:45615", + "accept": false, + "reason": "Both are test expectation tweaks for different models, but they do not fix the same concrete bug or code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "8451c32533e2c451e4f0e06b012fba13d350698fddb3b0cbe92ab707c6f62423", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different typing-related pull requests. PR 45415 is a broad type-checking sweep across many Transformers files, while PR 45425 adds specific typing helpers/protocols and related fixes. They overlap in a few files but do not look like the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a focused typing-support change with a clear purpose, whereas PR 45415 is a much broader repo-wide type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the strongest standalone PR in the cluster because it makes concrete typing infrastructure additions and is more self-contained than the large type-checking sweep in PR 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Overlap in typing-related files, but the changes are not the same concrete fix: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing aliases/protocols and targeted support code." + } + ] + }, + "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": 25, + "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-45524-2", + "nodes": [ + "pull_request:45524", + "pull_request:45650" + ], + "soft_pairs": [ + "pull_request:45524|pull_request:45650" + ], + "prepared_review_unit_hash": "a4b3fca1cdc691cd23bb743cc758fb03f46d9f2a4b5e5abf16b9814674b4362b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4378, + "estimated_input_tokens": 1095, + "estimated_eval_tokens": 2446 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4378, + "estimated_input_tokens": 1095, + "estimated_eval_tokens": 2446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target flash_attn-related availability checks in `import_utils.py` for Python 3.13, but they are not the same patch: 45524 is the narrower KeyError/missing-mapping fix, while 45650 also changes the FA3 package lookup behavior.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45524 is the cleaner canonical fix: it directly guards `PACKAGE_DISTRIBUTION_MAPPING` lookups with `.get(..., [])` for the flash_attn checks without changing the underlying package-selection logic.", + "best_issue_reason": null, + "best_pr_reason": "PR 45524 is the best representative of the underlying bug because it matches the issue description most closely and avoids the extra behavior change introduced by 45650.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45524", + "right": "pull_request:45650", + "accept": false, + "reason": "Reject: they overlap on the same file and issue target, but 45650 is not just a duplicate of the KeyError fix; it also changes `is_flash_attn_3_available()` to check `flash_attn` instead of `flash_attn_interface`, so the concrete code-path change is different." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "35953697445f117e60c25c0cdab94e3f444d5f83a9849552c0f9b89d95da8e1e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs address the same xdist collision problem around captured_info debug artifacts; 45645 is the broader, more complete fix and 45639 is a narrower subset of it.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical representative because it includes the core xdist-safe output-file change in testing_utils and also updates CI artifact collection to handle multiple worker files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall fix: it covers the same root collision bug as 45639 and also preserves/log-collects the resulting debug artifacts correctly in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info/xdist collision path in testing_utils; 45645 appears to subsume 45639 by adding the same fix plus CI-side aggregation for the new per-worker files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/manifest.json b/snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..092a66836cfb06530d116324354420aae7c4c68e --- /dev/null +++ b/snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260427t000017z", + "artifacts": { + "hybrid": "snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-27T00:01:34Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260427T000017Z", + "variant": "hybrid" +} diff --git a/snapshots/20260427T000017Z/manifest.json b/snapshots/20260427T000017Z/manifest.json index 0ada04133a890ddd199190d6c4fe47557e8defae..da19aa50c9c4973cdfef6981bd4822892991af74 100644 --- a/snapshots/20260427T000017Z/manifest.json +++ b/snapshots/20260427T000017Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 43 }, "extracted_at": "2026-04-27T00:00:17Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260427t000017z", + "runs": { + "hybrid-model-20260427t000017z": { + "analysis_id": "hybrid-model-20260427t000017z", + "artifacts": { + "hybrid": "snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260427T000017Z/analysis-runs/hybrid-model-20260427t000017z/manifest.json", + "model": null, + "published_at": "2026-04-27T00:01:34Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260427T000017Z", "watermark": {