diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 215cd30a6313d65840600937b65e6da9a8ac47b3..12fde841f97dc8066c312cf05c426c91b26c6cf1 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": "20260509T000027Z", - "generated_at": "2026-05-09T00:11:01Z", + "snapshot_id": "20260509T060023Z", + "generated_at": "2026-05-09T06:08:25Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,204 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43656, - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43836, - "code_similarity": 0.36, - "size_similarity": 0.176, - "file_overlap": 1.0, - "area_overlap": 0.051, - "patch_similarity": 0.048, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ] - } - ] - }, - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - }, - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1620,6 +1422,75 @@ } ] }, + { + "cluster_id": "cluster-43824-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 43824, + "canonical_pr_number": 43836, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2117,16 +1988,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-4", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43836, - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2136,6 +1997,15 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 2c72b69356db580c3cd6279a4a610405378a3c64..cbf6b14014af42ec4ea5be54fb23230d25cf8213 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": "20260509T000027Z", - "generated_at": "2026-05-09T00:11:01Z", + "snapshot_id": "20260509T060023Z", + "generated_at": "2026-05-09T06:08:25Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "4929c4a3069ad42a997018a65be24c829a02d2274479dc5fb99cda6877b28426", + "prepared_review_unit_hash": "6bf651a68b2d723bbbf9fa2370230f1543b4039ed2190305558c5fd903edea3a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not a true duplicate set. Issue 16618 is the broad model-loading failure, while 15980 is specifically about a bad auth error for private model downloads and 13244 is about Tapas tokenization differences.", - "confidence": 0.9, - "canonical_issue_reason": "#16618 is the broadest and most central user-facing model-load failure in the set; the others are about different root causes and code paths.", + "summary": "These issues are only loosely related by theme, but they describe different problems: tokenization mismatch, private-model auth/error messaging, and a generic model-loading failure. I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue #16618 is the most generic and discussion-heavy of the three, so it is the best representative if one must be chosen, but it still appears to be a distinct bug from the other two.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 best represents the cluster\u2019s shared model-loading theme, even though the other issues are not duplicates of it.", + "best_issue_reason": "#16618 is the best issue to anchor the cluster because it is the broadest model-loading report and has the most activity, but it should not subsume the others as a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization behavior is unrelated to a generic BERT model load failure; different subsystem and bug." + "reason": "Tokenization behavior matching TensorFlow code is a different subsystem and failure mode from being unable to load a model." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download auth/error-message handling is a different failure mode from 'can't load bert-base-uncased'; not the same underlying bug." + "reason": "#15980 is about the error shown when downloading a private model without login, while #16618 concerns failing to load 'bert-base-uncased'; same area, but not the same bug." } ] }, @@ -87,7 +87,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:24643", "issue:30277", @@ -158,8 +158,8 @@ "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", - "issue:43975|issue:44457", "issue:43039|issue:45161", + "issue:43975|issue:44457", "issue:44292|issue:44457", "issue:34928|issue:44805", "issue:24643|issue:30277", @@ -211,418 +211,424 @@ "issue:45800|issue:45823", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "83671578cf33ce3c9529ee4bef7423820903edbe840e6cb4e4d37193ba8486f1", + "prepared_review_unit_hash": "f58c354d214dcb2df40150e9fa284b06a36d4ee3965eb8d0d583aa0bc5878760", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 71, - "serialized_chars": 48869, - "estimated_input_tokens": 12218, - "estimated_eval_tokens": 24692 + "serialized_chars": 48865, + "estimated_input_tokens": 12217, + "estimated_eval_tokens": 24690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports with similar-sounding error strings. The only clear duplicate is the DeepSpeed ZeRO-3/Bert index-out-of-bounds pair; the rest differ by model, backend, or feature area.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43596 is the best anchor for the one clear duplicate set: it names the ZeRO-3 init index-out-of-bounds failure concisely and covers the shared BertModel code path.", + "summary": "This cluster is mostly a mix of unrelated model-specific bugs and doc issues; only one pair looks like a true duplicate. The strongest duplicate is the Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43596 is the best representative because it states the core failure clearly and broadly (index 0 out of bounds with DeepSpeed ZeRO-3 and BertModel), and it has a strong duplicate counterpart in issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest representative issue in this set because it is the clearest, most general description of the shared ZeRO-3/Bert failure.", + "best_issue_reason": "issue:43596 is the clearest anchor for the shared Bert/ZeRO-3 out-of-bounds bug among the issues here; the rest are either different models, different error classes, or documentation cleanups.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: one is a config attribute error, the other is a streaming chat/completions runtime issue." + "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions API issue." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and backends: AMD GPU failure for GPT-OSS vs an MPS histogram op error for moe." + "reason": "Unrelated problems: GPT-OSS on AMD GPUs vs an MPS histogram error in a MoE path." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and symptoms; this is a dtype mismatch in Mistral-3 image preprocessing, not the GPT-OSS AMD GPU crash." + "reason": "Different model families and failure modes: image-preprocessor dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime/backend errors, but the concrete failures and affected models are unrelated." + "reason": "Both mention dtype/runtime issues, but they are different models and different concrete code paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths: GPT-OSS AMD GPU failure vs GraniteMoEHybrid calling an invalid method." + "reason": "GPT-OSS AMD GPU failure is not the same bug as GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/quantization issue; NVFP4 runtime failure is not the same bug as the AMD GPU crash." + "reason": "Different model-specific runtime errors; no clear shared code-path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export error." + "reason": "Both are model/runtime failures, but one is DeepSpeed ZeRO-3 collectives and the other is ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export problems; ModernBERT ONNX export is unrelated to Qwen3Moe FP8 failure." + "reason": "Different model/export issues: ModernBERT ONNX export vs Qwen3Moe FineGrainedFP8." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Unrelated failures: ONNX export for ModernBERT vs CUDA assert with Qwen3 auto device mapping." + "reason": "ONNX export and auto device-mapping cuda assert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they reference different removed items and do not look like one concrete bug." + "reason": "Both are v5 doc cleanups, but they fix different stale references (pipeline tasks vs run command)." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different issues: ONNX export vs GenerationMixin import path breakage." + "reason": "ONNX export bug is unrelated to the GenerationMixin import error." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both mention shape/mismatch-type failures, but the affected models and failure modes are different." + "reason": "Both are shape/device-style errors, but one is a mask/tensor index mismatch and the other is a Gemma4 PLE device-mapping bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error families: ZeRO-3 index-out-of-bounds on Bert vs mask/index shape mismatch." + "reason": "Similar index errors, but one is a ZeRO-3 Bert initialization bug and the other is a generic mask-vs-tensor shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same general category of indexing errors, but not the same model path or concrete bug." + "reason": "Same broad index-error wording, but the specific trigger differs: ZeRO-3 Bert init vs mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different models and execution modes; mask-shape mismatch is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Different issues: generic mask index mismatch vs GPT-OSS MoE tensor-parallel problem." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failure sites: mask/index mismatch vs Qwen3.5 embedding unpacking in TRL SFT trainer." + "reason": "Embedding unpacking with TRL is not the same as a mask/tensor shape mismatch." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a ZeRO-3 index-out-of-bounds init bug." + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is Bert ZeRO-3 index-out-of-bounds." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-out-of-bounds failure on BertModel; the second report is the non-pretrained Bert variant of the same underlying bug." + "reason": "Same underlying ZeRO-3 Bert bug with the same out-of-bounds error; 43638 is just a more specific reproduction." }, { - "left": "issue:43975", - "right": "issue:44457", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Different functionality: detokenization regression vs LoRA merge/save/reload output mismatch." + "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS MoE tensor-parallel behavior." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Different problems: detokenization regression vs LoRA save/load output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different areas entirely: Qwen NVFP4 runtime failure vs LoRA merge/save consistency." + "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as LoRA merge/save/load inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different distributed-training bugs: activation checkpointing/FSDP size mismatch vs mask/index mismatch." + "reason": "Both are training-time failures, but FSDP checkpointing mismatch is different from the mask/tensor index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the concrete failures are different and not the same bug." + "reason": "Both are DeepSpeed-related, but the concrete failures are different and not the same code-path." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 init failure is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Bert ZeRO-3 index-out-of-bounds is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing size mismatch and CustomTrainer signature mismatch are unrelated." + "reason": "Activation checkpointing/FSDP size mismatch and CustomTrainer keyword mismatch are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and code paths; ZeRO-3 Bert init bug is not the GPT-OSS TP issue." + "reason": "Different model families and different failure classes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different bugs: image preprocessor/model dtype mismatch vs invalid method call in GraniteMoEHybrid." + "reason": "Image-preprocessor dtype mismatch and invalid method call are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different model/config issues: Gemma3 sliding-window config vs Mistral tokenizer regex patch crash." + "reason": "Gemma3 config attribute missing and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failures." + "reason": "Autocast dtype mismatch and GPT-OSS MoE tensor-parallel issues are different." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 embedding unpacking in TRL is not the same bug as GPT-OSS tensor-parallel support." + "reason": "TRl SFT embedding unpacking failure is unrelated to GPT-OSS MoE TP behavior." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpoint/activation mismatch is unrelated to auto device-map cuda asserts." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and MPS histogram-not-implemented are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing error and image-preprocessor dtype mismatch do not share the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are different concrete problems." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is not the same as the MPS histogram error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime failure and TRL SFT embedding unpacking are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different areas: Liger Kernel cross-entropy vs TRL SFT input embedding unpacking." + "reason": "Liger Kernel cross_entropy path is not the same issue as Qwen3.5 embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index errors, but they involve different model families and are not clearly the same concrete bug." + "reason": "Both mention ZeRO-3 and index errors, but Gemma3 loading and Bert initialization are different bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they refer to different removed v5 documentation surfaces." + "reason": "Both are docs regressions from v5 removals, but they concern different removed references." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal models and different runtime errors; dtype mismatch is not the same as StopIteration in video embedding." + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram op missing are unrelated backend bugs." + "reason": "Autocast dtype mismatch and MPS histogram-not-implemented are different runtime errors." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model/backend issues: Qwen3-vl video StopIteration vs MPS unsupported histogram op." + "reason": "Qwen3-vl video processing failure is unrelated to the MPS MoE histogram issue." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different failure modes in different models; cross_entropy routing is not the same as autocast dtype mismatch." + "reason": "These are both floating-point/runtime issues, but not the same model, layer, or error path." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer method signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and trainer API keyword mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Different problems: activation checkpointing/FSDP shape mismatch vs missing GenerationMixin import." + "reason": "FSDP activation checkpointing bug and GenerationMixin import failure are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy call issue is unrelated to mask/index shape mismatch." + "reason": "Liger Kernel cross_entropy invocation and mask/index shape mismatch are different bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but one is about return_all_scores and the other about the removed transformers run command." + "reason": "These are separate docs issues: text-classification return_all_scores vs removed run command." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Same broad ZeRO-3 symptom, but the affected models differ enough that this is not clearly one duplicate bug." + "reason": "Both are ZeRO-3-related index errors, but they occur in different model initialization paths." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding_window_pattern config and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "Missing sliding_window_pattern and cudaErrorAssert on device mapping are not the same defect." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch in forward." + "reason": "Processor failure for Voxtral-Mini is unrelated to Gemma4 device-mapping mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different subsystems entirely: Liger Kernel cross-entropy vs Qwen3-vl video StopIteration." + "reason": "Cross-entropy being called under Liger Kernel is unrelated to a video-processing StopIteration." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint loading problems, but for different models and likely different root causes." + "reason": "Different model loading failures for different checkpoints." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading failures for different models; no clear shared bug." + "reason": "Both are loading/test failures, but they involve different models and likely different causes." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Related Qwen/Gemma sliding-window themes, but different model families and concrete failures." + "reason": "Both mention sliding_window, but Gemma3TextConfig and Qwen3-MoE are different config bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index-related errors, but the mask/tensor size mismatch is different from the ZeRO-3 empty-dimension init bug." + "reason": "Generic mask/tensor shape mismatch and ZeRO-3 Bert index-out-of-bounds are not the same issue." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility and pydantic model regression are unrelated." + "reason": "Torch-version compatibility and Pydantic PretrainedConfig field breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Different DeepSpeed/Bert init bug vs torch/transformers version incompatibility." + "reason": "ZeRO-3 Bert index-out-of-bounds is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure and PretrainedConfig pydantic breakage are unrelated." + "reason": "Whisper model load failure and pydantic config-field breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 and chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming API failure; not enough to treat as the same bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Different issue classes: tied lm_head weight bug vs corrupted checkpoint/load failure." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Gemma3 sliding-window config and Gemma4 device-mapping mismatch are different model issues." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Chat/completions streaming failure on Qwen3.5 is unrelated to the MPS histogram op bug." - }, - { - "left": "issue:43541", - "right": "issue:45685", - "accept": false, - "reason": "Mixtral grouped_mm tracing error and MPS histogram op missing are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral is unrelated to Phi-tiny-MoE autocast dtype mismatch." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "GenerationMixin import failure and Gemma3 sliding-window config issue are unrelated." - }, - { - "left": "issue:44841", - "right": "issue:45084", - "accept": false, - "reason": "Processor failure and template compilation TypeError are different bugs." + "reason": "Mistral3 lm_head weight tying and Ovis2 checkpoint corruption are different problems." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch/transformers compatibility and Gemma4 device-mapping mismatch are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but the mask/index mismatch is not the same as the ZeRO-3 empty-dimension load failure." + "reason": "Both are shape/index runtime errors, but they are not the same code-path or model family." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate pair, issue:43596/issue:43638, is supported by the shared DeepSpeed ZeRO-3 + Bert index-out-of-bounds titles. The other soft-edge rejections are cautious and consistent with the visible model/backend/feature differences in the packet." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:43596 vs issue:43638, is a plausible duplicate on the shared Bert/DeepSpeed ZeRO-3 index-out-of-bounds failure. The other pairwise rejections are appropriately cautious and do not overclaim equivalence based on generic similarity alone." }, "evaluator_used": true, "retried": false, @@ -641,7 +647,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:39186", "issue:39692", @@ -713,8 +719,8 @@ "issue:43645|issue:45399", "issue:40990|issue:44960", "issue:44530|issue:45005", - "issue:42915|issue:45399", "issue:44360|issue:44512", + "issue:42915|issue:45399", "issue:44863|issue:45005", "issue:43873|issue:45005", "issue:39186|issue:44918", @@ -728,244 +734,244 @@ "issue:43828|issue:44928", "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "6e7ca954d63323d5d398617986dcb10cb3c111d7f6cc0eebe0f8990c8386375a", + "prepared_review_unit_hash": "855b8f98540366ed93fc12f1017303dc3eb375868b28381b17c0260c71659dc5", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37468, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "serialized_chars": 37471, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated. The only clear duplicate cluster is the Transformers v5 non-persistent-buffer corruption regression, best anchored by issue 43950.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43950 is the most explicit statement of the underlying regression and matches the small duplicate cluster around non-persistent buffers being corrupted on load.", + "summary": "Most candidates are false positives across unrelated model-, config-, and runtime-specific regressions. The only clear duplicate cluster here is the Transformers v5 non-persistent buffer corruption regression (43644/43950/44534).", + "confidence": 0.91, + "canonical_issue_reason": "issue:43950 is the clearest representative: it states the regression mechanism explicitly (`from_pretrained` corrupts non-persistent buffers) and matches the same underlying bug as 43644 and 44534.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best overall representative because it describes the core failure mode clearly and centrally, rather than a narrower symptom.", + "best_issue_reason": "issue:43950 is the best global issue representative because it is the most specific about the root cause and regression scope, making it the strongest anchor for the duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL loading under transformers/vLLM vs GGUF support for gpt-oss architecture." + "reason": "Different problems: vLLM loading failure for PaddleOCR-VL vs adding GGUF/gpt-oss architecture support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5 regressions, but one is a missing StableLm config field and the other is a pydantic PretrainedConfig field breakage; not the same bug." + "reason": "Both involve config regressions, but the symptoms and fields differ (`pad_token_idx` vs `PretrainedConfig` pydantic breakage)." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different failure modes: int4 quantization OOM vs tied-weights handling in translation models." + "reason": "Quantization/OOM regression vs tied-weights regression; unrelated code paths." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE models, but one is a grouped_mm tracing failure and the other is a tensor-parallel-only issue for GPT-OSS." + "reason": "Both mention MoE/GPT-OSS-like models, but one is a grouped_mm tracing failure and the other is a tensor-parallel support issue." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Both are dtype/runtime issues, but the model path and failure context differ: Phi-tiny-MoE autocast mismatch vs Qwen3.5 streaming inference failure." + "reason": "Different failures: autocast dtype mismatch in Phi MoE vs streaming chat/completions failure in Qwen3.5." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different code paths: init_empty_weights/_is_hf_initialized argument handling vs pydantic PretrainedConfig field regression." + "reason": "init_empty_weights argument handling is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: GGUF/gpt-oss architecture support vs chat/completions streaming failure on Qwen3.5." + "reason": "Model-architecture support request vs streaming inference API failure; not the same bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are recent-version breakages, but one is remote_code model loading and the other is a torch/transformers compatibility issue." + "reason": "Broad version incompatibility complaints, but one is remote_code breakage and the other is a torch/transformers mismatch." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs PretrainedConfig field breakage in v5.4.0." + "reason": "Qwen3-MoE sliding_window bug is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Both hit model execution errors, but grouped_mm tracing and missing Float8 storage are separate underlying failures." + "reason": "Grouped_mm tracing error vs missing Float8 storage type; different runtime failures." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the mask-shape mismatch and the zero-sized tensor access are different root causes." + "reason": "Both are indexing errors, but the shapes and triggers differ substantially." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention siglip2, but one is degraded embedding quality and the other is nonsensical output with AutoModel/pipeline; not enough evidence of the same bug." + "reason": "Same model family, but one is a relative embedding-quality complaint and the other is a pipeline/AutoModel nonsense-output report; not clearly the same bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Different regressions: missing TensorFlow backend handling vs torch 2.4.1 / transformers 5.8.0 incompatibility." + "reason": "TensorBoard/TensorFlow backend detection issue is unrelated to torch-transformers version incompatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and failure paths: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 input-embedding unpacking in TRL SFT." + "reason": "Image preprocessor/model dtype mismatch vs Qwen3.5 input-embedding unpacking failure; different code paths." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Both involve MoE-ish models, but one is TRL unpacking and the other is an MPS histogram op limitation; unrelated." + "reason": "TRL SFT unpacking failure and an MPS histogram integer error are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-module loading, but one is a trust_remote_code cache-path collision and the other is loading the wrong custom module after save_pretrained; different concrete bugs." + "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; too different to merge confidently." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Related to tied weights in broad terms, but one is Mistral3 lm_head tying and the other is translation-model tied-weight issues in v5." + "reason": "Both mention tied weights, but the affected models and symptoms are different." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization vs flash-attn2 fallback blocking are unrelated." + "reason": "Notebook custom-model initialization regression is unrelated to flash-attn fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different symptoms and model families: high perplexity on gpt-oss-20b vs GLM5 issues." + "reason": "Perplexity anomaly on gpt-oss is unrelated to GLM5." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache / Qwen3.5.0 linear_attention crash is unrelated to translation tied-weight regressions." + "reason": "PagedAttention linear_attention crash and tied-weights regression are different failures." }, { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3-MoE is unrelated to flash-attn2 fallback blocking." + "reason": "DSA indexer algorithm discussion vs documentation typo; unrelated." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "No shared underlying bug: a DSA indexer algorithm note vs stale docs about the removed run command." + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback checks." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to tied weights in translation models." + "reason": "NemotronH checkpoint-loading failure is not the same as tied-weights regression." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and translation tied-weight handling are different problems." + "reason": "Quantization offloading behavior is unrelated to translation-model tied weights." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 embedding unpacking in TRL." + "reason": "FSDP weight-dimension error is unrelated to Qwen3.5/TRL input embedding unpacking." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Different doc issues: cache-strategy typo vs removed transformers run command." + "reason": "A cache-strategy typo and a removed CLI command doc issue are not duplicates." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different failure paths: TRL input-embedding unpacking vs GraniteMoEHybrid calling an invalid method." + "reason": "TRl embedding unpacking failure vs GraniteMoEHybrid invalid method call; different bugs." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different bugs: detokenization regression vs init_empty_weights constructor argument mismatch." + "reason": "Detokenization regression in DeepSeek-Coder is unrelated to Qwen-3-8B-NVFP4 runtime failure." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: Transformers v5 corrupts/fills non-persistent buffers during load." + "reason": "Same bug: v5 corrupts non-persistent buffers; the titles describe the same regression from two angles." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same bug cluster: non-persistent buffers being filled with junk/corrupted on from_pretrained in v5." + "reason": "Direct duplicate: both report the non-persistent buffer corruption regression in Transformers 5.x." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "init_empty_weights argument handling and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Qwen NVFP4 runtime error and GraniteMoEHybrid invalid method are different failures." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to the later report that text embeddings are worse than SigLip." + "reason": "Docs example errors for SigLIP2 are not the same as a broader text-embedding quality complaint." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both are Qwen/MoE-adjacent runtime issues, but the autocast dtype mismatch and RLHF NaN explosion have different causes." + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Qwen3.5 RLHF gradient explosion." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption is unrelated to the generic loading-noise discussion." + "reason": "Corrupted checkpoint vs generic loading noise; not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative in the soft-edge calls. The only clearly supported duplicate cluster in the packet is the Transformers v5 non-persistent-buffer corruption regression around issues 43950/44534/43644, and the representative choice is reasonable." + "feedback": "The summary is well grounded in the packet, and the only accepted duplicate cluster (43644/43950/44534) is supported by the titles. The other soft-edge rejections are conservative and do not overclaim sameness." }, "evaluator_used": true, "retried": false, @@ -984,7 +990,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:36331", "issue:38175", @@ -995,7 +1001,6 @@ "issue:42915", "issue:42947", "issue:43054", - "issue:43257", "issue:43404", "issue:43493", "issue:43638", @@ -1007,7 +1012,6 @@ "issue:43827", "issue:43828", "issue:43856", - "issue:43866", "issue:43872", "issue:43881", "issue:43883", @@ -1022,6 +1026,7 @@ "issue:44509", "issue:44589", "issue:44661", + "issue:44910", "issue:44960", "issue:44991", "issue:45020", @@ -1033,20 +1038,22 @@ "issue:45685", "issue:45701", "issue:45800", - "issue:45823" + "issue:45823", + "issue:45859" ], "soft_pairs": [ "issue:36331|issue:41762", "issue:41628|issue:45800", - "issue:43872|issue:44589", "issue:41553|issue:43883", + "issue:43872|issue:44589", "issue:38175|issue:43054", "issue:43054|issue:45701", + "issue:44910|issue:45859", "issue:41553|issue:43881", "issue:42947|issue:44387", "issue:44403|issue:44451", - "issue:43975|issue:45520", "issue:43643|issue:45020", + "issue:43975|issue:45520", "issue:43054|issue:43493", "issue:43975|issue:45237", "issue:44403|issue:44488", @@ -1069,256 +1076,249 @@ "issue:43792|issue:44220", "issue:43742|issue:45399", "issue:42915|issue:45020", - "issue:43638|issue:45823", - "issue:43257|issue:43866" + "issue:43638|issue:45823" ], - "prepared_review_unit_hash": "14f1adbe699b6788f5de374c28a2482f974afbde359bd892b81e2f1a897ea4f8", + "prepared_review_unit_hash": "2e13009c4d40ff7273c56a3a121b4409840c019103e3916ff804f93e36db50d0", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38124, - "estimated_input_tokens": 9531, - "estimated_eval_tokens": 19318 + "serialized_chars": 38223, + "estimated_input_tokens": 9556, + "estimated_eval_tokens": 19368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet supports two concrete duplicate pockets only: the SigLIP2 regression cluster (issue:38175, issue:43054, issue:43493) and the docs/pipeline-removal cleanup pair (issue:43827, issue:44509). The remaining soft pairs are thematic similarities, not the same underlying bug or change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43054 is the clearest global canonical issue because it sits at the center of the supported SigLIP2 pocket, linking the user-visible symptom in issue:38175 with the implementation discrepancy in issue:43493.", + "summary": "This set is mostly a loose collection of Transformers 5.x regressions across different models and subsystems, not a tight duplicate cluster. The only strong soft duplicate here is the SigLIP2 quality/discrepancy pair; the rest are too far apart in concrete failure mode or code path. No PRs are present.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent Transformers versions breaking model loading/remote_code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43054 is the strongest representative issue overall: it anchors the only non-doc duplicate pocket with explicit support, while the docs pocket is a smaller cleanup pair.", + "best_issue_reason": "issue:45020 is the best anchor because it is open, broadly scoped, and closest to the shared regression pattern across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: a custom trainer signature mismatch vs a ZeRO-3 loading IndexError." + "reason": "Trainer compute_loss kwarg mismatch and ZeRO-3 index error are unrelated failures." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import/export API issue vs a torch/transformers version incompatibility; not the same bug." + "reason": "AutoImageProcessor import failure and torch/Transformers version incompatibility are different problems." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Both involve storage/quantization behavior, but the concrete errors and code paths differ." + "reason": "Voxtral tokenizer-loading error and Molmo tied-weights attribute error are different code paths." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Different model-loading problems with no clear shared failure mechanism." + "reason": "Both are quantization-related, but Int8Params kwarg mismatch and missing Float8 storage are distinct bugs." }, { "left": "issue:38175", "right": "issue:43054", - "accept": true, - "reason": "Same SigLIP2 regression: one reports the bad output behavior, the other is the broader symptom cluster." + "accept": false, + "reason": "Both mention SigLIP2 quality, but one is zero probabilities and the other is degraded embeddings; not enough to call the same bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 regression vs a generic tokenization-change report; too broad to be the same bug." + "reason": "SigLIP2 embedding quality and tokenization changes are unrelated issues." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention packed-sequence crash and CPU-offload rotary embedding incompatibility are different failures." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad tokenizer error message vs a model load failure for a different model family." + "reason": "Tokenizer error for Voxtral and GLM-4V loading failure are unrelated." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA issue vs int4 reserved-memory/OOM regression; different concrete problems." + "reason": "Gradient checkpointing ineffectiveness and CUDA reserved-memory OOM are different symptoms with different likely causes." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs inability to load a specific model; not the same underlying defect." + "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same bug." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer detokenization regression vs a flash_attn import KeyError; unrelated failures." + "reason": "AutoConfig missing fields under trust_remote_code is related in theme, but it is a different concrete failure than broad remote_code breakage." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Related in theme, but not clearly the same concrete remote_code bug." + "reason": "Detokenization regression and flash_attn import KeyError are unrelated." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Same SigLIP2 bug; issue:43493 describes the HF-vs-JAX discrepancy that explains issue:43054." + "reason": "These both point to the same SigLIP2 implementation discrepancy; 43054 is a symptom report and 43493 identifies the HF-vs-JAX mismatch." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Different model/use-case failures with no shared code-path evidence." + "reason": "Tokenizer detokenization and AMD GPU runtime support are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Two separate model loading failures with no concrete match." + "reason": "Loading noise and a model-specific load failure are not the same underlying bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA/checkpointing behavior vs Qwen3 MoE memory use; same area, different bug." + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory inefficiency are different training issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different load-time errors for different models; not the same defect." + "reason": "GLM-4V load failure and missing all_tied_weights_keys on Molmo are different model-specific bugs." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both are loading/training issues, but one is a ZeRO-3 IndexError and the other is a Qwen3 MoE FP8 config failure." + "reason": "Gemma3 ZeRO-3 loading error and Qwen3 MoE LoRA compatibility are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA/Qwen3 MoE compatibility issue vs a tie_word_embeddings warning; too indirect to merge." + "reason": "Qwen3-MoE HF4.x/HF5.x incompatibility and a tie_word_embeddings warning are not the same bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram limitation vs Gemma4 device mismatch; different device/runtime bugs." + "reason": "MPS histogram support in MoE and Gemma4 device-mismatch forwarding are different device/runtime problems." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer/model-specific regressions." + "reason": "Detokenization regression and ScandiBERT load failure are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for Qwen2.5 VL vs bitsandbytes Int8Params kwarg incompatibility; unrelated." + "reason": "Missing Qwen2.5-VL import and bitsandbytes Int8Params incompatibility are different issues." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code breakage vs a Gemma4 PLE device-mapping issue; not the same bug." + "reason": "Remote_code loading regressions and Gemma4 device placement mismatch are different code paths." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback blocking; no shared concrete failure." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping registration bug vs broader remote_code regressions; not the same underlying change." + "reason": "Model-addition helper failure in tokenizer mappings and general remote_code breakage are not the same concrete bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch vs device mismatch; different execution-path errors." + "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device mismatch are different runtime issues." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code issue vs a specific tokenizer codec/warning regression." + "reason": "Remote_code breakage and Kimi-K2.5 tokenizer regression are distinct problems." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model-loading failures with no evidence of a shared root cause." + "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex crash vs flash-attn fallback logic; unrelated issues." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs cleanup after v5 pipeline removals; both report stale pipeline references in documentation." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Weight-tying/model head issue vs non-persistent buffer corruption; different code paths." + "reason": "Mistral regex patch crash and flash-attn fallback blocking are different issues." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper failing to run and an fbank feature-extraction issue are not clearly the same concrete bug." + "reason": "Whisper failing to run and a specific fbank helper issue may be related at a high level, but this is not enough to treat them as the same bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Different loading/runtime failures for unrelated models." + "reason": "MobileLLM loading key error and flash-attn fallback gating are unrelated." }, { - "left": "issue:42915", - "right": "issue:45020", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Qwen3 MoE FP8 config failure vs broad remote_code regressions; not a duplicate." + "reason": "Mistral3 weight-tying bug and non-persistent buffer corruption are different from from_pretrained internals." }, { - "left": "issue:43638", - "right": "issue:45823", + "left": "issue:45520", + "right": "issue:45859", "accept": false, - "reason": "ZeRO-3 IndexError vs Gemma4 device-mapping mismatch; different failures." + "reason": "Python 3.13 flash_attn import failure and CPU-offload rotary embedding incompatibility are unrelated." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:43638", + "right": "issue:45823", "accept": false, - "reason": "Qwen3 MoE weight conversion problem vs a corrupted checkpoint report; similar family, different failure." + "reason": "ZeRO-3 index error with a non-pretrained Bert and Gemma4 device mismatch are different failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The SigLIP2 and docs/pipeline-removal pockets are grounded, but the summary overstates the evidence by claiming a separate DeepSpeed ZeRO-3 cluster that is not actually supported by the packet's soft pairs or accepted verdicts. Keep the clustering summary limited to the pockets with explicit evidence in the packet." + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft pair, issue:43054 with issue:43493, is well supported by the shared SigLIP2 theme, while the other rejections avoid overclaiming sameness across distinct models or failure modes. No PR pairs are present." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1334,7 +1334,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:24643", "issue:30064", @@ -1355,12 +1355,12 @@ "issue:43824", "issue:43828", "issue:43854", + "issue:43866", "issue:43872", "issue:43940", "issue:43950", "issue:43957", "issue:43994", - "issue:44155", "issue:44291", "issue:44479", "issue:44488", @@ -1379,22 +1379,22 @@ "issue:45313", "issue:45325", "issue:45538", - "issue:45584", "issue:45588", "issue:45663", "issue:45823", "issue:45834" ], "soft_pairs": [ + "issue:43257|issue:43866", "issue:43940|issue:45313", - "issue:43872|issue:44291", "issue:45161|issue:45823", - "issue:43854|issue:44863", + "issue:43872|issue:44291", "issue:41553|issue:44991", "issue:42915|issue:43872", + "issue:43854|issue:44863", + "issue:36331|issue:41093", "issue:44928|issue:45588", "issue:43257|issue:45305", - "issue:36331|issue:41093", "issue:41553|issue:44488", "issue:43872|issue:45538", "issue:44530|issue:44863", @@ -1410,241 +1410,240 @@ "issue:43366|issue:44589", "issue:43950|issue:45325", "issue:44560|issue:44918", - "issue:42617|issue:43366", "issue:43824|issue:43957", "issue:42915|issue:43957", + "issue:42617|issue:43366", "issue:44661|issue:45823", "issue:36010|issue:42915", "issue:38175|issue:43994", - "issue:43632|issue:45834", - "issue:44155|issue:45584" + "issue:43632|issue:45834" ], - "prepared_review_unit_hash": "e0e825cc8aa59d66b2a8fc5afd5352843599b5a487604b70542677d771151cec", + "prepared_review_unit_hash": "ec1c330d7505ce56e01e73a984b56d7596b6e927335eff3f8dcf6090200e5f81", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37425, - "estimated_input_tokens": 9357, - "estimated_eval_tokens": 18970 + "serialized_chars": 36777, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with a few tight duplicate subclusters around Transformers v5 init/loading regressions and a couple of near-exact symptom repeats. The SigLIP2 pair should stay separate on this evidence packet: related symptoms, but no confirmed shared root cause or duplicate-level proof.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43632 is the best anchor because it is the broadest central regression here: a Transformers v5 init/loading break that overlaps with several nearby loading failures.", + "summary": "Most of the cluster is a collection of separate bug reports that only share broad theme words. The strongest duplicate set is the `_is_hf_initialized` regression pair, and the custom-model initialization pair also looks like the same bug. The siglip2 pair is plausible but too thinly supported from titles alone, so I would not merge it here.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44291 is the clearest direct report of the `_is_hf_initialized` TypeError during `init_empty_weights`; issue:43872 looks like the same incompatibility surfacing through bitsandbytes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the strongest single representative of the cluster\u2019s main theme: loading/initialization regressions tied to the Transformers v5 `_is_hf_initialized` change.", + "best_issue_reason": "issue:44291 is the best issue anchor because it names the specific failure path and can reasonably absorb issue:43872 as a related symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "Both are DeepSpeed weight-loading problems, but they affect different Qwen variants and failure modes." + "reason": "Same broad model-loading space, but different models and different failure modes." }, { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same underlying `_is_hf_initialized` regression: a new Transformers v5 kwarg breaks constructor/loading paths in different surfaces." + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both involve DeepSpeed weight loading, but the titles point to different models and not the same concrete bug." }, { "left": "issue:45161", "right": "issue:45823", "accept": false, - "reason": "Same broad model area, but these are different bugs: TP/GPT-OSS MoE vs Gemma4 device-mismatch in forward." + "reason": "Different model families and different code paths: TP support vs device-map forward mismatch." }, { - "left": "issue:43854", - "right": "issue:44863", - "accept": false, - "reason": "Different model-loading failures for different architectures; no clear shared code path." + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` incompatibility during model loading; 43872 is a downstream bitsandbytes symptom of the 44291 regression." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizers, but one is a bad error message and the other is a loading regression for a different model." + "reason": "Both are tokenizer/loading issues, but they involve different models and different reported failures." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Quantization/FP8 failure vs `_is_hf_initialized` constructor incompatibility; different root causes." + "reason": "Different mechanisms: FineGrainedFP8Config failure vs `_is_hf_initialized`/bitsandbytes incompatibility." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading problems, but the titles do not indicate the same architecture or failure path." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature mismatch vs mask/tensor shape mismatch are unrelated bugs." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both mention attention/video-ish behavior, but the concrete failures and code paths are unrelated." + "reason": "Both mention attention-related failures, but the concrete code paths differ too much." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is missing MOE weight conversion and the other is GAS gradient averaging." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Trainer API regression vs tensor-mask shape mismatch; unrelated bugs." + "reason": "Both are training regressions, but one is MoE weight conversion and the other is gradient averaging." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but they are different tokenizer/model issues with different failure mechanisms." + "reason": "Tokenizer/loading issues, but different models and different symptoms." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "`_is_hf_initialized` constructor issue vs CLIPTokenizer max-length constant bug; unrelated." + "reason": "`_is_hf_initialized`/bitsandbytes incompatibility is unrelated to CLIPTokenizer max-length behavior." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttention cache crash vs checkpoint-loading failure for NemotronH; different bugs." + "reason": "PagedAttentionCache/Qwen3.5 crash and NemotronH checkpoint loading are different bugs." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same concrete mask/tensor shape-mismatch error; the later report is a repeat of the same bug class." + "accept": false, + "reason": "Similar shape-mismatch wording, but no evidence they are the same underlying bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video regressions, but the titles describe different concrete failures and model scopes." + "reason": "Both are video regressions, but the models and failure modes differ." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated: DeepSpeed training error vs image processor segmentation-map bug." + "reason": "DeepSpeed training error vs image processor void-segmentation failure are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF support request vs autocast dtype mismatch; no shared bug." + "reason": "Different model/runtime problems: GPT-OSS GGUF support vs dtype mismatch for Phi-tiny-MoE." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but FSDP2 shared_kv_states rebuild vs device_map auto mismatch are different issues." + "reason": "Same model family, but different code paths and symptoms." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding-window handling are unrelated." + "reason": "GPT-OSS GGUF support and Qwen3-MoE sliding-window behavior are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption vs long OCR index error; unrelated." + "reason": "Buffer handling regression and OCR index error are different bugs." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention/compile failures on different models and code paths." + "reason": "Both are attention-related, but the model and failure mechanism differ." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Near-identical Transformers 5.0 custom-model initialization regression; same underlying breakage with duplicate reporting." + "reason": "These read like the same Transformers 5 custom-model initialization regression, with 43645 adding a Jupyter-specific reproduction." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF support request vs missing Float8 storage type; unrelated." + "reason": "GPT-OSS GGUF support and Float8 storage lookup are unrelated." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Different regressions: buffer corruption in from_pretrained vs Qwen2.5-VL rope-index scaling." + "reason": "Non-persistent buffer regression and Qwen2.5-VL rope-index scaling are different issues." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen-related, but one is a video StopIteration bug and the other is an SFT embedding unpacking failure." - }, - { - "left": "issue:42617", - "right": "issue:43366", - "accept": false, - "reason": "3D parallel script failure vs GGUF support request; unrelated." + "reason": "Different Qwen3.5 video/embedding failures with distinct code paths." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a specific class vs meta-device loading regression; different issues." + "reason": "Missing import for a specific class is not the same as meta-device loading failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FP8 config failure vs meta-device loading regression; different code paths." + "reason": "Qwen3MoE FP8 failure and meta-device loading regression are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure and GPT-OSS GGUF support are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping helper bug vs Gemma4 device mismatch; unrelated." + "reason": "Tokenizer mapping failure and Gemma4 device mismatch are different bugs." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Import error for GenerationMixin vs Qwen3Moe FP8 failure; unrelated." + "reason": "GenerationMixin import error and Qwen3MoE FP8 failure are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2 output-quality regressions, but the packet does not establish that they are duplicates or share a confirmed root cause." + "reason": "They mention the same SigLIP2 model, but the packet only gives title-level similarity; that's not enough to confirm the same underlying bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Core Transformers v5 init-flag regression vs Kosmos2.5 long-input OCR index error; unrelated." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "AudioFlamingo3 batch leakage bug vs Whisper empty-transcription failure; unrelated." + "reason": "`_is_hf_initialized` regression and Kosmos2.5 OCR indexing error are unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "Mostly grounded, but one soft-edge verdict is too strong for the evidence packet: accepting issue:38175 \u2194 issue:43994 as the same underlying bug goes beyond what the titles support. They are both SigLIP2 output-quality regressions, but the packet does not show they are duplicates or share a confirmed root cause. The rest of the cluster framing is conservative and reasonable, but this over-acceptance means I can\u2019t approve the evaluation as written." + "feedback": "The cluster call is not fully grounded in the packet. The main overreach is describing issue:44291 as having a \"concrete reproduction and version scope\" and calling it the \"root-cause\" report; the packet only provides titles/body lengths, not the issue text needed to support those claims. The `_is_hf_initialized` link between 43872 and 44291 is plausible and conservative, and 43645/43646 also looks reasonable, but the summary should avoid asserting stronger causal/root-cause language than the packet supports. The 38175/43994 accept is also a bit more speculative than the others because it relies only on same-model wording." }, "evaluator_used": true, "retried": true, @@ -1663,11 +1662,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ - "issue:36010", "issue:38175", - "issue:39404", "issue:39692", "issue:41720", "issue:42491", @@ -1688,6 +1685,7 @@ "issue:43931", "issue:43994", "issue:44075", + "issue:44155", "issue:44387", "issue:44451", "issue:44488", @@ -1710,10 +1708,12 @@ "issue:45362", "issue:45406", "issue:45488", + "issue:45584", "issue:45588", "issue:45812" ], "soft_pairs": [ + "issue:44155|issue:45584", "issue:44877|issue:45030", "issue:44560|issue:44805", "issue:43638|issue:44661", @@ -1734,226 +1734,243 @@ "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42915|issue:44756", - "issue:39692|issue:43994", "issue:42491|issue:43931", + "issue:39692|issue:43994", "issue:43856|issue:44387", "issue:43644|issue:43645", "issue:44910|issue:45588", "issue:45362|issue:45406", "issue:42491|issue:45292", "issue:44488|issue:44991", - "issue:36010|issue:39404", "issue:45276|issue:45335", "issue:43404|issue:43454" ], - "prepared_review_unit_hash": "f2a83a50b2e6438511ed909e6a28227a033cd2a5b2f37ffc668f394923db9fab", + "prepared_review_unit_hash": "4b51de2c7f8a9b08909163ffc19205333f71c83740bb1899801ecf8618ee6579", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36412, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "serialized_chars": 36454, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but there are two clear duplicate families: the v5 non-persistent buffer junk regression and the resize_token_embeddings/output_embeddings regression. Most other pairs are only loosely related by subsystem or model family and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45292 is the best umbrella issue for the resize_token_embeddings regression: it is the most generic title and cleanly covers the narrower Gemma4/T5Gemma variants.", + "summary": "This set is mostly heterogeneous issue reports, with only a couple of clear duplicate-like pairs: the v5 non-persistent buffer regression and the resize_token_embeddings propagation bug. The rest are related by broad subsystem, model family, or symptom class but not the same concrete underlying bug.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44534 is the cleanest umbrella report for the exact non-persistent-buffer regression and is the best representative duplicate target in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest cluster anchor among the issues shown because it represents a broad, recurring code-path bug rather than a model-specific symptom.", + "best_issue_reason": "Issue 44534 best captures the concrete, reproducible v5 buffer-initialization bug and is the broadest clear issue among the true duplicates here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different features and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation load failures, but they affect different model families and likely different validation rules." + "reason": "Both are config-loading regressions, but they affect different models and likely different validation paths." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and code paths: video StopIteration in Qwen3-VL embedding versus a mask/tensor shape IndexError." + "reason": "Same model family, but the reported crashes are different (StopIteration vs mask shape mismatch) and do not look like one bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "One is a ZeRO-3/BertModel indexing failure; the other is an add-new-model-like tokenizer mapping failure." + "reason": "Unrelated problems: Deepspeed/BertModel zero3 init vs add-new-model-like tokenizer mapping handling." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "GPU+CPU offload load failure is unrelated to disabling mmap to avoid OOM." + "reason": "Both involve loading/offload/memory, but the concrete symptoms and code paths differ." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failure modes: ZeRO-3 with BertModel versus tokenizer mapping logic." + "reason": "Different subsystems and failures; no evidence of the same underlying bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping bug and tensor mask shape mismatch are unrelated." + "reason": "Tokenizer-mapping edge case vs tensor mask shape mismatch; these are not the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is a docs/example mismatch plus quantization failure; not the same concrete bug." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is docs/model-processor/quantization issues; too different to merge." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These describe the same Transformers v5 regression where non-persistent buffers get filled with junk." + "reason": "Near-identical reports of the same Transformers v5 non-persistent-buffer junk-initialization regression." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: ZeRO-3 loading of language_model weights versus incorrect visual encoder keys on save_pretrained." + "reason": "Different Qwen3.5 bugs: ZeRO-3 weight loading vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization failures." + "reason": "Both are tokenizer regressions, but they hit different model families and different failure mechanisms." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Unrelated models and failures: GLM5 versus Qwen3.5 flash-attention generation." + "reason": "Different models and different flash-attention generation failures." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model loading failures, but they involve different models and no shared concrete failure is evident." + "reason": "Both are model-loading failures, but the reports are too generic and model-specific to confidently treat as one bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different problems: hf4.x to hf5.x LoRA/Qwen3 MoE incompatibility versus BitNet packed-weight unpacking during accelerate load." + "reason": "Different loading regressions with different causes; shared mention of current branch/accelerate is not enough." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different loading errors; no same underlying bug is evident." + "reason": "Different models and different load errors; no shared concrete bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but one is device-mapping cudaErrorAssert and the other is FineGrainedFP8Config failure." + "reason": "Both are Qwen3-related, but one is device-map/cuda assert and the other is FineGrainedFP8Config; distinct failures." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps math is unrelated to SGD arguments being ignored." + "reason": "Training schedule math vs optimizer argument handling are unrelated." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model families and failure modes; one is Qwen3 MoE compatibility, the other is resize_token_embeddings propagation." + "reason": "Different topics: Qwen3 MoE LoRA loading vs embedding resize propagation." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Both concern loading, but one is Qwen3 MoE weight conversion and the other is a GLM-4.7-Flash unit-test load issue." + "reason": "Different model-loading problems with no concrete shared code path." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory usage and quantization offloading are only broadly related, not the same bug." + "reason": "Both mention memory/offload, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE FP8 failure is unrelated to Strix Halo mmap OOM mitigation." + "reason": "Distinct issues: Qwen3Moe FP8 config failure vs mmap/OOM on Strix Halo." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation/example error and the other is a model/pipeline output regression." + "reason": "Different model families and different failure modes." }, { - "left": "issue:42491", - "right": "issue:43931", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different Qwen3-related loading bugs with no shared concrete code path shown." + "reason": "Same general model family, but the docs example errors and nonsensical outputs are not clearly the same underlying bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different memory issues: MoE training memory usage versus int4 quantization reserved-memory OOM." + "reason": "Both are memory-related, but the training-memory and int4 reserved-memory/OOM reports are different regressions." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about non-persistent buffers and the other about custom model initialization in notebooks." + "reason": "Notebook custom-model initialization is a different issue from the non-persistent-buffer junk regression." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash-attention, but one is a packed-sequence position_ids crash and the other is an s_aux=None AttributeError." + "reason": "Both are flash-attention crashes, but one is a packed-sequence/position_ids bug and the other is an s_aux=None attribute error." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different serving/chat crashes and different model classes." + "reason": "Unrelated model/runtime crashes in different components." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA loading on Qwen3 MoE is unrelated to resize_token_embeddings propagation." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Tokenizer load failures, but for different models and likely different root causes." + "reason": "Both are tokenizer-loading complaints, but they concern different models and insufficiently specific root causes." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both report resize_token_embeddings failing to update output/decoder embeddings; 45335 is the narrower T5Gemma variant of the same bug." + "reason": "Both describe the same resize_token_embeddings bug: the resized vocabulary is not propagated to downstream embeddings/output layers in model-specific wrappers." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying problems, but they affect different model classes and are not clearly the same concrete bug." + "reason": "Both are untied lm_head reports, but they are different model families and not clearly the same code-path bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the crash mechanisms are different and not mergeable as one fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted pairs are strongly supported by the titles: issue:43644/44534 are the same non-persistent buffer junk regression, and issue:45276/45335 are the same resize_token_embeddings/output_embeddings bug family. The rest of the soft-edge verdicts are appropriately cautious and do not overclaim evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are well supported by the titles and pair evidence, and the rejected pairs generally avoid overclaiming on broad subsystem similarity alone. The canonical/best-issue choice is also consistent with the buffer-regression cluster." }, "evaluator_used": true, "retried": false, @@ -1972,8 +1989,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ + "issue:36010", "issue:39404", "issue:39692", "issue:41720", @@ -1982,7 +2000,6 @@ "issue:43335", "issue:43381", "issue:43425", - "issue:43611", "issue:43645", "issue:43646", "issue:43708", @@ -1990,7 +2007,6 @@ "issue:43854", "issue:43873", "issue:43906", - "issue:43931", "issue:43957", "issue:44155", "issue:44164", @@ -2021,31 +2037,34 @@ "issue:45701", "issue:45704", "issue:45759", - "issue:45823" + "issue:45823", + "issue:45859" ], "soft_pairs": [ + "issue:36010|issue:39404", "issue:44164|issue:44291", "issue:44402|issue:44488", "issue:43425|issue:43957", "issue:39692|issue:44960", - "issue:42947|issue:45704", "issue:43335|issue:45663", + "issue:42947|issue:45704", "issue:43873|issue:44387", "issue:45663|issue:45759", + "issue:45663|issue:45859", "issue:44155|issue:45823", "issue:43854|issue:45216", "issue:44387|issue:44756", "issue:44291|issue:44756", "issue:44292|issue:44912", "issue:42947|issue:43381", - "issue:45276|issue:45292", "issue:45684|issue:45698", + "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:41720|issue:44155", - "issue:45588|issue:45663", "issue:44479|issue:44877", "issue:43646|issue:43708", + "issue:45588|issue:45663", "issue:43854|issue:44960", "issue:43957|issue:44756", "issue:45292|issue:45335", @@ -2056,275 +2075,266 @@ "issue:43425|issue:43828", "issue:44589|issue:44756", "issue:44683|issue:45823", - "issue:44479|issue:45663", "issue:43906|issue:44530", "issue:39404|issue:45701", - "issue:43611|issue:43645", - "issue:43425|issue:45823", - "issue:43931|issue:44863" + "issue:43425|issue:45823" ], - "prepared_review_unit_hash": "c33d2c8c9ee12860070b42abffa5b69b45015f4a329947c72d3b08d35119f4ed", + "prepared_review_unit_hash": "d64e983d1894309b0656e07434a592f8ba49c4dd84edabac4e6e642542eeea4e", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 39075, - "estimated_input_tokens": 9769, - "estimated_eval_tokens": 19794 + "soft_pair_count": 37, + "serialized_chars": 38777, + "estimated_input_tokens": 9695, + "estimated_eval_tokens": 19646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only convincing duplicate-style pair is the `resize_token_embeddings` regression around output embeddings; the rest are distinct bugs affecting different models/code paths.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45292 is the broad, generic report for the `resize_token_embeddings` regression; issue:45276 is a model-specific Gemma4 repro of the same output-embedding problem.", + "summary": "Mostly a heterogeneous set of closed Transformers issues. I only see two plausible duplicate pockets: custom model initialization in Transformers 5.0, and resize_token_embeddings not updating output embeddings. The rest are related at a broad subsystem level but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest clean statement of the Transformers 5.0 custom-model initialization regression; issue:43645 is the notebook-specific repro of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the clearest representative issue because it states the underlying bug in the most general form and can subsume the more specific Gemma4 variant.", + "best_issue_reason": "issue:43646 is the best cluster anchor because it is the most general, least context-specific report among the near-duplicate candidates and captures the underlying custom-model init failure cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different failures: import path breakage vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Different bugs: save/from_pretrained extra_state handling vs `init_empty_weights` passing an unexpected `_is_hf_initialized` arg." + "reason": "Both involve loading/saving, but one is extra_state handling and the other is init_empty_weights argument plumbing." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but for different models and different root causes." + "reason": "Same broad symptom class, but different models and no evidence of the same underlying tokenizer bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is not the same as `torch.device(\"meta\")` loading breakage." + "reason": "Torch version incompatibility is not the same bug as meta-device loading breakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation/example errors vs a GLM5 model issue; no shared underlying defect." + "reason": "Different model families and different issues; doc example errors vs GLM5 loading." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to the apex RMSNorm memory leak." + "reason": "Sparse-layer config bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Different model families and failures: SwitchTransformers sparse-layer config vs Gemma4 FSDP2 `KeyError`." + "reason": "Gradient checkpointing/LoRA issue is unrelated to the apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading behavior and int4 CUDA reserved-memory OOM are related only broadly, not the same bug." + "reason": "Both concern quantization memory behavior, but one is offloading not working and the other is int4 reserved-memory/OOM; not the same concrete bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention-state rebuild is unrelated to Qwen multimodal `text_config` unwrapping." + "reason": "Gemma4 FSDP2 forward KeyError is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: Gemma4 attention state rebuilding vs Qwen3.5 MoE rotary embedding offload compatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are different code paths." + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are distinct model-specific bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different regressions: unit-test loading for GLM-4.7-Flash vs Qwen3.5 save_pretrained correctness." + "reason": "GLM test loading failure is unrelated to Qwen3.5 save_pretrained regression." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 OOM from reserved memory growth is not the same as disabling mmap on Strix Halo." + "reason": "Memory/OOM symptoms differ: quantization reserved-memory growth vs Strix Halo mmap OOM." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init arg during meta init vs mmap/OOM on Strix Halo are unrelated." + "reason": "Unexpected _is_hf_initialized argument and mmap OOM are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Qwen3-VL shape mismatch and MXFP4 fallback to bf16 are different model-loading failures." + "reason": "Both are quantized model load problems, but different quantization formats and different failure modes." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is PEFT LoRA effectiveness and the other is eval-mode prohibition." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug: the generic output-embedding regression in 45292 matches the Gemma4-specific repro in 45276." + "reason": "Eval-mode checkpointing limitation is not the same as LoRA gradient checkpointing ineffectiveness." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation in save_pretrained is a different bug from loading the wrong custom module after save_pretrained." + "reason": "One is permissions propagation during save_pretrained; the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45276 is the Gemma4-specific variant of 45292's broader output_embeddings failure." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to the RLHF NaN/SDPA fallback issue." + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN from 3D position_ids are different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load handling is unrelated to Strix Halo mmap memory pressure." + "reason": "extra_state serialization and Strix Halo mmap OOM are unrelated." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map cuda assert and AudioFlamingo3 batch token leakage are different failures." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Flash-attention crash on `s_aux=None` is not the same as Gemma4 FSDP2 shared-state rebuilding." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to AudioFlamingo3 track leakage." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Qwen video-input regression and strict-config loading for granite_speech are different issues." + "reason": "Video-input regression and strict config loading are different issues." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is not the same as incorrect `max_steps` on checkpoint resume." + "reason": "Custom model initialization regression is unrelated to Trainer max_steps recalculation on checkpoint resume." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless crash is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "GLM-4.7-Flash loading failure and GLM5 are different model-specific reports." + "reason": "Different GLM variants and different failures; no shared code-path evidence." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage is unrelated to mmap being disabled on Strix Halo." + "reason": "Meta-device loading breakage is unrelated to disabling mmap for Strix Halo." }, { "left": "issue:45292", "right": "issue:45335", "accept": false, - "reason": "Both are `resize_token_embeddings` regressions, but they hit different components (`output_embeddings` vs `decoder.embed_tokens`) and don't clearly share one exact code-path bug." + "reason": "Both are resize_token_embeddings-related, but one is output_embeddings and the other is decoder.embed_tokens; not enough evidence of the same bug." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different model-loading failures for different checkpoints; too model-specific to merge." + "reason": "Different model-specific loading failures with no proof of a shared root cause." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Dtype mismatch under autocast is unrelated to meta-device loading breakage." + "reason": "Autocast dtype mismatch and meta-device loading failure are different problems." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model notebook initialization and extra_state save/load are different problems." + "reason": "Notebook custom-model init regression and extra_state save/load failure are distinct." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE deepspeed conversion and NemotronH checkpoint loading are unrelated." + "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch compatibility complaints and an autocast dtype mismatch are separate failures." + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + "reason": "Float8 storage lookup error is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different bugs." - }, - { - "left": "issue:44479", - "right": "issue:45663", - "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to Gemma4 FSDP2 attention-state rebuilding." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failures." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of a different issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper `return_language` pipeline behavior and tokenizer-version drift are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Both concern Transformers 5.0 custom-model breakage, but the failure modes are different (`base_model_prefix` loading vs notebook redefinition/init issues)." + "reason": "Whisper pipeline return_language regression and tokenizer-version changes are different bugs." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as the Gemma4 PLE device mismatch." - }, - { - "left": "issue:43931", - "right": "issue:44863", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are different model-loading bugs." + "reason": "Torch compatibility issue and Gemma4 forward device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded and appropriately conservative. The only accepted duplicate-style pair, issue:45276 with issue:45292, is well supported by the titles and high similarity around the same `resize_token_embeddings`/embedding regression. The other verdicts stay cautious by rejecting pairs that only share broad themes (e.g. model loading, custom-model breakage, or checkpointing) without clear evidence of the same root cause. " + "feedback": "The summary is grounded in the packet and stays conservative. The custom-model init cluster around 43645/43646 and the resize_token_embeddings cluster around 45276/45292 are the only clearly supported duplicate pockets, and the other soft-edge rejections avoid overclaiming. " }, "evaluator_used": true, "retried": false, @@ -2343,13 +2353,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:32090", - "issue:34567", "issue:36032", "issue:39404", - "issue:40444", "issue:40990", "issue:42947", "issue:43299", @@ -2362,6 +2370,7 @@ "issue:43632", "issue:43643", "issue:43644", + "issue:43645", "issue:43716", "issue:43856", "issue:43883", @@ -2381,9 +2390,10 @@ "issue:44661", "issue:44671", "issue:44683", + "issue:44737", "issue:44756", "issue:44805", - "issue:44811", + "issue:44863", "issue:44898", "issue:44912", "issue:44918", @@ -2391,10 +2401,12 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45584", - "issue:45759" + "issue:45759", + "issue:45859" ], "soft_pairs": [ + "issue:43611|issue:43645", + "issue:43931|issue:44863", "issue:43425|issue:43716", "issue:44530|issue:45084", "issue:43901|issue:44509", @@ -2408,11 +2420,12 @@ "issue:40990|issue:42947", "issue:39404|issue:44671", "issue:43994|issue:44079", - "issue:44164|issue:45759", "issue:36032|issue:43452", + "issue:44164|issue:45759", "issue:43596|issue:44683", "issue:44671|issue:44991", "issue:44991|issue:45081", + "issue:44737|issue:45859", "issue:32090|issue:39404", "issue:44164|issue:44479", "issue:44488|issue:45081", @@ -2424,230 +2437,234 @@ "issue:43716|issue:45084", "issue:43883|issue:44488", "issue:44488|issue:44987", - "issue:43643|issue:44530", - "issue:34567|issue:40444", - "issue:44811|issue:45584" + "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "1163698b639cdca620e89879b4c252e7b39c452a96920a2ac760163011e477e7", + "prepared_review_unit_hash": "4f1763c4d9a61d11bb9b5b0021478a4788c5d11aaceaff6e3e0188afbbec462a", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37334, - "estimated_input_tokens": 9334, - "estimated_eval_tokens": 18924 + "soft_pair_count": 33, + "serialized_chars": 37676, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated regressions, model-loading issues, audio/Whisper bugs, quantization, docs, and training behavior. I would reject all suggested duplicate edges.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out; the items are distinct bugs/regressions across different subsystems, so collapsing them would over-merge unrelated reports.", - "canonical_pr_reason": null, - "best_issue_reason": "No good global representative emerges because the cluster is not a duplicate set but a mix of separate issues.", - "best_pr_reason": null, + "summary": "The set is highly heterogeneous: most items are separate regressions across model loading, tokenizers, training, docs, and hardware-specific behaviors. None of the soft pairs look like true duplicates of the same underlying bug/change, so no mergeable canonical duplicate emerges.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated bugs and feature requests across different models, APIs, and subsystems.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a good global representative because the items do not share one underlying defect.", + "best_pr_reason": "No pull requests are present to evaluate as a canonical fix.", "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about base_model_prefix handling and the other about custom model initialization in Jupyter; different code paths." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they affect different model families and report different failure modes (shape mismatch vs checkpoint compatibility)." + }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Unrelated problems: torch version incompatibility vs image preprocessor/model dtype mismatch." + "reason": "One is a Torch version incompatibility report; the other is an image preprocessor/model dtype mismatch. Different problems." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs template compilation error." + "reason": "PagedAttentionCache/linear_attention crash and template-node compilation error are unrelated subsystems and failure modes." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline/task documentation changes." + "reason": "Both are documentation issues, but they concern different pipeline/task docs and different removal/behavior mismatches." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + "reason": "Whisper return_language pipeline regression and git-oss-20b MXFP4 quantization fallback are unrelated model/pipeline issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different code paths: torch.export with torch_compilable_check vs Perceiver non-default resolution interpolation." + "reason": "torch.export with torch_compilable_check and Perceiver non-default resolution failure are different bugs in different code paths." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a v5 regression for MoE models and the other is a weight-shape mismatch on a specific checkpoint." + "reason": "Both involve Qwen3-VL loading, but one is a dev-version MoE loading break and the other is a specific checkpoint shape mismatch; not the same bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is not the same as a generic mask/index shape mismatch." + "reason": "Video-input regression for Qwen VL models and a generic mask-shape IndexError are not the same underlying issue." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch incompatibility is unrelated to TRL SFT embedding unpacking for Qwen3.5." + "reason": "Torch compatibility and TRL SFT unpacking of Qwen3.5 embeddings are separate failures." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to a template-node compilation error." + "reason": "Float8 storage lookup failure and template-node compilation error are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM." + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency while the other is Strix Halo mmap OOM; different root causes." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model/dataset is unrelated to LoRA gradient checkpointing ineffectiveness." + "reason": "High perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are distinct training/evaluation issues." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions are separate model-family bugs." + "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction regression are unrelated model behaviors." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP outputs are not the same as ModelOutput key assignment when values were previously None." + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment when previously None are different bugs." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + "reason": "T5Tokenizer special-tokens conflict and gguf_file breaking AutoTokenizer/AutoModel loading are different loading problems." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer special-token method conflict is unrelated to gguf_file loading failures." + "reason": "extra_state save/load handling and composite Qwen text_config unwrapping are separate serialization/config issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel initialization error is unrelated to compiled flex_attention on newer torch." + "reason": "Deepspeed zero3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction issues are unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "CamemBERT prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure and Mistral regex patch crash are different model-specific bugs." + "reason": "Different tokenizers and different failure points: est-roberta loading vs Mistral regex patch/backend_tokenizer crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device placement/offload, but XLNet CPU arange placement and Qwen3.5 MoE rotary embedding offload incompatibility are not the same code path." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language behavior." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Checkpoint save/load extra_state handling is unrelated to Qwen video-input regressions." + "reason": "Serialization of extra_state and video-input regression for Qwen VL models are different bugs." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert and patching Mistral regex are unrelated tokenizer issues." + "reason": "Loading cjvt/sleng-bert and Mistral regex patch crash are unrelated tokenizer/model-loading failures." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model registration in TOKENIZER_MAPPING_NAMES is unrelated to compiled flex_attention on torch >= 2.9." + "reason": "add-new-model-like mapping failure and flex_attention compilation failure are different subsystems." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is unrelated to tokenizers backend post-processor updates." + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag regression are different failures." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Base_model_prefix loading bug and non-persistent buffer junk are different Transformers v5 regressions." + "reason": "base_model_prefix loading and non-persistent buffer initialization are separate v5 regressions." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor is not the same as a generic _torch_extract_fbank_features issue." + "reason": "Both are audio-feature related, but one is an unsupported center argument regression and the other concerns _torch_extract_fbank_features specifically; not clearly the same bug." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch and non-template-node compilation failure are unrelated." + "reason": "Image preprocessor dtype mismatch and template-node compilation error are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is unrelated to sleng-bert loading failure." + "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "sleng-bert tokenizer loading and physical-intelligence/fast loading failures are different model-specific issues." + "reason": "Different model families and different load failures; no shared underlying bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code AutoConfig field loss is unrelated to Qwen3.5 PagedAttentionCache crashes." - }, - { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "TrainerState num_input_tokens_seen not updating is unrelated to iterable-dataset multi-image fine-tuning failures." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Ignoring skip_special_tokens in batch_decode is a different Whisper bug from empty-transcription generation after align_special_tokens." + "reason": "trust_remote_code AutoConfig field loss and PagedAttentionCache linear_attention crash are unrelated." } ] }, @@ -2669,9 +2686,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ + "issue:34567", "issue:36032", + "issue:40444", "issue:42915", "issue:43262", "issue:43296", @@ -2684,14 +2703,12 @@ "issue:43531", "issue:43540", "issue:43541", - "issue:43611", "issue:43632", "issue:43644", "issue:43645", "issue:43646", "issue:43742", "issue:43819", - "issue:43856", "issue:43883", "issue:43994", "issue:44062", @@ -2703,10 +2720,10 @@ "issue:44466", "issue:44530", "issue:44534", - "issue:44589", "issue:44610", "issue:44683", "issue:44756", + "issue:44811", "issue:44849", "issue:44877", "issue:44987", @@ -2717,13 +2734,16 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45507" + "issue:45507", + "issue:45584" ], "soft_pairs": [ + "issue:34567|issue:40444", + "issue:44811|issue:45584", "issue:43644|issue:43646", "issue:44451|issue:44987", - "issue:36032|issue:42915", "issue:43541|issue:45084", + "issue:36032|issue:42915", "issue:43452|issue:43482", "issue:42915|issue:44530", "issue:43317|issue:43482", @@ -2736,278 +2756,278 @@ "issue:43646|issue:44534", "issue:44987|issue:44991", "issue:43994|issue:44610", - "issue:43322|issue:43540", "issue:44403|issue:45081", + "issue:43322|issue:43540", "issue:43377|issue:43819", "issue:42915|issue:45084", "issue:43645|issue:44534", "issue:44451|issue:45081", "issue:45216|issue:45357", - "issue:44265|issue:44610", "issue:44987|issue:45081", "issue:44220|issue:44683", + "issue:44265|issue:44610", "issue:43404|issue:45127", - "issue:43632|issue:44756", "issue:43296|issue:43531", + "issue:43632|issue:44756", + "issue:44062|issue:44987", "issue:42915|issue:44291", "issue:36032|issue:43742", - "issue:44062|issue:44987", - "issue:43531|issue:44877", - "issue:42915|issue:44589", - "issue:43611|issue:44534", - "issue:43317|issue:43856" + "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "2fbb473898070b9e4ad3cfd7aff1c52f1202cd81bb17c6611d38ae3c5c2f4830", + "prepared_review_unit_hash": "2b74febea85212e5e4a52814bb6f0b8c1ccb766074ef829f15161ce9ff9eac14", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37916, - "estimated_input_tokens": 9479, - "estimated_eval_tokens": 19214 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38205, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose thematic cluster of mostly unrelated Transformers v5 regressions around loading, initialization, tokenizers, and model-specific edge cases. The similarities are largely topical rather than the same underlying bug, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the broadest and most representative of the recurring v5 loading/initialization breakages; it best serves as an umbrella among the set, even though the cluster is heterogeneous.", + "summary": "The packet mostly contains unrelated issues. Among the listed soft edges, only issue:45216 and issue:45357 are a clear duplicate pair. The non-persistent-buffer regression is still best anchored by issue:43644, but this packet does not include a soft-edge acceptance for issue:44534, so I\u2019m not treating that relationship as evidenced here.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the best issue anchor because it is the clearest and broadest report of the non-persistent-buffer junk regression; however, the packet does not provide a soft-edge pair for 43644 versus 44534, so I\u2019m only using it as the canonical issue, not as a packet-supported duplicate match.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is general, central, and closest in scope to many of the other v5 initialization/loading reports.", + "best_issue_reason": "issue:43644 is the strongest overall issue candidate for the non-persistent-buffer regression because the title is explicit and broad, but the soft-edge evidence in this packet does not directly pair it with 44534.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and Qwen2.5-VL iterable-dataset/multi-image failures are different bugs." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different code paths." + }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is about non-persistent buffers being initialized with junk while the other is about custom model initialization; different bugs and code paths." + "reason": "Non-persistent-buffer junk and custom model initialization are distinct regressions." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and likely different regressions; too broad to be the same underlying bug." + "reason": "Different models and different loading failure modes." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "T5 tokenizer import/load error vs Qwen3MoE FineGrainedFP8Config failure; unrelated subsystems and failure modes." + "reason": "Torch dynamo grouped_mm tracing and non-template-node compilation are unrelated failures." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Mixtral torch dynamo tracing error and template compilation error are distinct runtime/compiler issues, not the same bug." + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config loading are unrelated." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF/loading, but one is about gguf_file API handling and the other is a Qwen2.5-GGUF v5 load failure; not the same concrete defect." + "reason": "Broad gguf_file/from_pretrained regression and a model-specific Qwen2.5-GGUF v5 failure are not the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are separate Qwen-related issues with different code paths." + "reason": "FineGrainedFP8Config loading and PagedAttentionCache linear_attention crash are different issues." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map=auto offload/dequantized-model loading is unrelated to Qwen2.5-GGUF loading failure." + "reason": "device_map/offload dequantization and Qwen2.5-GGUF loading failures are unrelated." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen3.5/Qwen2.5-VL regressions, but one is about output_hidden_states and the other about rope/position_ids scaling; different behavior." + "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope-index scaling are different regressions." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve tied lm_head weights, but one is a missing tie in Mistral3 and the other is device-dependent serialization inconsistency; related theme, different bugs." + "reason": "Missing lm_head weight tying and inconsistent serialization of tied weights are different symptoms." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict vs notebook custom-model initialization breakage; no same failure path." + "reason": "Tokenizer add_special_tokens conflict and notebook custom-model initialization are not the same bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated code-path failures." + "reason": "Non-template-node compilation and GraniteMoEHybrid invalid-method calls are different code-path failures." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor chat-template sampling-rate default bug vs MIMI encoder padding-mask bug; both audio-adjacent but distinct." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are separate issues." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "General custom-model initialization breakage vs non-persistent buffer junk initialization; similar release theme, not the same defect." + "reason": "Custom model initialization breakage and non-persistent-buffer junk are distinct regressions." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different load failures affecting different artifacts/models; no evidence they share the same root cause." + "reason": "A model-specific load failure and a tokenizer conflict are different failure surfaces." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are different model/processor bugs." + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo input-size mismatch are unrelated." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are separate multimodal model failures." + "reason": "Generic loading noise and Mistral regex patch crashes are not the same bug." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Generic transformer-loading noise and Mistral regex patch crash are not the same underlying issue." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Missing padding mask in MIMI encoder and DAC latent mismatch/STE issue are unrelated audio-model bugs." + "reason": "MIMI padding-mask mismatch and DAC forward-vs-from_latents mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and template compilation failure do not share a concrete code path." + "reason": "FineGrainedFP8Config failure and template-node compilation error are different problems." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom model initialization vs non-persistent buffer junk are different regressions." + "reason": "Notebook custom initialization and non-persistent-buffer junk are distinct regressions." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Loading a specific model checkpoint and Mistral tokenizer regex patch crash are unrelated." + "reason": "ScandiBERT loading failure and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Both are Qwen3.5 save_pretrained regressions, but one is incorrect checkpoint content generally and the other is visual encoder key serialization specifically; not the same bug." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export/exportability issue with torch_compilable_check is unrelated to an image processor size mismatch." + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression with incorrect serialization/visual encoder keys across versions." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different model-loading regressions with different mechanisms and affected components." + "reason": "Physical-intelligence/fast loading failure and Mistral regex patch crash are different bugs." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "fbank feature extraction and compiled flex_attention failures are unrelated audio vs attention/compiler bugs." + "reason": "Feature-extraction fbank issues and compiled flex_attention on torch >= 2.9 are unrelated." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Tied lm_head weight bug in Mistral3 and LoRA merge collapse with extended vocab are related only at a high level; different concrete failure modes." + "reason": "torch.export with torch_compilable_check and OmDet processor image sizing are different issues." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "_is_hf_initialized flag regression and mmap/OOM on Strix Halo are unrelated issues." + "reason": "Missing lm_head tie and LoRA-merge collapse with extended vocabulary are not the same regression." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window issue are separate model-specific problems." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument in init_empty_weights are different v5 regressions." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM loading KeyError are unrelated model-loading bugs." + "reason": "_is_hf_initialized flag regression and mmap/OOM mitigation are different concerns." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication and a model load failure for physical-intelligence/fast are distinct tokenizer vs model issues." + "reason": "AddedToken special-argument conflict and model loading failure are unrelated." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window problem and granite_speech strict config loading issue are unrelated." + "reason": "FineGrainedFP8Config failure and init_empty_weights _is_hf_initialized argument regression are different bugs." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure and missing Float8 storage type are different quantization/runtime issues." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key errors are unrelated." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions with different symptoms." + "reason": "_is_hf_initialized flag regression and Strix Halo mmap/OOM behavior are different issues." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "device_map=auto dequantized offload failure is unrelated to Qwen3 MoE training memory usage." + "reason": "Qwen3-MoE sliding_window issue and granite_speech config strictness are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is reasonable, but the writeup overstates the evidence. The summary says only three soft pairs are true duplicates, yet the verdict list explicitly accepts only one pair and rejects the others, so the conclusions and the pair-level judgments do not line up. Also, the claimed non-persistent-buffer duplicate with issue:44534 is not reflected in the soft-edge verdicts, so that part is not fully grounded in the packet. Please either soften the summary or align the verdicts with the evidence shown." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3022,7 +3042,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:33666", "issue:36032", @@ -3031,11 +3051,12 @@ "issue:41553", "issue:41720", "issue:42175", + "issue:42915", "issue:43296", + "issue:43317", "issue:43377", "issue:43421", "issue:43425", - "issue:43454", "issue:43482", "issue:43525", "issue:43531", @@ -3045,13 +3066,12 @@ "issue:43646", "issue:43792", "issue:43818", - "issue:43994", + "issue:43856", "issue:44079", "issue:44265", "issue:44291", "issue:44403", "issue:44462", - "issue:44466", "issue:44479", "issue:44534", "issue:44568", @@ -3059,7 +3079,6 @@ "issue:44683", "issue:44811", "issue:44829", - "issue:44898", "issue:44991", "issue:45020", "issue:45072", @@ -3074,22 +3093,25 @@ "issue:45812" ], "soft_pairs": [ + "issue:42915|issue:44589", + "issue:43611|issue:44534", "issue:41553|issue:43582", + "issue:43317|issue:43856", "issue:44479|issue:45325", - "issue:40990|issue:44811", "issue:43425|issue:44403", + "issue:40990|issue:44811", "issue:42175|issue:45542", - "issue:44462|issue:45812", "issue:43818|issue:45357", - "issue:44079|issue:45663", + "issue:44462|issue:45812", "issue:36032|issue:41720", "issue:43421|issue:44568", + "issue:44079|issue:45663", "issue:43792|issue:44589", "issue:43632|issue:44534", "issue:44403|issue:44991", "issue:44683|issue:45020", - "issue:44829|issue:45479", "issue:43482|issue:45538", + "issue:44829|issue:45479", "issue:33666|issue:40444", "issue:43482|issue:43525", "issue:44291|issue:44589", @@ -3100,117 +3122,132 @@ "issue:43531|issue:44291", "issue:43611|issue:43646", "issue:44265|issue:45072", - "issue:43632|issue:45072", - "issue:43454|issue:44466", - "issue:44079|issue:44534", - "issue:43994|issue:44898" + "issue:43632|issue:45072" ], - "prepared_review_unit_hash": "794874f4f9a11081157d6c6881a5a5bcda21c0feb8de5341cb393de4db9c94ba", + "prepared_review_unit_hash": "9158ba581bd02f810c298440d936a33c5ce4137d7b91e7b79315647a2e7b4545", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 37013, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated transformers bugs, many around v5 regressions, tokenizer loading, vision-language models, and backend/integration issues. I found no true duplicate PRs, and all soft edges should be rejected.", - "confidence": 0.42, - "canonical_issue_reason": "Issue 45020 is the best umbrella candidate: it is broad, recent, and explicitly frames a class of regressions in recent transformers versions affecting remote_code models.", + "summary": "This cluster is mostly a loose pile of superficially similar but distinct issues, centered around Transformers v5 regressions, tokenizer/model loading quirks, and a few unrelated model-specific bugs. I do not see any soft pair that is clearly the same underlying bug/change, so I reject all soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43611 is the broadest, most representative Transformers v5 regression in the set, but it is still only a theme-level anchor rather than a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the strongest global representative because it is the most general open issue in the set and could plausibly anchor related v5 regression reports, even though the cluster is not a tight duplicate group.", + "best_issue_reason": "issue:43611 is the best global representative because it captures the common \u2018Transformers v5 breaks loading\u2019 motif shared by several nearby issues, even though the actual failures differ.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: FineGrainedFP8Config behavior for Qwen3Moe vs missing Float8 storage lookup during loading." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Different subsystems and failures: tokenizer loading error message vs Apple Silicon caching allocator TypeError." + "reason": "Unrelated topics: tokenizer loading error messaging for Voxtral vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory/offload style problems, but one is device_map dequantized model offload and the other is Qwen3 MoE training memory usage." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL/video-related, but one is a broad video-input regression and the other is a still-image temporal position_ids scaling bug." + "reason": "Both are Qwen VL/video issues, but one is a broad video input regression and the other is a specific still-image rope index scaling bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43421", + "right": "issue:44403", "accept": false, - "reason": "Perplexity on GPT-OSS/WikiText and Whisper batch_decode skipping special tokens are unrelated bugs." + "reason": "Special-token/post-processor runtime updates vs generic loading noise; different code paths and symptoms." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Torch 2.10 compatibility and noisy transformer loading messages are different issues." + "reason": "Perplexity on GPT-OSS WikiText evaluation is unrelated to Whisper processor batch_decode skip_special_tokens handling." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow installation, but one is missing TF from the torch extra and the other is a backend detection/runtime error with tensorboard-only installs." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Tokenizer.json being ignored and Granite token IDs being wrong are different tokenizer-path failures." + "reason": "Both involve backend/package availability, but TensorFlow missing from torch install is not the same as tensorboard being installed without TensorFlow." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA architecture/weight-sharing bug vs Qwen3.5 save_pretrained visual-key regression." + "reason": "Video-LLaVA missing temporal attention/weight sharing is unrelated to Qwen3.5 save_pretrained visual key regression." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 shared_kv_states KeyError are unrelated code paths." + "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other emits wrong token IDs for Granite models; different underlying bugs." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer method conflict and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens and mdeberta add_special_tokens behavior are different tokenization bugs." + "reason": "Runtime special-token post-processing update bug is distinct from add_special_tokens=True not adding BOS/EOS for a specific tokenizer in v5." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Generic ModelOutput key assignment logic does not match Gemma-4 FSDP2 shared_kv_states reconstruction failure." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper failing to run and missing Float8 storage support are unrelated." + "reason": "Whisper model inference failure is unrelated to Float8 storage lookup errors." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized handling and non-persistent buffer junk are separate v5 regressions." + "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are separate Transformers v5 regressions." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise and est-roberta tokenizer loading failure are not the same bug." + "reason": "Unnecessary loading noise is a UX/logging issue, not the tokenizer-loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:44683", @@ -3219,100 +3256,82 @@ "reason": "Compiled flex_attention on torch>=2.9 and remote_code model breakage are unrelated." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both affect training, but flash_attention_3 degeneration and single-label-classification zero-loss are distinct root causes." + "reason": "Qwen2.5-GGUF loading failure in v5 is not the same as CLIPTokenizer using an absurd model_max_length." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading issues." + "reason": "Flash Attention 3 causing degenerate training is different from zero-loss single-label classification behavior across models." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2 VL training reports, but multi-GPU training and iterable-dataset multi-image failure are different problems." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable dataset multi-image failures are related only by model family, not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading and Llama4Config pad_token_id missing are unrelated." + "reason": "Qwen2.5-GGUF loading in transformers v5 and missing pad_token_id on Llama4Config are distinct model/config regressions." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights argument handling and Float8 storage lookup are different failures." + "reason": "init_empty_weights/_is_hf_initialized argument handling is a different loading path than Float8 storage resolution." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image prompting and still-image rope-index scaling are separate Qwen2.5-VL bugs." + "reason": "IterableDataset multiple-image finetuning failure is unrelated to Qwen2.5-VL still-image temporal position_id scaling." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI batch-vs-single padding-mask mismatch and Gemma3 NaN embeddings with sliding windows are unrelated." + "reason": "MIMI encoder batching/padding-mask bug is unrelated to Gemma3 sliding-window NaN embeddings." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device map cuda assert and Mistral tokenizer regex patch crash are different code paths." + "reason": "Qwen3 auto device mapping cuda assert and Mistral tokenizer regex patch crash are unrelated failures." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend install issue vs PaddleOCR-VL load failure in vLLM are unrelated." + "reason": "TensorFlow backend packaging issue is unrelated to PaddleOCR-VL model loading in vLLM." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument errors are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are different regressions." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 init regressions, but base_model_prefix loading and custom model initialization are not the same underlying defect." + "reason": "Both mention Transformers v5 model init/loading, but base_model_prefix loading and custom model initialization are distinct concrete bugs." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are unrelated." + "reason": "torch.export/export with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatches are different issues." - }, - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Tied lm_head weights generation bug and device-dependent serialization of lm_head.weight are related in theme but not clearly the same concrete bug." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated." - }, - { - "left": "issue:43994", - "right": "issue:44898", - "accept": false, - "reason": "Siglip2 nonsensical outputs and Perceiver resize/interpolation failure are separate model-specific bugs." + "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are separate issues." } ] }, @@ -3334,7 +3353,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:35707", "issue:39692", @@ -3361,6 +3380,7 @@ "issue:43881", "issue:43883", "issue:43957", + "issue:43994", "issue:44079", "issue:44186", "issue:44265", @@ -3369,15 +3389,14 @@ "issue:44466", "issue:44479", "issue:44488", + "issue:44534", "issue:44610", "issue:44617", - "issue:44683", "issue:44877", "issue:44898", "issue:44991", "issue:45072", "issue:45325", - "issue:45357", "issue:45381", "issue:45584", "issue:45759", @@ -3386,6 +3405,9 @@ "issue:45834" ], "soft_pairs": [ + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44079|issue:44534", "issue:45325|issue:45834", "issue:43792|issue:43957", "issue:42915|issue:43482", @@ -3406,240 +3428,246 @@ "issue:43606|issue:43819", "issue:43262|issue:43746", "issue:41720|issue:45823", - "issue:43454|issue:43550", "issue:43526|issue:43883", + "issue:43454|issue:43550", "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:40990|issue:45584", "issue:43377|issue:44898", "issue:43572|issue:45759", + "issue:40990|issue:45584", "issue:39692|issue:40444", - "issue:43881|issue:44991", - "issue:44466|issue:45357", - "issue:43296|issue:44991", - "issue:43792|issue:44683" + "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "ba687a57a9e9a9e67ff20604f5bbc0e4c2e53f9629f401056dea2839d0373b0a", + "prepared_review_unit_hash": "740d414b763b6ef9e861a20a6103b5e739afe07d725ec70f4c66fea6d8cbd1ed", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37301, - "estimated_input_tokens": 9326, - "estimated_eval_tokens": 18908 + "serialized_chars": 37306, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly a mix of unrelated bug reports across different models and subsystems; there is no strong duplicate cluster, so I rejected all soft matches.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate: the set spans unrelated loading, quantization, multimodal, tokenizer, and serialization problems.", + "summary": "This cluster is mostly heterogeneous; the only plausible duplicate pair is the Qwen2.5-VL position-id/rope-index regression. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44479 is the broadest and most central Qwen multimodal regression report in the set, so it is the best umbrella issue if these Qwen vision/position-id bugs are grouped together.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a clear global representative of a duplicate group; the closest overlaps are still only broad subsystem similarity, not the same concrete bug.", + "best_issue_reason": "Issue 44479 has the widest scope across multiple Qwen multimodal variants and is the strongest representative for the only nearby duplicate theme in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied-weights behavior, but one is a model-specific tie failure and the other is a generic serialization inconsistency; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failures; both are vision-model issues but not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated regressions: ModelOutput key handling vs non-persistent buffer initialization." + }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both involve multimodal position/index handling, but they target different models and different failure modes (still-image temporal scaling vs long OCR index error)." + "reason": "Both involve multimodal position logic, but they target different models and symptoms; not enough to treat as the same bug." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Both are loading/runtime failures, but the models and root causes differ; this is too broad to be the same bug." + "reason": "Whisper runtime failure vs meta-device loading issues for other models; different code paths." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model families and different failure modes: FP8 config failure vs GGUF/v5 loading failure." + "reason": "Different loading/quantization problems affecting different model families." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "Unrelated bugs: ModelOutput key assignment vs bfloat16 dtype mismatches." + "reason": "ModelOutput key assignment bug is unrelated to dtype mismatch inference failures." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is training with multiple images and the other is video vision position IDs; not the same bug." + "reason": "Both are Qwen multimodal, but one is finetuning with multiple images and the other is a video-input position-id regression; not clearly the same bug." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Related to vision position ids, but one is still-image temporal scaling and the other is video input position IDs; not concrete enough to merge." + "accept": true, + "reason": "Same Qwen2.5-VL rope/position-id regression in transformers 5.3.0; still-image and video inputs appear to hit the same `get_rope_index` bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated issues." + "reason": "Non-persistent buffer corruption and ModelOutput key assignment are unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific video OOM." + "reason": "Generic CUDA OOM in a specific model is not the same as the quantization memory regression." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different models and likely unrelated loading failures." + "reason": "Different model-loading failures with no clear shared root cause." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "A vLLM/model-loading issue and a torch/transformers version incompatibility are not the same bug." + "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to a torch/transformers version incompatibility report." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are multimodal regressions, but video-input regression and PLE device mismatch are different code-path problems." + "reason": "Qwen video-input regression and Gemma4 device mismatch are different bugs." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL finetuning with multiple images." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multimodal finetuning with multiple images." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized is a loading API break; granite_speech strict config is a separate config issue." + "reason": "Both are model/config loading issues, but they are different failures and different root causes." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is a gpu+cpu load failure and the other is a broader offloading complaint; too imprecise to treat as one bug." + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is a broad offloading complaint; not the same concrete bug." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export/export compatibility are unrelated." + "reason": "CPU offload device mismatch and torch.export failures via `torch_compilable_check` are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope/index scaling are unrelated." + "reason": "Checkpoint-key mismatch and Qwen2.5-VL position-id regression are unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crashes and torch.export with torch_compilable_check are different subsystems." + "reason": "Tokenizer padding/truncation crashes are unrelated to export-time `torch_compilable_check` failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both mention model computation correctness, but one is CPU offload device mismatch and the other is DAC.from_latents/STE mismatch." + "reason": "CPU offload device mismatch is unrelated to DAC `from_latents` vs forward discrepancies." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling rate defaults and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio processor sampling-rate defaulting and PEFT checkpoint loading are different issues." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device_map=auto failures, but different models and different failure types (cuda assert vs device mismatch)." + "reason": "Different models and different device-mapping failures." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Weight tying in AyaVision and torch.compile/SDPA in Bamba are unrelated bugs." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute failure." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated." + "reason": "Tied lm_head weights vs torch.compile/SDPA failure are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask batch consistency and processor image-size mismatch are different issues." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor resolution mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Tied-weight serialization issue is unrelated to dtype mismatches in inference." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated." + "reason": "Different models and different image-processing bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and composite Qwen text_config unwrapping are different config-loading problems." - }, - { - "left": "issue:39692", - "right": "issue:40444", - "accept": false, - "reason": "SigLIP2 docs errors/quantization failure and Qwen2.5-VL finetuning failure are unrelated." + "reason": "Missing pad_token_idx and text_config unwrapping for composite multimodal configs are different problems." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Different model/tokenizer loading failures with no shared concrete code path." + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Both involve serialization, but one is lm_head weight persistence and the other is visual encoder key naming; not the same bug." + "reason": "Documentation/example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning failures." }, { - "left": "issue:43296", + "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for EMBEDDIA/est-roberta are unrelated." - }, - { - "left": "issue:43792", - "right": "issue:44683", - "accept": false, - "reason": "Whisper runtime failure and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Different loading failures for different models and different failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft pair (45325/45381) is a reasonable Qwen2.5-VL position-id/rope-index duplicate candidate, and the other pair judgments do not overstate evidence. No PRs are present, so there is nothing mergeability-related to reject." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3654,19 +3682,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:34634", "issue:35707", "issue:36331", - "issue:40990", "issue:41720", "issue:42617", "issue:42915", - "issue:43295", + "issue:43296", "issue:43316", "issue:43317", - "issue:43322", "issue:43404", "issue:43450", "issue:43454", @@ -3677,15 +3703,18 @@ "issue:43708", "issue:43720", "issue:43749", + "issue:43792", "issue:43873", "issue:43881", "issue:44008", "issue:44186", "issue:44387", "issue:44423", + "issue:44466", "issue:44479", "issue:44534", "issue:44610", + "issue:44683", "issue:44756", "issue:44877", "issue:44898", @@ -3695,7 +3724,6 @@ "issue:44991", "issue:45072", "issue:45081", - "issue:45161", "issue:45357", "issue:45406", "issue:45632", @@ -3706,6 +3734,9 @@ "issue:45823" ], "soft_pairs": [ + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43296|issue:44877", "issue:43454|issue:43720", "issue:43873|issue:45701", "issue:41720|issue:44977", @@ -3713,9 +3744,9 @@ "issue:45632|issue:45684", "issue:43404|issue:45357", "issue:34634|issue:35707", - "issue:43577|issue:43708", - "issue:44186|issue:45072", "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43577|issue:43708", "issue:35707|issue:41720", "issue:43873|issue:44756", "issue:44877|issue:44991", @@ -3726,239 +3757,229 @@ "issue:36331|issue:42915", "issue:44610|issue:44898", "issue:44186|issue:44610", - "issue:44387|issue:45704", "issue:36331|issue:42617", + "issue:44387|issue:45704", "issue:44479|issue:44918", "issue:43526|issue:43881", - "issue:43316|issue:44913", "issue:42915|issue:43317", + "issue:43316|issue:44913", "issue:43550|issue:43606", - "issue:45081|issue:45812", - "issue:41720|issue:43322", - "issue:40990|issue:45701", - "issue:43295|issue:45701", - "issue:41720|issue:45161" + "issue:45081|issue:45812" ], - "prepared_review_unit_hash": "6882e637f516a7a21e8789a1c0e940258931d5fb1773d34e055cb80a0ff0597c", + "prepared_review_unit_hash": "218fda107289796b30426dfbe931ea86fb90a843a6616cc40387d0d19d115a39", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37387, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "soft_pair_count": 31, + "serialized_chars": 37111, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated bugs in generation, tokenization, loading/offload, training, and multimodal processors. None of the soft pairs appear to be the same concrete underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated code paths and model families, so there is no clear duplicate anchor.", + "summary": "These items are mostly topic-similar but not duplicate-level matches: they span unrelated bugs in offloading, quantization, tokenizer/config loading, multimodal processors, trainer APIs, and model-specific regressions. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue; the cluster is heterogeneous and the soft pairs are only topical similarities, not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for this cluster: the issues are thematically similar only at a very broad level, not as one shared defect.", + "best_issue_reason": "No single best issue for dedup triage; 43873 is broad, but it is still a distinct offloading/quantization bug rather than a representative duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention save/tied weights, but one is about v5 serialization of lm_head.weight and the other is Qwen3.5 visual encoder key persistence; different bugs and code paths." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure vs torch>=2.9 flex_attention compilation failure; unrelated root causes." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load in vLLM vs strict config blocking granite_speech." + }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Both concern model-loading problems, but one is lm_head tying and the other is packed-weight unpacking in accelerate; different bugs and code paths." + "reason": "Both are model-loading issues, but AyaVision lm_head tying and BitNet packed-weight unpacking are distinct mechanisms." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior versus tokenizer/version-dependent tokenization changes; too broad and unrelated." + "reason": "Offloading/quantization regression vs tokenizer/version behavior change; not the same bug." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different Qwen variants and different failures: device-map cuda assert vs flash-attention generation regression." + "reason": "Qwen3 auto device-map CUDA assert and Qwen3.5 flash-attention generation regression are different failures." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n audio tensor name collision is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "Different model families and errors: Gemma3n forward name collision vs Gemma4 PLE device mismatch." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying in Mistral3 conditional generation is a different issue from Qwen3.5 visual encoder key saving." + "reason": "Mistral3 tied-weight bug vs Qwen3.5 visual encoder save regression; no shared code path." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "Voice preset handling in BarkProcessor and generation with inputs_embeds/past_key_values are separate issues." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Blip2 dtype loading bug versus Trainer resume/max_steps calculation bug; different subsystems." + "reason": "Different processors and failures in serve: Qwen3.5 continuous batching vs Gemma4Processor missing _tokenizer." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "Tokenizer padding/truncation crash vs dtype mismatch during bfloat16 inference; unrelated." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both are serve/multimodal crashes, but one is continuous-batching string handling and the other is a missing _tokenizer attribute in Gemma4Processor." + "reason": "BLIP2 dtype loading problem vs Trainer max_steps recalculation on resume; different subsystems." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Both involve generation, but the concrete failures are different: cache/input-embed handling vs device-map cuda assert." + "reason": "Progressive generation with embeddings/past KV is unrelated to Qwen3 device mapping CUDA asserts." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offload issues and disabling mmap for Strix Halo OOM are not the same underlying problem." + "reason": "Both involve memory/offload concerns, but one is quantization offloading behavior and the other is mmap on Strix Halo; not the same bug." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Strict config rejection for granite_speech is unrelated to tokenizer loading failure for est-roberta." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading is a loading-path issue; non-persistent buffer junk is a different v5 buffer initialization bug." + "reason": "FSDP CPU RAM efficient loading regression and non-persistent buffer junk fill are different loading bugs." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are distinct." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to version-dependent tokenization changes." + "reason": "Video processor batching shape bug vs tokenization regression; no overlap in concrete bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight loading failure are different model/backend bugs." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to packed-weight unpacking during accelerate loading in BitNet." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature change is unrelated to Qwen3Moe FP8 configuration loading." + "reason": "Trainer compute_loss API mismatch vs Qwen3Moe FP8 config failure; unrelated." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-resolution related, but they affect different models and different preprocessing/model expectations." + "reason": "Both touch image preprocessing sizes, but the models and root causes differ: OmDet-Turbo processor output size vs Perceiver interpolation behavior." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are different processor bugs." + "reason": "Both are preprocessing/shape problems, but one is a tokenizer crash and the other is image resolution mismatch in a different model." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Int4 quantization memory regression in Transformers 5.x is unrelated to apex FusedRMSNorm memory leak in T5." + "reason": "CustomTrainer signature change and 3d_parallel.py runtime failure are unrelated." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "CustomTrainer compute_loss API break and 3d_parallel.py failure share no concrete code path." + "reason": "Increased int4 CUDA reserved memory in Transformers 5.x is not the same as T5 using apex.FusedRMSNorm with a leak." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression in Qwen2.5/Qwen3.5 VL is different from TRL SFT issues unpacking Qwen3.5 input embeddings." + "reason": "Qwen VL video-input regression and Qwen3.5 SFT input-embedding unpacking failure are different code paths." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Both are config reload discrepancies, but for different configs and different fields; not the same bug." + "reason": "FP8 config failure for Qwen3Moe and device_map auto dequantized-model offload failure are distinct loading issues." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to dequantized model loading with gpu+cpu offload." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different failures: torch.compile/SDPA in Bamba versus CPU offload device mismatch in Bark-small." + "reason": "Bamba compile/SDPA issue and Bark small CPU-offload device mismatch are unrelated." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patch crash on tokenizer internals is unrelated to Granite token ID regression." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Llava Next segfault are different model-loading failures." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same as a tokenization change regression." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "Processor.tokenizer regression with images is a different issue from generic tokenization changes across versions." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Auto device-map cuda assert on Qwen3 is unrelated to TP-only failure on GPT-OSS MoE." + "reason": "Mistral tokenizer regex patch crash and Granite token-ID regression are separate tokenizer bugs." } ] }, @@ -3980,16 +4001,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:30064", "issue:34567", "issue:34634", "issue:35707", "issue:36010", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", + "issue:43295", "issue:43322", "issue:43388", "issue:43421", @@ -4000,7 +4023,6 @@ "issue:43606", "issue:43653", "issue:43720", - "issue:43746", "issue:43782", "issue:43873", "issue:43927", @@ -4013,25 +4035,28 @@ "issue:44509", "issue:44514", "issue:44545", - "issue:44589", "issue:44671", "issue:44743", "issue:44779", "issue:44898", - "issue:44987", "issue:44991", - "issue:45042", "issue:45059", "issue:45072", + "issue:45161", "issue:45357", "issue:45406", "issue:45464", "issue:45701", "issue:45704", "issue:45759", - "issue:45812" + "issue:45812", + "issue:45859" ], "soft_pairs": [ + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:43295|issue:45701", + "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:44671|issue:44743", "issue:43421|issue:45812", @@ -4054,222 +4079,232 @@ "issue:43421|issue:43927", "issue:34567|issue:35707", "issue:44368|issue:45357", - "issue:43873|issue:45704", "issue:44451|issue:44991", - "issue:44898|issue:45072", - "issue:41720|issue:43746", + "issue:45759|issue:45859", + "issue:43873|issue:45704", "issue:44062|issue:44451", - "issue:44987|issue:45042", - "issue:43531|issue:44589" + "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "6fc1ad4f48ef898c0c5371e76ab68c8e5fe6cbb58f62401b988e720fdd2258d3", + "prepared_review_unit_hash": "45986dde68a6e305ae9354a62d9aa220ed2e20b911220f1aa280020e0bdc56fa", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36380, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "soft_pair_count": 31, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one clear duplicate pair stands out: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. All other soft links are broad similarity matches but describe different bugs, models, or code paths and should remain separate.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 44545 is the better representative of the exact duplicate pair with 44514: same crash, same title/behavior, and slightly more inbound references/discussion.", + "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bug reports spanning tokenizers, processors, generation, offloading, and model-specific regressions. The only clear duplicate pair is the two identical Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate target emerges from the cluster: the issues cover many unrelated models and code paths, with only one exact duplicate pair present.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the strongest issue candidate overall because it is the clearest exact duplicate target in this set and has the most signal among the pair.", + "best_issue_reason": "If a representative issue must be chosen, issue 43873 is the broadest and most active report, but it is still not a true umbrella duplicate for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failures on different paths/models: Qwen3 auto device mapping cuda assert vs Llava Next load-time segfault." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version regressions, but one is a perplexity regression and the other is a general tokenization change report; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor.tokenizer access and image passing regression is a different processor API break than the generic tokenization-change report." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different Qwen3-related generation/distribution problems; one is auto device mapping, the other is tensor-parallel behavior." + }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Both mention Qwen3-MoE / config-related problems, but one is a sliding_window bug and the other is a missing pad_token_idx regression; different failures." + "reason": "Unrelated bugs: Qwen3-MoE sliding window behavior vs StableLmConfig missing pad_token_idx." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Qwen3 modular cache state resets are unrelated bugs in different models and code paths." + "reason": "Different model/code-path regressions: CamemBERT masked LM output vs Qwen recurrent cache state reset." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "One is about runtime post-processor updates for special tokens; the other is a silent tokenizer ID regression across Granite models. Related area, different concrete bug." + "reason": "Both concern tokenization internals, but one is runtime special-token post-processing and the other is Granite token IDs; different underlying defects." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping on A800 causing cudaErrorAssert is unrelated to failing to run 3d_parallel.py." + "reason": "Device-mapping CUDA assert and a 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "An import error for GenerationMixin is a different issue from a script execution failure." + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py execution issue." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Qwen3VL weight_only loading are distinct model/load-path bugs." + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading; different bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but they involve different tokenizers, tasks, and failure modes; not the same underlying bug." + "reason": "Tokenizer crashes on NER/padding vs AttributeError on MLuke tasks are distinct model-specific failures." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor serve crash and Qwen3.5 streaming chat/completions failure are different processor/runtime problems." + "reason": "Gemma4Processor _tokenizer crash in serve is unrelated to Qwen3.5 streaming inference failures." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token/post-processor updates and a general tokenization-version change are not the same concrete defect." + "reason": "Runtime special-token post-processor updates are not the same as the broader tokenization-version regression report." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation map processing and BarkProcessor voice_preset behavior are unrelated processor bugs." + "reason": "Image processor void segmentation maps and Bark voice_preset are unrelated processor bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are documentation issues of different scope." + "reason": "A documentation typo and stale docs about removed pipeline tasks are related only by docs, not the same issue." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenization regressions, but for different model families and symptoms; no evidence of one shared bug." + "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different root causes." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated model-specific crashes." + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model loading/runtime problems." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch for Bark-small and packed-weights unpacking for BitNet are different accelerate/loading bugs." + "reason": "Both touch offloading/loading, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Mask2Former label dropping in gather_for_metrics is unrelated to SAM3 text+box prompt weirdness." + "reason": "Metric gathering label-drop bug and SAM3 text/box behavior are unrelated." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and tokenizer special-token registration in BigBirdTokenizer are unrelated." + "reason": "Torch.compile SDPA failure and BigBirdTokenizer special-token decode bug are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These appear to be the same exact bug report: identical title and same apply_chat_template crash on batched input with padding=False." + "reason": "Exact duplicate: same title, same method, same crash condition on batched input with padding=False." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE and AutoModelForCausalLM.from_config text_config unwrapping are different issues." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch under CPU offload and a tokenizer mask-token decode issue are not the same underlying problem." + "reason": "Device mismatch during CPU offload and tokenizer special-token registration are unrelated bugs." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Special-token post-processor refresh at runtime and DiaConfig losing custom token IDs on save/load are different tokenizer/config bugs." + "reason": "Runtime special-token update failure is not the same as DiaConfig losing custom token IDs after save/load." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating and progressive generation with inputs_embeds/past_key_values are unrelated training vs generation issues." + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings and incorrect save_pretrained visual encoder keys are different Qwen3.5 fine-tuning/save issues." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading not working and a T5 apex memory leak are different mechanisms and symptoms." + "reason": "A config warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Cannot load one specific model and tokenizer loading failures for another model are separate compatibility issues." + "reason": "Both are tokenizer-load regressions, but they target different models and there is no evidence of the same root cause." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Perceiver non-default resolution handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." + "reason": "Composite multimodal config unwrapping and CPU-offload rotary embedding compatibility are different Qwen 3.5 bugs." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are unrelated failures." + "reason": "Quantized offloading problems and a T5 apex memory leak are unrelated." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument collision and inability to load a model are not the same code-path." + "reason": "AddedToken keyword collision and ScandiBERT loading failure are unrelated tokenizer issues." }, { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "A model loading failure for physical-intelligence/fast and a PIL backend torchvision dependency regression are different issues." - }, - { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Qwen3-MoE sliding_window and a missing Float8 storage type are unrelated bugs." + "reason": "Perceiver interpolation failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The exact-duplicate call on 44514/44545 is supported by the packet: identical title, same crash description, and 44545 has slightly more inbound references/discussion. The remaining soft-edge rejections are conservative and stay within what the titles/metadata support. No PR-pair mergeability concerns apply here." + "feedback": "The summary is grounded in the packet: the cluster is broadly heterogeneous, and the one exact duplicate pair (issue:44514 / issue:44545) is directly supported by identical titles. The soft-edge verdicts are conservative and generally justified by distinct model/path or bug descriptions, without overclaiming broader duplicate relationships." }, "evaluator_used": true, "retried": false, @@ -4288,7 +4323,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:30064", "issue:33666", @@ -4299,20 +4334,17 @@ "issue:41720", "issue:42886", "issue:42915", - "issue:43335", "issue:43381", "issue:43421", "issue:43525", "issue:43531", "issue:43540", - "issue:43575", "issue:43596", "issue:43618", "issue:43653", "issue:43697", - "issue:43716", "issue:43720", - "issue:43756", + "issue:43746", "issue:43782", "issue:43819", "issue:43844", @@ -4322,14 +4354,16 @@ "issue:44077", "issue:44186", "issue:44220", + "issue:44589", "issue:44610", "issue:44625", "issue:44661", "issue:44671", - "issue:44756", "issue:44843", "issue:44918", "issue:44936", + "issue:44987", + "issue:45042", "issue:45081", "issue:45183", "issue:45356", @@ -4337,25 +4371,30 @@ "issue:45479", "issue:45588", "issue:45704", - "issue:45759" + "issue:45759", + "issue:45859" ], "soft_pairs": [ - "issue:45588|issue:45759", + "issue:41720|issue:43746", + "issue:44987|issue:45042", + "issue:43531|issue:44589", "issue:33666|issue:35707", "issue:43421|issue:43653", - "issue:43381|issue:43844", + "issue:45588|issue:45759", "issue:42886|issue:44843", - "issue:39692|issue:44610", + "issue:43381|issue:43844", "issue:44918|issue:44936", + "issue:39692|issue:44610", "issue:43421|issue:44186", "issue:43525|issue:43531", "issue:44625|issue:45479", + "issue:45704|issue:45859", "issue:43782|issue:45381", "issue:45081|issue:45356", "issue:34634|issue:41720", "issue:43994|issue:44671", - "issue:43381|issue:45704", "issue:39692|issue:43873", + "issue:43381|issue:45704", "issue:42915|issue:45759", "issue:43596|issue:44220", "issue:43540|issue:44008", @@ -4363,222 +4402,211 @@ "issue:44220|issue:44661", "issue:45183|issue:45479", "issue:44077|issue:44625", - "issue:43575|issue:45704", - "issue:43720|issue:43819", "issue:30064|issue:36010", - "issue:43335|issue:43756", - "issue:44756|issue:45759", - "issue:43653|issue:43720", - "issue:43716|issue:44008" + "issue:43720|issue:43819" ], - "prepared_review_unit_hash": "405c6bc498835c3765518eddf60049deee7554a9a015e55fb853e6d04f903d4b", + "prepared_review_unit_hash": "cd067ad4395f82def11681ba1362f2d63c3bb29c67a705e871cc75d4426bf217", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36813, - "estimated_input_tokens": 9204, - "estimated_eval_tokens": 18664 + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated bug reports across different models, tokenizers, processors, and training/runtime paths. None of the proposed soft pairs look like the same underlying issue, so no duplicate merge is warranted.", - "confidence": 0.96, + "summary": "This is a very heterogeneous set of issues with only superficial keyword overlap (Qwen, tokenizers, offload, quantization, multimodal processors). I do not see any true duplicate pair here, so no soft edge should be merged.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Both involve model loading/configuration, but they are different models and failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: loading physical-intelligence/fast on newer transformers vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Different subsystems and failures: flash-attention sink handling vs Qwen multimodal config unwrapping." + "reason": "Different problems and code paths: Qwen3-MoE sliding_window behavior vs missing Float8 storage type during deserialization." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Both are training-related, but one is Qwen2-VL multi-GPU training and the other is progressive generation with inputs_embeds/past_key_values; not the same bug." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BigBird mask-token registration/decode behavior." + "reason": "Both concern tokenizer internals, but one is runtime special-token post-processor updates and the other is BigBirdTokenizer mask token registration/empty decode output." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to ZeRO-3 gradient growth during training." + "reason": "Different subsystems and failures: flash_attention sink-less model handling vs from_config not unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline/tokenizer loading, but one is generic cache loading and the other is a specific _patch_mistral_regex model_info() call." + "reason": "Both relate to offline/cache behavior, but one is tokenizer cache loading in HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Different model-specific processor mismatches: SigLIP2 docs vs OmDet-Turbo image size expectation." + "reason": "Both mention training/eval or gradient behavior, but one is gradient checkpointing in eval mode and the other is gradient explosion with HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Unpacking Qwen3.5 input embeddings with TRL SFT is not the same as trainer.evaluate() failing after train()." + "reason": "Different failures: Qwen3.5 input-embeddings unpacking with TRL SFT trainer vs trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Similar multimodal/documentation flavor, but one is SigLIP2 doc example/model-processor mismatch and quantization errors; the other is OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer bugs: dynamic special-token post-processing vs LayoutLMv2 batching/NER crash." + "reason": "Both are tokenizer bugs, but the concrete issues differ: dynamic special-token post-processing vs LayoutLMv2Tokenizer crashes on NER inputs and batching." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Both are Qwen-related config issues, but pad_token_id missing in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Config propagation of num_labels is a different bug from single-label classification degenerating to zero loss." + "reason": "Both touch classification config propagation, but one is Qwen3.5 num_labels wiring and the other is zero-loss behavior for single_label_classification with num_labels=1 across sequence-classification models." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different memory/offload problems: T5 silently using apex.FusedRMSNorm vs Qwen3_5MoeTextRotaryEmbedding not being CPU-offload compatible." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL issues: weight_only loading failure vs video vision_position_ids being wrong." + "reason": "Both concern Qwen/VL model loading or behavior, but one is weight_only loading error and the other is incorrect video vision_position_ids in qwen2.5-vl." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch fix_mistral_regex, but one crashes on backend_tokenizer and the other is a codec-handling regression." + "reason": "Both involve Mistral-regex-related tokenizer behavior, but one is a crash on backend_tokenizer access and the other is a Kimi-K2.5 regression with incorrect codec handling and warning text." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset parsing is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Completely different models and bugs: BarkProcessor voice_preset handling vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and outputs: SigLIP2 pipeline behavior vs CamemBERT masked LM predictions." + "reason": "Both are model behavior regressions, but SigLIP2 nonsensical outputs and CamemBERT masked-LM predictions are unrelated code paths." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode support is unrelated to a T5 apex.RMSNorm memory leak." + "reason": "Both mention quantization/loading issues only at a very high level; SigLIP2 doc/example bugs are not the same as quantization offloading not working as expected." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "SigLIP2 example issues are unrelated to quantization offloading behavior." + "reason": "Both involve training/runtime behavior, but gradient checkpointing in eval mode is unrelated to T5 using apex.FusedRMSNorm and its memory leak." }, { "left": "issue:42915", "right": "issue:45759", "accept": false, - "reason": "Qwen3Moe FP8 loading failure is unrelated to Qwen multimodal config unwrapping." + "reason": "Both are Qwen-family config/runtime issues, but FineGrainedFP8Config failure and from_config not unwrapping text_config are distinct bugs." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel index error is unrelated to _torch_extract_fbank_features()." + "reason": "Different failure modes: Deepspeed ZeRO-3 init with BertModel index error vs _torch_extract_fbank_features() issue." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video input validation in Qwen3OmniMoe is unrelated to Gemma3n's audio_mel_mask name collision." + "reason": "Both are multimodal model forward-path bugs, but one is Qwen3OmniMoe video input validation and the other is Gemma 3n variable-name collision causing audio_mel_mask AttributeError." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions assignment regression is unrelated to RTDetrV2 differing outputs in v5." + "reason": "A broad similarity around model outputs, but CLIPOutput attentions assignment and RTDetrV2 output drift in v5 are different models and regressions." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug is unrelated to tokenizer mapping-name handling in add-new-model-like." + "reason": "Unrelated tokenizer/audio issues: fbank feature extraction vs add-new-model-like failing for TOKENIZER_MAPPING_NAMES." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Incorrect input validation messaging is unrelated to the num_labels=1 zero-loss classification bug." + "reason": "Generic validation logic vs a specific classification-loss degeneracy; same area, but not the same bug or fix." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to config propagation of num_labels." - }, - { - "left": "issue:43575", - "right": "issue:45759", - "accept": false, - "reason": "Tensor-parallel OOM on a large Qwen2 model is unrelated to multimodal text_config unwrapping." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to DAC.from_latents missing STE behavior." + "reason": "Patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated model/config issues." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void-segmentation handling is unrelated to the GenerationMixin import error." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to Smollm3 RoPE layer dropping." - }, - { - "left": "issue:44756", - "right": "issue:45759", - "accept": false, - "reason": "Strix Halo mmap OOM mitigation is unrelated to Qwen multimodal config unwrapping." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "BigBirdTokenizer special-token decode failure is unrelated to BitNet packed-weight loading." + "reason": "Image processor void segmentation-map handling is unrelated to the GenerationMixin import error." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to Gemma3n audio tensor attribute collision." + "reason": "Different models and mechanisms: BitNet packed-weight unpacking during accelerate loading vs DAC.from_latents missing STE mismatch." } ] }, @@ -4600,7 +4628,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:30064", "issue:36331", @@ -4608,26 +4636,27 @@ "issue:42915", "issue:43295", "issue:43322", + "issue:43335", "issue:43421", "issue:43531", "issue:43540", "issue:43550", "issue:43577", - "issue:43582", - "issue:43606", "issue:43643", "issue:43653", + "issue:43716", + "issue:43720", "issue:43746", + "issue:43756", "issue:43782", "issue:43818", "issue:43819", "issue:43825", - "issue:43827", "issue:43873", "issue:43994", + "issue:44008", "issue:44062", "issue:44186", - "issue:44442", "issue:44448", "issue:44479", "issue:44485", @@ -4651,8 +4680,11 @@ "issue:45834" ], "soft_pairs": [ - "issue:43295|issue:45834", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43716|issue:44008", "issue:42915|issue:43746", + "issue:43295|issue:45834", "issue:43746|issue:45381", "issue:43550|issue:45072", "issue:43746|issue:43873", @@ -4660,236 +4692,226 @@ "issue:44186|issue:44898", "issue:44843|issue:45081", "issue:43531|issue:43643", + "issue:44062|issue:44488", "issue:43643|issue:44877", "issue:43421|issue:44811", "issue:43577|issue:43818", - "issue:44062|issue:44488", "issue:43540|issue:45381", "issue:43653|issue:43819", "issue:44448|issue:44671", "issue:43782|issue:44977", "issue:45584|issue:45834", - "issue:43825|issue:43994", "issue:43322|issue:45685", "issue:44561|issue:45020", + "issue:43825|issue:43994", "issue:44821|issue:45084", + "issue:44485|issue:44509", "issue:39692|issue:45834", "issue:30064|issue:36331", - "issue:44485|issue:44509", - "issue:44479|issue:45834", - "issue:43825|issue:43827", - "issue:44186|issue:44442", - "issue:43577|issue:43582", - "issue:43606|issue:45072" + "issue:44479|issue:45834" ], - "prepared_review_unit_hash": "b2e34c56af20a190fb916a286cc7ac8a0f78e9c785ded4d241f90ccb884a4fd2", + "prepared_review_unit_hash": "94b7d9204e910a006bf514aba686bc3b806076cf09a34bcdcd79c5cd016ae096", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36226, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic bucket of mostly unrelated Transformers issues. The soft pairs share broad keywords (Qwen, tokenizer, pipeline, video, config, etc.) but not the same concrete bug or change, so none should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No canonical issue: the similarities are superficial and span distinct models, code paths, and failure modes rather than one underlying defect.", + "summary": "This set is mostly heterogeneous; the only near-overlap is around Mistral regex patching, but the reported failures are different enough that I would not merge them. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "If a single anchor is needed, issue #45020 is the broadest umbrella-style report in the set (remote_code regressions) and is open, but the cluster does not really form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the set is heterogeneous and does not form a true duplicate cluster.", + "best_issue_reason": "#45020 is the best global issue anchor only because it is the broadest and most central open regression report among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and different bugs: sparse-layer config construction vs RoPE-layer dropping." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; unrelated failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Different regressions: custom processor.tokenizer access vs OCR long-input indexing." + "reason": "Different multimodal code paths: image preprocessor dtype mismatch vs Gemma3n forward variable collision." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Unrelated bugs: FineGrainedFP8Config loading vs GraniteSpeech adapter/local-checkpoint loading." + "reason": "FP8 config failure in Qwen3Moe is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in one model versus OCR index error in another." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "Different code paths: PEFT/local checkpoint loading vs Qwen2.5-VL video position ids." + "reason": "Checkpoint loading with adapters is unrelated to Qwen video position-id bugs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different failures: torch.compile SDPA on Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different backends and problems: torch.compile SDPA issue vs bfloat16 dtype mismatch." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Same broad area of loading/offloading, but distinct bugs and models; not the same defect." + "reason": "Local checkpoint loading with PEFT adapters is not the same as quantization offloading behavior." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Unrelated: SDPA compile bug vs DAC latents/STE mismatch." + "reason": "Unrelated models and code paths; compile/SDPA bug does not match DAC latent mismatch." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different subsystems: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image resolution handling." + "reason": "Tokenizer padding/truncation crash is unrelated to Perceiver image classification resolution handling." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is offline model_info access and the other is a backend_tokenizer AttributeError; separate bugs." + "reason": "Both touch _patch_mistral_regex, but one is offline network access and the other is an AttributeError on tokenizer structure; not the same concrete bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding_window vs AutoConfig trust_remote_code field loss." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor misuse is not the same as loading a specific model failing." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one loses fields and the other is strict config rejection; not the same bug." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict GraniteSpeech config rejection." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "TokenizersBackend post-processor updates vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different model bugs: BLIP2 dtype persistence vs Video-LLaVA temporal attention/weight sharing." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken special-arg duplication vs tokenizer load failure for cjvt/sleng-bert." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal attention/shared weights are unrelated." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different video regressions in different models and failure modes." + "reason": "Both are video-related, but they affect different Qwen model families and distinct bugs." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs DAC forward/from_latents mismatch." + "reason": "Tokenizer special-token registration and DAC from_latents/forward mismatch are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are output quality regressions, but on different models/tasks and likely different causes." + "reason": "Different model regressions with different outputs; not the same issue." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue." + "reason": "Weight-only loading error for Qwen3VL is unrelated to flash-attention generation behavior in Qwen3.5." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation vs Kosmos2.5 long-OCR index error." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Error-message wording about pipeline tasks vs SigLIP2 model/pipeline output correctness." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index error are different models and failures." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault loading Llava Next vs MPS histogram_int dtype error in MoE; unrelated." + "reason": "Segfault in Llava Next loading is unrelated to MPS histogram support for MoE int tensors." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "General remote_code breakage is too broad; these are not the same concrete regression." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "AutoImageProcessor URL loading vs template-node compilation TypeError." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "SigLIP2 docs/example mistakes vs Kosmos2.5 OCR input indexing." + "reason": "Removal of is_torch_fx_available is one specific cause; #45020 is a broad remote_code regression report, not the same concrete bug." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Image segmentation-map handling vs CustomTrainer loss signature regression." + "reason": "Pipeline task messaging regression is unrelated to SigLIP2 inference producing nonsensical results." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE discussion vs docs mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion is unrelated to v5 docs still mentioning removed tasks." }, { - "left": "issue:44479", + "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression vs Kosmos2.5 OCR indexing; different models and symptoms." - }, - { - "left": "issue:43825", - "right": "issue:43827", - "accept": false, - "reason": "Both are about v5 pipeline removals, but one is an error-message issue and the other is stale docs; not the same underlying bug." + "reason": "SigLIP2 doc example errors are unrelated to Kosmos2.5 OCR indexing." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Image segmentation-map processing bug is unrelated to CustomTrainer compute_loss argument breakage." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "BLIP2 dtype retention vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Qwen video regression across multiple models is unrelated to Kosmos2.5 OCR input length handling." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "CPU offload device mismatch vs bfloat16 dtype mismatch in a different model." + "reason": "Loading AutoImageProcessor from URL and non-template-node compilation errors are different problems." } ] }, @@ -4911,19 +4933,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:34634", "issue:36010", - "issue:38175", - "issue:39692", "issue:42175", "issue:43262", "issue:43329", "issue:43404", "issue:43452", "issue:43526", + "issue:43577", "issue:43582", + "issue:43606", "issue:43638", "issue:43644", "issue:43650", @@ -4935,12 +4957,13 @@ "issue:43749", "issue:43782", "issue:43819", - "issue:43854", + "issue:43825", + "issue:43827", "issue:43906", "issue:44060", + "issue:44186", "issue:44368", - "issue:44554", - "issue:44589", + "issue:44442", "issue:44610", "issue:44671", "issue:44805", @@ -4948,10 +4971,8 @@ "issue:44857", "issue:44912", "issue:44936", - "issue:44977", "issue:44991", "issue:45020", - "issue:45042", "issue:45072", "issue:45081", "issue:45084", @@ -4963,224 +4984,217 @@ "issue:45803" ], "soft_pairs": [ + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43577|issue:43582", "issue:34634|issue:36010", "issue:44805|issue:44936", "issue:43452|issue:44991", - "issue:44610|issue:45072", "issue:42175|issue:45081", + "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:44060|issue:44368", - "issue:44671|issue:45701", "issue:45081|issue:45406", + "issue:44671|issue:45701", "issue:43404|issue:43782", "issue:43650|issue:43906", "issue:43582|issue:44857", - "issue:45459|issue:45803", "issue:43262|issue:43819", "issue:43526|issue:43697", + "issue:45459|issue:45803", "issue:45084|issue:45538", "issue:43644|issue:43749", "issue:43329|issue:45600", - "issue:43653|issue:44912", "issue:43742|issue:45020", + "issue:43653|issue:44912", "issue:43638|issue:44936", - "issue:43746|issue:44811", - "issue:44589|issue:45042", - "issue:43854|issue:44977", - "issue:38175|issue:44610", - "issue:39692|issue:44912", - "issue:43526|issue:44554" + "issue:43746|issue:44811" ], - "prepared_review_unit_hash": "4222a258e0ca48c4fce29a00cf860f2e12a19fce9c539c7d0a9e10efd42298d0", + "prepared_review_unit_hash": "0cc2bcc817561ab74b8345494bc878a32693dfc3643eb7b0314fc22a5e084640", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36042, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35264, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set; the soft-similarity links look like false positives across different models, processors, loaders, and runtime failures rather than true duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "No single canonical issue stands out: the items cover many distinct bugs in different subsystems and model families.", + "summary": "This cluster is heterogeneous; the soft-similarity pairs mostly share only broad Transformers-theme vocabulary and do not look like true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs across tokenization, loading, precision, audio, multimodal, training, and CI paths.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:45020 is the broadest/open report, but it is still too generic to serve as a real duplicate anchor.", + "best_issue_reason": "If forced to pick one representative issue, issue 45020 is the broadest open report, but it is still too general to anchor the rest of the cluster as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related v5/pipeline theme, but one is an error-message bug and the other is stale documentation; not the same underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer problems, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference mismatches, but they involve different models and different code paths (CPU offload vs bfloat16 dtype handling)." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated issues: BLIP2 dtype loading versus an Apple Silicon allocator TypeError." + }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Different failures: Bark voice preset behavior vs a GenerationMixin import error." + "reason": "Different subsystems and failures: BarkProcessor voice preset versus a transformers import error." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different bugs: a mask/index shape mismatch vs trainer state breaking evaluate() after train()." + "reason": "Different bugs: tensor/mask shape mismatch versus training-to-evaluation state transition failure." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading issues, but they affect different tokenizer/model paths and do not appear to be the same defect." + "reason": "Both concern loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; not the same bug." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Different models and symptoms: OmDet-Turbo processor size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "No shared underlying defect: backend dependency packaging versus Mistral regex patching." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Unrelated: backend packaging problem vs a Mistral tokenizer regex crash." + "reason": "Different problem domains: processor image size mismatch versus dtype mismatch during inference." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different problems: BitNet packed-weight loading vs bfloat16 dtype mismatches." + "reason": "Different loading bugs with different models and causes; not mergeable as one PR-worthy fix." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Related theme of tied-weight warnings, but the model families and underlying warning bug differ." + "reason": "Same general Qwen family, but one is a bad tied-weights warning path and the other is a user-facing config warning during LoRA fine-tuning." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "CamemBERT masked-LM predictions vs a broad tokenization-regression report; not the same concrete bug." + "reason": "Both are AttributeErrors during loading, but on different objects and different code paths." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Different processor/tokenizer crashes in different code paths and models." + "reason": "Only loosely related to tokenization changes; one is CamemBERT MLM output regression and the other is a general tokenization change report." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Different generation/loading issues: untied lm_head weights vs weight_only load error." + "reason": "Different model families and different loading failures; too broad to be duplicates." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No clear overlap; one is a vague data request, the other is an isolated reproduction of a separate upstream issue." + "reason": "No meaningful overlap beyond being issue reports; one is a placeholder title and the other is a reproduction of another bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Different runtime environments and failures: Apple Silicon allocator warmup TypeError vs CUDA float16 AMP crash." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Both involve exception handling, but they are different functions and different error-hiding bugs." + "reason": "Allocator TypeError and CUDA AMP image-loss crash are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate defaulting bug vs DAC STE mismatch; unrelated code paths." + "reason": "Both are audio-related, but one is sampling-rate default handling and the other is a DAC latent/forward mismatch." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different model issues: BEiT Fast label reduction vs RTDetrV2 output divergence." + "reason": "Different components: Beit image processor label reduction versus RTDetrV2 output regression." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve overly broad exception handling, but they are in different modules and hide different classes of failures." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error vs tokenizer max_length constant; unrelated defects." + "reason": "No duplicate signal: template compilation error versus CLIP model_max_length configuration." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different serialization/loading bugs: non-persistent buffer corruption vs FSDP CPU RAM efficient loading failure." + "reason": "Both are loading/initialization regressions, but one is non-persistent buffer filling and the other is FSDP RAM-efficient loading." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different scopes: multimodal token counting video-path bug vs stale auto_mappings CI breakage." + "reason": "Unrelated CI/runtime issues in different files and code paths." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer special-token registration bug vs quantization fallback to bf16; not the same issue." + "reason": "A specific key error on one model is not the same as the broader remote_code compatibility regression." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "MobileLLM loading KeyError is model-specific; the other is a broad remote_code regression report." + "reason": "Tokenizer special-token registration bug versus MXFP4 quantization fallback; different defects." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different causes and workflows: Deepspeed ZeRO3 index error vs trainer evaluate() state regression." + "reason": "Different training/evaluation failures with different triggers and stack paths." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different processor loading bug vs Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Unrelated: missing Float8 storage object vs PIL image processor unexpectedly requiring torchvision." - }, - { - "left": "issue:43854", - "right": "issue:44977", - "accept": false, - "reason": "Different model-loading/test failure vs flash-attention generation bug." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "Different symptom and subsystem: zero probabilities in SigLIP2 vs processor/model input-size mismatch." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "SigLIP2 docs/example errors are not the same as MXFP4 quantization fallback behavior." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "Different models and failure modes; BEiT Fast label reduction is unrelated to the MPS attention correctness bug." + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." } ] }, @@ -5202,331 +5216,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ - "issue:33357", "issue:34567", "issue:34634", "issue:36010", "issue:36331", + "issue:38175", + "issue:39692", "issue:40990", "issue:41720", "issue:42915", "issue:43257", "issue:43262", - "issue:43317", "issue:43329", "issue:43450", - "issue:43452", "issue:43454", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43577", - "issue:43582", + "issue:43606", "issue:43643", "issue:43645", "issue:43697", "issue:43720", "issue:43742", "issue:43749", - "issue:43756", "issue:43819", + "issue:43854", "issue:43927", "issue:43931", "issue:44291", "issue:44479", - "issue:44560", + "issue:44554", "issue:44568", + "issue:44589", "issue:44610", "issue:44811", - "issue:44821", "issue:44849", "issue:44912", - "issue:44987", + "issue:44977", "issue:45042", "issue:45356", "issue:45357", - "issue:45381", "issue:45488", - "issue:45538", "issue:45701", - "issue:45759" + "issue:45759", + "issue:45823", + "issue:45859" ], "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43526|issue:44554", + "issue:39692|issue:44912", "issue:36010|issue:43645", - "issue:43454|issue:43577", "issue:34634|issue:36331", "issue:43819|issue:43927", "issue:43257|issue:43329", - "issue:43550|issue:44912", + "issue:43454|issue:43577", "issue:43720|issue:44610", - "issue:43749|issue:44291", + "issue:43550|issue:44912", "issue:44568|issue:45488", + "issue:43749|issue:44291", "issue:43531|issue:45042", "issue:43262|issue:44811", - "issue:43643|issue:45759", "issue:44568|issue:45356", + "issue:43643|issue:45759", "issue:36010|issue:36331", "issue:44849|issue:45701", - "issue:43329|issue:43450", "issue:34567|issue:40990", + "issue:43329|issue:43450", "issue:43329|issue:44479", + "issue:43606|issue:45859", "issue:43257|issue:43931", "issue:43697|issue:45357", + "issue:45823|issue:45859", "issue:44291|issue:45042", - "issue:43452|issue:43582", "issue:41720|issue:43540", - "issue:42915|issue:43742", - "issue:43317|issue:45538", - "issue:33357|issue:34567", - "issue:43927|issue:44912", - "issue:44987|issue:45538", - "issue:42915|issue:44821", - "issue:44479|issue:45381", - "issue:42915|issue:45538", - "issue:43257|issue:43756", - "issue:43540|issue:44560", - "issue:43540|issue:44479" + "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "47732b72f8fa57bead48e94c59be81e7cbb474e04a5258a0135f932cb4d88b43", + "prepared_review_unit_hash": "84a430744d9ee1bb61d0354e2880b2bc9f0c93dd4363a56b17b515441b5c7746", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38058, - "estimated_input_tokens": 9515, - "estimated_eval_tokens": 19286 + "soft_pair_count": 30, + "serialized_chars": 36931, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformers v5 regressions/load/load-time bugs. The soft links are mainly superficial topic overlap (tokenization, video, loading, quantization) rather than the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical duplicate stands out; if forced to anchor the cluster, issue 45701 is the broadest umbrella for the recurring version-dependent tokenization regression theme, but it does not cover the full set.", + "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar at the subsystem level (tokenizers, multimodal processors, loading, device/offload issues) but do not look like the same underlying bug. I would keep them separate.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set for version-dependent tokenization regressions and is the least specific/common representative if one issue must anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best available anchor only because it is broad and open with several inbound references; it is still too generic to represent the whole cluster cleanly.", + "best_issue_reason": "issue:45701 is the best global representative because it is broad, user-facing, and closer to a cross-cutting regression than the model-specific or one-off implementation bugs here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different breakages: GenerationMixin import path vs notebook custom-model initialization under v5." + "reason": "Different subsystems and symptoms: float8 storage loading vs PIL backend requiring torchvision." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both involve model usage, but the failures are different models and different paths (loading tests vs flash-attention generation)." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Vision model output issue vs processor input-size mismatch; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Unrelated model-specific bugs: AyaVision weight tying vs Blip2 dtype staying float32." + "reason": "Doc/example errors for SigLIP2 do not match an MXFP4 quantization fallback bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both touch v5 compatibility, but one is an import error and the other is Jupyter custom-model initialization." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different APIs and symptoms: BarkProcessor voice_preset vs Trainer.compute_loss kwargs." + "reason": "BarkProcessor voice preset and Trainer compute_loss signature are unrelated." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different code paths: DAC latent conversion mismatch vs DiaConfig losing custom token IDs on save/load." + "reason": "DAC latent reconstruction mismatch is unrelated to DiaConfig token-ID persistence." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion issue is distinct from multimodal video token counting undefined-variable bug." + "reason": "Qwen3 MoE loading with accelerate/deepspeed is unrelated to a multimodal token-counting video-branch bug." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Different failures: torch.compile/SDPA on Bamba vs MXFP4 quantization fallback on gpt-oss-20b." + "reason": "Weight tying in AyaVision and dtype propagation in Blip2 are different defects." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading bug in BitNet is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo processor image-size output." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights/_is_hf_initialized." + "reason": "torch.compile/SDPA failure is not the same as MXFP4 quantization fallback." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different implementation paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and likely different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Accelerate/FSDP loading breakage is different from the unexpected _is_hf_initialized argument issue." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to PIL backend processor torchvision dependency changes." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the torchvision backend requirement regression." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor bugs." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Different config bugs: trust_remote_code field loss vs from_config not unwrapping text_config." + "reason": "Different tokenizer regressions: special-token insertion vs codec/warning handling." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Different tokenizer regressions: add_special_tokens behavior vs Kimi-K2.5 codec handling/warning issue." + "reason": "Missing fields from AutoConfig with trust_remote_code is not the same as not unwrapping text_config in AutoModelForCausalLM.from_config." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Unrelated incompatibilities: GenerationMixin import breakage vs custom trainer loss signature change." + "reason": "GenerationMixin import failure and compute_loss kwarg mismatch are unrelated trainer/API regressions." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states output bug is a model forward-pass issue, not the broad tokenization regression described by 45701." + "reason": "Hidden-state output bug in Qwen3.5 is not the same as a broad tokenization-change regression." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Both are video-related, but one is undefined vars in token counting and the other is batched-shape handling in video processors." + "reason": "TrainerState token-count tracking and GPT-OSS perplexity are unrelated." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "TrainerState token-count tracking and gpt-oss perplexity are unrelated symptoms and subsystems." + "reason": "Video token counting and batched video processor output shape are related only broadly; not the same concrete bug." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both mention video regressions, but one is a specific undefined-variable bug and the other is a broader v5.3.0 regression across multiple models." + "reason": "Both mention video paths, but one is undefined helpers in token counting while the other is a model-family regression in v5.3.0." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both are CPU-offload/device-placement issues, but they affect different models and code paths." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different load-time failures: Qwen3 MoE weight conversion vs Qwen3-VL shape mismatch." + "reason": "Qwen3 MoE weight conversion and Qwen3-VL weight-shape mismatch are different loading failures." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated model-specific issues." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained key mismatches are unrelated regressions." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:45823", + "right": "issue:45859", "accept": false, - "reason": "init_empty_weights constructor-arg bug is unrelated to PIL backend requiring torchvision." + "reason": "Both involve offload/device mapping, but Gemma4 PLE forward mismatch is not the same as Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "init_empty_weights type handling and PIL backend torchvision dependency are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen model families and different failures: cudaErrorAssert on auto device map vs video-processing ValueError." + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video input ValueError are different failures." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to MobileLLM-125M key error on load." - }, - { - "left": "issue:43317", - "right": "issue:45538", - "accept": false, - "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer model_max_length behavior." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "MacOS CLIP model bus error and TrainerState token counter bug are unrelated." - }, - { - "left": "issue:43927", - "right": "issue:44912", - "accept": false, - "reason": "DiaConfig token-ID persistence and gpt-oss quantization fallback are different bugs." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Loading physical-intelligence/fast under >=5.1.0 is unrelated to CLIPTokenizer max_length." - }, - { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to AutoImageProcessor URL loading." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen video regressions, but one is a broad multi-model regression and the other is a specific qwen2.5-vl vision_position_ids issue." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Both are tokenizer-related, but they concern different tokenizers and distinct regressions." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "FineGrainedFP8Config on Qwen3Moe is unrelated to CLIPTokenizer max_length." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated model/config bugs." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to gpt-oss-20b MXFP4 loading fallback." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both are video-related, but they affect different model families and different failure modes." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM key loading error." } ] }, @@ -5548,281 +5528,309 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ - "issue:28282", + "issue:33357", "issue:34567", - "issue:34689", "issue:36010", "issue:36331", "issue:38175", "issue:42175", + "issue:42915", "issue:43257", + "issue:43317", "issue:43452", "issue:43493", - "issue:43526", "issue:43540", "issue:43577", + "issue:43582", "issue:43643", "issue:43646", "issue:43696", - "issue:43697", "issue:43742", "issue:43749", "issue:43756", "issue:43824", "issue:43906", + "issue:43927", "issue:43994", "issue:44062", "issue:44291", + "issue:44479", "issue:44488", - "issue:44589", + "issue:44560", "issue:44737", "issue:44756", "issue:44792", "issue:44821", "issue:44898", + "issue:44912", "issue:44964", + "issue:44987", "issue:44991", - "issue:45042", "issue:45072", "issue:45081", "issue:45137", - "issue:45216", - "issue:45325", "issue:45375", "issue:45381", "issue:45405", - "issue:45479", + "issue:45538", "issue:45588", - "issue:45600", "issue:45823" ], "soft_pairs": [ + "issue:43317|issue:45538", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:44987|issue:45538", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:42915|issue:45538", + "issue:43257|issue:43756", + "issue:43540|issue:44560", + "issue:43540|issue:44479", "issue:43257|issue:43696", "issue:43577|issue:45072", "issue:45137|issue:45405", - "issue:44737|issue:45588", "issue:38175|issue:44898", "issue:44062|issue:44991", + "issue:44737|issue:45588", "issue:43742|issue:44291", "issue:43540|issue:45823", "issue:43906|issue:45381", "issue:43646|issue:43749", "issue:44062|issue:45081", - "issue:43749|issue:44756", "issue:43643|issue:45375", + "issue:43749|issue:44756", "issue:34567|issue:36331", - "issue:43493|issue:43994", "issue:36010|issue:42175", + "issue:43493|issue:43994", "issue:42175|issue:43824", - "issue:44291|issue:44821", "issue:43452|issue:44488", - "issue:44792|issue:44964", - "issue:43526|issue:45479", - "issue:28282|issue:34689", - "issue:45042|issue:45081", - "issue:43756|issue:45325", - "issue:43742|issue:44589", - "issue:45405|issue:45600", - "issue:43697|issue:45216" + "issue:44291|issue:44821", + "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "42b4363cdf6d8fbaac6f451ebce7cdf6426a41c9adefc7a485c0162880744724", + "prepared_review_unit_hash": "3702f772e27f08fc3af1d30729de03ebf402f749558772d660e88e0d886a1a5d", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35477, - "estimated_input_tokens": 8870, - "estimated_eval_tokens": 17996 + "soft_pair_count": 31, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports with one plausible duplicate pair around SigLIP2 model correctness. The rest differ by model, API surface, or failure mode and should stay separate.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43493 is the best canonical issue: it describes the underlying SigLIP2 implementation discrepancy at a higher level, while issue:43994 is a user-facing symptom on the same model/checkpoint.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest representative for the SigLIP2 bug because it frames the root behavior difference, not just one downstream reproduction.", - "best_pr_reason": null, + "summary": "Mostly a heterogeneous bag of unrelated model-loading, tokenizer, video, quantization, and training issues. Only two soft pairs look like true duplicates: the Qwen2.5-VL video regression pair and the SigLIP2 discrepancy pair.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the items span different bugs and subsystems, so one issue would not represent the cluster well.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a strong global anchor; the cluster is too heterogeneous, with only a couple of genuine duplicate pairs.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: device_map/offload dequantized-model loading vs CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different code paths: GGUF AutoTokenizer/AutoModel loading vs Apple Silicon mmap warmup TypeError." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated failures: MacOS bus error on CLIP vs TrainerState token-count bookkeeping." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: a model-loading failure for physical-intelligence/fast vs tokenizer max length setting." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8/quantization failure vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: DiaConfig save/load token ID loss vs MXFP4 quantization fallback." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying regression: both report the v5.3.0 Qwen2.5-VL video-input/vision_position_ids bug; 45381 is a narrower symptom of 44479." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated topics: Qwen3Moe fine-grained FP8 failure vs CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and failures: Qwen3 MoE weight conversion vs Smollm3 RoPE-layer mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input errors, but on different Qwen model paths with different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different model families: Qwen3OmniMoe video processing error vs Qwen2.5/Qwen3 video-input regression." + }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs GPT-oss CUDA OOM." + "reason": "Different bugs: Qwen3 MoE loading/weight-conversion issue vs GPT-oss-20b OOM." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they involve different models and different code paths; not the same concrete bug." + "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU allocation bug and flash-attention crash on sink-less models are unrelated." + "reason": "Completely unrelated: ZeRO3 deque error vs a dependency-version bump complaint." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms; one is SigLIP2 zero probabilities, the other is Perceiver resolution handling." + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer AddedToken special-arg duplication is a different failure from est-roberta tokenizer loading." + "reason": "Tokenizer-loading issues, but different root causes and models; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: XLNet positional encoding device placement vs flash-attention sink-less model crash." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights/_is_hf_initialized type error are different load-time issues." + "reason": "Different loading failures: MobileLLM key error vs init_empty_weights/_is_hf_initialized TypeError." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Qwen3Omni video-input error and Gemma4 PLE device mismatch are distinct model-forward bugs." + "reason": "Different model-specific forward-path bugs in different multimodal architectures." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "The reproduction of issue 38071 is not the same bug as Qwen2.5-VL vision_position_ids scaling." + "reason": "Isolated reproduction of another issue vs a Qwen2.5-VL video-input regression; not the same artifact." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code is unrelated to FSDP CPU RAM efficient loading." + "reason": "Different problems: custom model initialization breakage vs FSDP CPU RAM efficient loading." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-arg duplication and Mistral regex patching crash are different tokenizer bugs." + "reason": "Both involve tokenizers, but the actual errors and code paths are different." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Both are memory/loading related, but the causes and fixes are different." + "reason": "Related config-field loss theme, but one is generic trust_remote_code behavior and the other is a specific Qwen config field dropped by @strict; not clearly the same bug." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both involve missing config fields, but one is generic trust_remote_code behavior and the other is a specific Qwen3_5MoeVisionConfig field being dropped by @strict." + "reason": "Different memory/loading issues: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting not updating is unrelated to CustomTrainer.compute_loss signature breakage." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 underlying model bug: both report incorrect outputs for google/siglip2-base-patch16-224, with one describing the implementation mismatch and the other the user-visible bad results." + "reason": "Different Trainer API issues: token count tracking vs unexpected compute_loss keyword argument." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import error is unrelated to backend dependency packaging." + "reason": "Unrelated: GenerationMixin import regression vs TensorFlow backend packaging." }, { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "TensorFlow missing from a torch install extra and Qwen2_5_VL import failure are different packaging/import issues." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 problem: 43994 describes the user-visible bad outputs caused by the HF-vs-JAX discrepancy in 43493." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are unrelated." + "reason": "Different import/package issues: TensorFlow backend omission vs missing Qwen2.5-VL class export." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file handling for AutoTokenizer/AutoModel and a model loading failure for cjvt/sleng-bert are different problems." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Janus image-generation test failure and Phi-4-multimodal loading failure are distinct multimodal issues." - }, - { - "left": "issue:43526", - "right": "issue:45479", - "accept": false, - "reason": "BEiT image processor label reduction bug is unrelated to sequence-classification loss degeneracy." - }, - { - "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "PyTorch-missing ImportError and Llama 3.2 Vision model-loading regression are not the same bug." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "Torchvision dependency regression in PIL image processors is unrelated to the Mistral regex tokenizer crash." + "reason": "Different model loading failures: GGUF handling vs sleng-bert loading." }, { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Both touch RoPE/positioning, but they affect different models and different logic." - }, - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "MobileLLM key error and missing Float8 storage object are different loading failures." - }, - { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Unreleased MIN_PEFT_VERSION bump and stale auto_mappings references are unrelated CI/package issues." + "reason": "Different failures: init_empty_weights argument mismatch vs AutoImageProcessor URL loading." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained corruption are different regressions." + "reason": "Different multimodal model issues with no shared code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The SigLIP2 pair (43493/43994) is the only clearly plausible duplicate based on the shared model/checkpoint and overlapping symptom, while the other soft-edge pairs are reasonably rejected as different bugs, models, or failure modes. No overstatement beyond the evidence is apparent." + "feedback": "The summary is conservative and grounded in the packet: it correctly reflects a heterogeneous cluster and only elevates the two soft pairs that are marked as true duplicates in the packet (44479/45381 and 43493/43994). The non-duplicate verdicts are also appropriately cautious, with no obvious overstatement of evidence. No PRs are present, so that part is consistent." }, "evaluator_used": true, "retried": false, @@ -5841,41 +5849,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:24643", "issue:28282", "issue:29127", - "issue:30064", - "issue:33666", - "issue:38175", - "issue:41720", + "issue:34689", "issue:41762", "issue:42175", "issue:43295", "issue:43452", + "issue:43526", "issue:43531", "issue:43577", "issue:43582", "issue:43643", "issue:43653", - "issue:43688", "issue:43697", "issue:43720", "issue:43742", + "issue:43756", "issue:43819", - "issue:43906", - "issue:44361", - "issue:44442", - "issue:44464", "issue:44466", "issue:44484", "issue:44514", "issue:44561", "issue:44568", + "issue:44589", "issue:44625", "issue:44704", - "issue:44743", "issue:44811", "issue:44821", "issue:44843", @@ -5884,254 +5886,231 @@ "issue:44936", "issue:44938", "issue:44977", - "issue:44991", "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", "issue:45290", + "issue:45325", "issue:45356", "issue:45381", - "issue:45440", + "issue:45405", + "issue:45479", + "issue:45600", "issue:45823" ], "soft_pairs": [ - "issue:44484|issue:44704", + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:43697|issue:45216", "issue:43531|issue:44821", + "issue:44484|issue:44704", "issue:44514|issue:45381", "issue:28282|issue:29127", - "issue:43582|issue:44977", - "issue:44625|issue:44877", "issue:43643|issue:44561", - "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:43582|issue:44977", "issue:43720|issue:44898", "issue:42175|issue:44938", - "issue:44466|issue:45005", - "issue:44514|issue:45290", + "issue:43452|issue:43577", "issue:41762|issue:44936", + "issue:44514|issue:45290", "issue:43452|issue:44843", + "issue:44466|issue:45005", "issue:43295|issue:45356", "issue:43819|issue:44811", "issue:43653|issue:44568", "issue:44936|issue:45823", - "issue:24643|issue:29127", - "issue:30064|issue:33666", - "issue:44361|issue:44442", - "issue:38175|issue:43295", - "issue:43653|issue:44361", - "issue:44464|issue:44743", - "issue:43577|issue:43697", - "issue:44843|issue:44991", - "issue:41720|issue:43906", - "issue:44977|issue:45356", - "issue:43688|issue:45440", - "issue:43531|issue:43742" + "issue:24643|issue:29127" ], - "prepared_review_unit_hash": "f004e77b9379f33936cc73d52812cc263920772b256022cada7903b672c5a63a", + "prepared_review_unit_hash": "9d58f481c37cef9a89a806474f136abdb94b1e0bdd1f40f8e84edbe561cdd054", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36783, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35360, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster; it contains many unrelated bug reports across tokenizers, configs, processors, generation, and v5 regressions. I rejected all soft pairs because they do not appear to describe the same concrete underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical issue fits the whole set; the cluster is heterogeneous. If forced to pick an anchor, issue 44466 is the most concrete recent v5 regression and the closest to another soft pair about tied weights.", + "summary": "All suggested soft-edge pairs are false positives: they share broad keywords or subsystems, but not the same concrete bug or change. No canonical duplicate issue/PR emerges from this set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44466 is the least-bad representative anchor, but only loosely; it is about tied-weight serialization in v5 and does not duplicate the rest of the set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "Different problems: shard-size/default save_pretrained behavior vs kwargs not reaching cached_file in AutoProcessor." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs loading AutoImageProcessor from URL." - }, - { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is chat-template batching and the other is video vision_position_ids; distinct bugs." + "reason": "Different bugs in sequence-label handling vs classification loss behavior; same label terminology only." }, { "left": "issue:28282", - "right": "issue:29127", + "right": "issue:34689", "accept": false, - "reason": "Importing PyTorch vs LayoutLMv3 box-content validation are unrelated." + "reason": "Generic PyTorch import failure vs a specific Llama 3.2 Vision model-loading regression." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation issue; different code paths." + "reason": "One is an unwanted torchvision dependency; the other is an AttributeError in Mistral regex patching." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs granite_speech config strictness are separate config-loading bugs." + "reason": "Both involve positional encoding, but they affect different models and different code paths." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing returned config fields and the other is a removed helper breaking models." + "reason": "KeyError while loading a model vs a float8 storage lookup failure; unrelated failure modes." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "gguf loading/tokenizer breakage vs Blip2 dtype not propagating; no shared underlying defect." + "reason": "Dependency version bump vs stale auto-mapping references; not the same bug." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "BitNet packed-weight loading vs Perceiver interpolation failure are different model-specific bugs." + "reason": "Different regressions: RTDetr output drift versus Qwen3.5 checkpoint serialization." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Backend dependency packaging vs Python 3.14 import/load failure are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE vs loading AutoImageProcessor from a URL." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both involve tied weights, but one is a device-dependent serialization regression and the other is a broader translation-model report; not the same concrete bug." + "reason": "Save-pretrained shard-size discussion vs missing kwargs passthrough in AutoProcessor." }, { "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Different chat-template crashes: batched padding behavior vs assistant tool-call messages with no content." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3 DeepSpeed ZeRO-3 loading failure vs trainer.evaluate after train; separate training/runtime issues." - }, - { - "left": "issue:43452", - "right": "issue:44843", + "right": "issue:45381", "accept": false, - "reason": "gguf file support vs offline model_info call in Mistral regex patch are unrelated tokenizer/loading problems." + "reason": "Different Qwen2.5-VL bugs: chat-template batching crash vs video rope-index scaling." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Processor/tokenizer regression vs Kimi-K2.5 codec/regex warning regression; different symptoms and code paths." + "reason": "ImportError for missing PyTorch is unrelated to LayoutLMv3 error-message clarity." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "DAC latent conversion mismatch vs Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Both touch trust_remote_code, but one loses config fields while the other removes a helper used by remote models." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both are tokenizer special-token issues, but BigBird mask-token registration and mdeberta BOS/EOS omission are different bugs." + "reason": "Config num_labels propagation bug vs overly strict loading of granite_speech config." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Trainer lifecycle failure vs Gemma4 PLE device mismatch during forward are unrelated." + "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation bug; unrelated." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "DeepSpeed training weight-dimension error vs LayoutLMv3 box-info validation are not the same bug." + "reason": "Packed-weight loading issue in BitNet vs Perceiver image-classification resolution handling." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are different image/model workflows." + "reason": "Backend dependency packaging problem vs Python 3.14 import/load failure." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing on FastSpeech2ConformerTokenizer are separate tokenizer-load issues." + "reason": "gguf_file tokenizer/model loading breakage vs BLIP2 dtype propagation bug." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "SigLIP2 zero probabilities vs processor.tokenizer regression are unrelated." + "reason": "DeepSpeed ZeRO-3 loading error vs trainer.evaluate() failing after train()." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "BigBird special-token decoding bug vs MLukeTokenizer task AttributeError are distinct tokenizer issues." + "reason": "Both involve apply_chat_template, but one is batched padding behavior and the other is assistant tool-call content handling." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation/cache bugs." + "reason": "gguf_file loading failure vs offline mistral-regex patch calling model_info()." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Blip2 dtype propagation vs RTDetrV2 output divergence are unrelated model behaviors." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model weight-tie issues." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Offline model_info regression vs tokenizer loading failure for a specific model are not the same defect." + "reason": "Processor tokenizer access regression vs Kimi-K2.5 codec/mistral-regex warning regression." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert vs an isolated reproduction of another issue are not duplicates." + "reason": "DAC latent decoding mismatch vs Whisper batch_decode special-token handling." }, { - "left": "issue:44977", - "right": "issue:45356", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs Kimi tokenizer codec regression are unrelated." + "reason": "Different tokenizer special-token bugs affecting different tokenizers and symptoms." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Aux-loss normalization in MoE models vs DeepSeekV3 implementation divergence are separate MoE issues." + "reason": "Trainer evaluation failure after training vs Gemma4 device-map forward mismatch." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error do not share a concrete bug path." + "reason": "DeepSpeed weight-shape runtime error is unrelated to LayoutLMv3 box-information messaging." } ] }, @@ -6153,324 +6132,317 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:28282", + "issue:30064", "issue:32090", - "issue:33357", "issue:33666", "issue:34567", "issue:35141", "issue:36010", - "issue:36331", - "issue:39692", + "issue:38175", "issue:41720", "issue:43122", - "issue:43262", "issue:43295", "issue:43329", - "issue:43334", "issue:43452", - "issue:43493", "issue:43504", "issue:43525", + "issue:43531", "issue:43550", "issue:43572", "issue:43577", - "issue:43606", "issue:43653", "issue:43688", + "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43825", "issue:43906", "issue:43927", "issue:44361", + "issue:44442", "issue:44451", "issue:44464", - "issue:44554", "issue:44568", "issue:44610", + "issue:44743", "issue:44821", + "issue:44843", "issue:44849", "issue:44913", "issue:44977", + "issue:44991", "issue:45325", + "issue:45356", "issue:45357", + "issue:45440", "issue:45588", - "issue:45704", "issue:45812" ], "soft_pairs": [ + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", "issue:43653|issue:43927", "issue:44464|issue:44977", - "issue:43577|issue:45588", "issue:43550|issue:43927", + "issue:43577|issue:45588", "issue:43550|issue:44361", "issue:32090|issue:34567", "issue:43504|issue:43550", "issue:43504|issue:43720", "issue:43122|issue:43906", - "issue:32090|issue:33666", - "issue:28282|issue:35141", "issue:43504|issue:44610", + "issue:28282|issue:35141", + "issue:32090|issue:33666", "issue:43452|issue:44451", "issue:44849|issue:45357", "issue:44568|issue:45812", "issue:43742|issue:44821", "issue:41720|issue:44464", "issue:33666|issue:36010", + "issue:43525|issue:43572", "issue:43756|issue:44913", "issue:43329|issue:45325", - "issue:43688|issue:43749", - "issue:43493|issue:43825", - "issue:43525|issue:43572", - "issue:43262|issue:43295", - "issue:43606|issue:43927", - "issue:43720|issue:43927", - "issue:28282|issue:32090", - "issue:28282|issue:33357", - "issue:43577|issue:44554", - "issue:33666|issue:36331", - "issue:39692|issue:43493", - "issue:43720|issue:44361", - "issue:43688|issue:45704", - "issue:43334|issue:43572" + "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "e7bbd8d92b83c3a7f0361853b46666fa40d0deb54687ea18cc764990025a23c4", + "prepared_review_unit_hash": "db02144138b601cdef850b5476484b79cfd1b9bd38a69e807cb5aae09cf8d30f", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37612, - "estimated_input_tokens": 9403, - "estimated_eval_tokens": 19062 + "soft_pair_count": 33, + "serialized_chars": 37179, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broad and mostly heterogeneous, with many separate Transformers regressions across tokenization, loading, trainer, and multimodal code paths. I found no PRs, and I do not see any soft-pair that looks like the same underlying bug with enough certainty to merge.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45812 is the strongest representative of the cluster\u2019s broad v4\u2192v5 tokenizer regression theme: it is open, concrete, and impacts multiple Granite models rather than a single narrow repro.", + "summary": "This set is a heterogeneous mix of unrelated Transformers issues across tokenizers, model/config reloads, multimodal processors, training, generation, and MoE internals. I don\u2019t see a true duplicate cluster here; the soft links are mostly superficial similarity only.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the cluster is not centered on one underlying bug. If a representative issue is needed, issue:45812 is the broadest recent tokenizer-regression report, but it is not a true duplicate anchor for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best global issue candidate because it describes a high-impact, cross-model tokenizer regression and is phrased broadly enough to anchor related reports.", + "best_issue_reason": "Issue:45812 is the strongest representative bug report in the set because it describes a broad, user-visible tokenizer regression affecting multiple Granite models and has the most general scope among the issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems and failure modes: image processor segmentation-map handling vs multi-GPU training for Qwen2-VL." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different bug classes: zero probabilities in SigLIP2 inference vs processor/tokenizer regression in custom multimodal code." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer tasks and the other is AutoTokenizer failing to load a specific tokenizer; not the same bug." + }, { "left": "issue:43653", - "right": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Different failure classes: special-token decode behavior in BigBirdTokenizer vs config token ID persistence and generation IndexError in DiaConfig." + "reason": "Unrelated tokenizer bugs: BigBird special-token registration vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model families and symptoms: BLIP2 dtype casting vs RTDetrV2 output divergence." }, { "left": "issue:44464", - "right": "issue:44977", + "right": "issue:44743", "accept": false, - "reason": "Different code paths: compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation failure." + "reason": "Both involve generation behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset with cache; different code paths." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading regressions, but the root causes differ: offline hub call in Mistral regex patch vs model-specific tokenizer load failure." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Too little evidence for the same bug: one is a Qwen3 auto device-mapping CUDA assert, the other is only an isolated reproduction of a different issue." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different models and defects: Qwen3.5 flash-attention generation vs Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but the reported issues differ: auxiliary-loss normalization vs divergence from a remote implementation." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "No shared underlying bug: Qwen3-MoE sliding-window logic vs MobileLLM model-loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different components: tokenizer special-token registration vs config save/load dropping custom token IDs." + }, + { + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Unrelated bugs: Blip2 dtype loading stays float32 vs flash_attention.py crashing on sink-less models with s_aux=None." + "reason": "Different failure modes and models: compiled-forward chunked generation vs flash-attention generation on Qwen3.5." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different areas: torch.compile/SDPA runtime failure vs custom token ID loss and generation IndexError after save/load." + "reason": "Unrelated issues: torch.compile with SDPA in Bamba vs DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: BLIP2 dtype loading vs flash_attention.py crashing on s_aux=None." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Model execution bug vs tokenizer AttributeError; they do not share the same underlying path." + "reason": "No match beyond vague model/runtime errors; Bamba SDPA compile bug is unrelated to MLukeTokenizer task errors." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast NoneType error and TrainerState token-count update bug are separate trainer issues." + "reason": "Different trainer issues: NoneType broadcast error vs TrainerState counter not updating." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy preset loading failure for BeitForSemanticSegmentation is not the same as Bamba SDPA/compile failure." + "reason": "Different model-loading bug vs compile/SDPA runtime bug; not the same underlying issue." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different load-time problems: legacy field handling vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Both are model-loading related, but one is a legacy-field preset load failure and the other is packed-weight unpacking during accelerate loading." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Both mention tokenization, but 43906 is only an isolated reproduction of another issue and does not clearly match the same tokenizer regression." + "reason": "Different problem domains: tokenization changes across versions vs Qwen3 auto device-mapping/CUDA assert." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Trainer GPU broadcast error is unrelated to Qwen2-VL multi-GPU training behavior." + "reason": "Different models and symptoms: Beit preset loading vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to embedding reinitialization after resize." + "reason": "Unrelated issues: missing PyTorch dependency vs output embedding reinitialization after resizing token embeddings." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Model preset loading and processor/model image-size mismatch are different bugs." + "reason": "Trainer broadcast/type issue is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "GGUF loading breakage and inability to load a specific model are not the same code-path issue." + "reason": "Both are loading failures, but one is about gguf_file support and the other is a specific model load regression; not enough to treat as one bug." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states generation bug and incorrect visual encoder keys on save are separate Qwen3.5 problems." + "reason": "Same model family but different regressions: hidden-states behavior vs incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is mdeberta special-token handling and the other is Granite token IDs; no clear shared underlying bug." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptoms; not the same underlying bug." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "KeyError loading MobileLLM is unrelated to AutoImageProcessor loading from URL." + "reason": "Different load paths and failure types: MobileLLM key error vs AutoImageProcessor URL loading failure." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert under auto device mapping is a different failure than compiled-forward chunked generation inconsistency." + "reason": "Different runtime failures: Qwen3 auto device mapping CUDA assert vs chunked generation inconsistency under compiled forward." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:43756", - "right": "issue:44913", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload defaulting are different model/config bugs." - }, - { - "left": "issue:43329", - "right": "issue:45325", - "accept": false, - "reason": "Video multimodal token counting bug is not the same as still-image temporal position scaling in Qwen2.5-VL." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are separate problems." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline error-message regression do not share the same bug." + "reason": "Unrelated Qwen2-VL training issue vs GenerationMixin import error." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar theme, but different configs and missing fields: pad_token_id in Llama4Config vs pad_token_idx in StableLmConfig." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to processor.tokenizer access/images-to-tokenizer regression." - }, - { - "left": "issue:43606", - "right": "issue:43927", - "accept": false, - "reason": "CPU offload device mismatch is a different bug from custom token ID loss and generation failure." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "BitNet packed-weight loading failure and DiaConfig token persistence/generation bug are unrelated." - }, - { - "left": "issue:28282", - "right": "issue:32090", - "accept": false, - "reason": "Missing PyTorch ImportError is not the same as Trainer GPU broadcast of NoneType." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "PyTorch missing ImportError and MacOS bus error with CLIP are unrelated failures." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Blip2 dtype loading and MPS attention correctness with differing head dims are distinct issues." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Multi-GPU training issue and unexpected compute_loss keyword argument are separate trainer-related bugs." + "reason": "Similar pattern of missing config fields, but different attributes, model families, and reload behavior; not the same bug." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Documentation example errors are not the same as a SigLIP2 implementation discrepancy." + "reason": "Both involve rotary/RoPE config behavior, but one is about Smollm3 layer composition and the other about GPTNeoX rotary_pct reload semantics." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "BitNet accelerate-loading bug and MLukeTokenizer AttributeError are different subsystems." + "reason": "Different multimodal bugs: undefined helpers in video token counting vs Qwen2.5-VL rope index scaling for still images." }, { "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization and apex FusedRMSNorm memory leak are unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43572", + "right": "issue:43749", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and StableLmConfig missing pad_token_idx are different model/config regressions." + "reason": "Both affect training/loading infra, but one is MoE auxiliary-loss normalization and the other is FSDP CPU RAM efficient loading." } ] }, @@ -6492,12 +6464,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ + "issue:28282", + "issue:32090", "issue:33357", "issue:33666", + "issue:36331", "issue:39692", "issue:43257", + "issue:43262", "issue:43278", "issue:43295", "issue:43299", @@ -6506,268 +6482,300 @@ "issue:43504", "issue:43540", "issue:43572", - "issue:43575", + "issue:43577", "issue:43606", "issue:43646", - "issue:43653", "issue:43688", + "issue:43720", "issue:43756", "issue:43824", + "issue:43825", "issue:43844", "issue:43927", - "issue:43994", - "issue:44112", "issue:44291", "issue:44361", "issue:44423", "issue:44466", "issue:44479", "issue:44488", - "issue:44493", - "issue:44521", + "issue:44554", "issue:44589", "issue:44625", "issue:44734", - "issue:44792", "issue:44843", "issue:44964", "issue:44977", "issue:45083", "issue:45200", "issue:45229", - "issue:45290", "issue:45405", "issue:45520", "issue:45701", + "issue:45704", "issue:45759", "issue:45823" ], "soft_pairs": [ - "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43334|issue:43572", + "issue:43688|issue:45704", "issue:43540|issue:44977", + "issue:44964|issue:45405", "issue:44479|issue:44625", "issue:43493|issue:43844", "issue:43334|issue:45759", - "issue:45200|issue:45229", "issue:43756|issue:45083", + "issue:45200|issue:45229", "issue:44488|issue:44843", "issue:43257|issue:43299", "issue:43278|issue:43844", - "issue:43646|issue:44466", "issue:43824|issue:44589", + "issue:43646|issue:44466", "issue:45229|issue:45823", "issue:44589|issue:45520", "issue:43688|issue:45701", "issue:39692|issue:43295", - "issue:33357|issue:33666", "issue:43572|issue:44291", + "issue:33357|issue:33666", "issue:43504|issue:43606", "issue:44423|issue:44734", - "issue:43927|issue:44361", - "issue:43504|issue:43653", - "issue:44625|issue:45759", - "issue:43575|issue:45405", - "issue:43606|issue:44112", - "issue:44792|issue:45405", - "issue:43994|issue:44493", - "issue:44521|issue:45290" + "issue:43927|issue:44361" ], - "prepared_review_unit_hash": "952113fe6001b6fa7a1620e5b3cbdfe2c4b8fede404dd9e471e5233024ea3480", + "prepared_review_unit_hash": "a7d9f99b4afff41d12d5da3763ecdeb40e3e922a326117e6106faa85c35874e4", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35705, - "estimated_input_tokens": 8927, - "estimated_eval_tokens": 18110 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37970, + "estimated_input_tokens": 9493, + "estimated_eval_tokens": 19242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers bug reports, mostly spanning Qwen/Gemma/SigLIP/multimodal loading, config propagation, serving, and tokenizer regressions. There is no clear duplicate center and no PRs in the set.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the issues cover many different models and failure modes rather than one shared bug.", + "summary": "These issues are mostly unrelated bug reports that only share broad themes like model loading, multimodal regressions, or Transformers v5 breakage. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR-level change, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest umbrella-style report here (generic Transformers 5.0 custom initialization breakage), so it is the best representative issue for this noisy cluster, even though the set is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Best treated as a non-duplicate cluster: the most prominent theme is broad regressions in model/config loading, but the reports are still too diverse to collapse into one issue.", + "best_issue_reason": "issue:43646 is the most general and central issue among the candidates, making it the closest thing to a canonical representative for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Both are transformer/model related, but one is a SigLIP2 implementation discrepancy and the other is a pipeline error message regression; different bugs and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate handling is unrelated to the processor.tokenizer / image-to-tokenizer regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig losing token IDs on save/load." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from config token ID persistence." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel import failure is not the same as the MacOS CLIP bus error regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are distinct bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support request is unrelated to a CustomTrainer compute_loss API break." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example mistakes are not the same as a SigLIP2 implementation mismatch with JAX." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task errors are different code paths and symptoms." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and StableLmConfig pad_token_idx missing are separate model/config bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Different problems: multimodal model loading failure vs an unreleased PEFT version bump." + "reason": "Aux-loss normalization in MoE models is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but one is a video processing ValueError and the other is a flash-attention generation issue." + "reason": "Qwen3OmniMoe video input ValueError is different from a flash-attention generation bug in Qwen3.5." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Loading Phi-4 multimodal fails for model reasons; MIN_PEFT_VERSION being unreleased is a dependency/versioning issue." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Unrelated Qwen bugs: video input regression vs num_labels propagation in config." + "reason": "Video-input regression across Qwen multimodal models is not the same as num_labels propagation in Qwen3.5." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Different subsystems and symptoms: SigLIP2 implementation mismatch vs DeepSpeed gradient scaling anomaly." + "reason": "A SigLIP2 discrepancy is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config text_config unwrapping." + "reason": "Missing pad_token_id in Qwen3-VL text config is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Text-only Gemma4 token-type defaulting is unrelated to multi-GPU OOM." + "reason": "Smollm3 RoPE-layer counting is unrelated to the qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Different model families and bugs: Smollm3 RoPE layer loss vs qwen3_omni_moe helper behavior." + "reason": "Defaulting mm_token_type_ids to zeros is a training-input bug, while the other is an inference OOM." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Unrelated: model load failure for cjvt/sleng-bert vs offline tokenization patch calling model_info()." + "reason": "A model load failure for sleng-bert is not the same as model_info() being called offline in _patch_mistral_regex." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen MoE loading issues, but one is accelerate/deepspeed weight conversion and the other is a dev-load regression for Qwen3VL MoE." + "reason": "Accelerate+deepspeed weight conversion and generic Qwen3VL MOE loading breakage are related in theme but not the same concrete bug." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different issues: embedding dtype drift in evaluation vs abnormal gradient growth under ZeRO-3." + "reason": "Training/eval dtype mismatch is not the same as abnormal gradient growth under ZeRO-3." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Custom model init breakage is not the same as lm_head.weight serialization varying by device." + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Different failures: missing Qwen2_5_VL import vs missing Float8 storage type." + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different problems." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same model family, but OOM during multi-GPU inference is not the same bug as device mismatch in forward." + "reason": "Gemma4 multi-GPU inference OOM and a Gemma4 PLE device mismatch are distinct failures." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Unrelated runtime errors: Float8 storage lookup vs flash_attn KeyError on Python 3.13." + "reason": "Float8 storage resolution and a Python 3.13 flash_attn import_utils KeyError are unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Different topics entirely: auxiliary loss normalization vs tokenization changes across versions." + "reason": "MoE auxiliary-loss normalization is not the same as a broad tokenization change across versions." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both are multimodal/processor issues, but one is a doc example mismatch and the other is a regression in processor.tokenizer usage." - }, - { - "left": "issue:33357", - "right": "issue:33666", - "accept": false, - "reason": "Completely unrelated: MacOS bus error with CLIP vs Qwen2-VL multi-GPU training." + "reason": "Doc-example mistakes do not match the processor.tokenizer / image-passing regression." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are initialization/config regressions, but they affect different code paths and error signatures." - }, - { - "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "Different models and failures: legacy field in Beit loading vs CPU offload device mismatch in bark-small." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both concern serve, but one crashes on multimodal input conversion and the other on KV-cache continuation indexing." - }, - { - "left": "issue:43927", - "right": "issue:44361", - "accept": false, - "reason": "Different tokenizer/config bugs with different failure modes and models." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Beit legacy-field loading failure is unrelated to BigBirdTokenizer special-token registration." + "reason": "Missing pad_token_idx after v5 update and unexpected _is_hf_initialized in init_empty_weights are different loading issues." }, { - "left": "issue:44625", - "right": "issue:45759", - "accept": false, - "reason": "Related Qwen config area, but num_labels propagation and text_config unwrapping are distinct bugs." - }, - { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "TP OOM on Qwen2-57B is unrelated to a version constraint bump." - }, - { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "A real model bug vs a stale CI test; not the same underlying issue." + "reason": "A MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Janus image-generation test failure is unrelated to PEFT version availability." + "reason": "Legacy-field loading failure in Beit is not the same as a CPU-offload device mismatch in bark-small." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "SigLIP2 pipeline/nonsensical output issue is unrelated to unexpected position-id key warnings." + "reason": "The serve multimodal '.to' crash and KV-cache continuation tensor-indexing bug affect different server paths." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both use apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call messages with no content." + "reason": "DiaConfig token persistence and MLukeTokenizer task errors are unrelated." } ] }, @@ -6789,7 +6797,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:15354", "issue:28218", @@ -6797,50 +6805,57 @@ "issue:30333", "issue:33357", "issue:34567", - "issue:37428", "issue:38175", "issue:43232", "issue:43278", "issue:43295", - "issue:43334", - "issue:43450", - "issue:43493", - "issue:43525", + "issue:43504", "issue:43540", - "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", "issue:43688", "issue:43701", - "issue:43824", "issue:43844", "issue:43873", - "issue:43957", - "issue:43975", + "issue:43994", + "issue:44112", "issue:44315", "issue:44464", "issue:44466", + "issue:44493", + "issue:44521", "issue:44554", "issue:44568", "issue:44610", + "issue:44625", + "issue:44792", "issue:44849", - "issue:44898", - "issue:44936", "issue:44964", - "issue:44987", "issue:45072", "issue:45084", "issue:45127", "issue:45198", "issue:45200", + "issue:45290", "issue:45325", "issue:45356", - "issue:45412", + "issue:45405", "issue:45446", "issue:45520", "issue:45584", "issue:45701", + "issue:45759", "issue:45823" ], "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44625|issue:45759", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44521|issue:45290", "issue:44464|issue:45584", "issue:29942|issue:30333", "issue:43844|issue:44964", @@ -6849,9 +6864,9 @@ "issue:44554|issue:45446", "issue:44568|issue:45701", "issue:43688|issue:43873", - "issue:43540|issue:45200", "issue:15354|issue:38175", "issue:43232|issue:44849", + "issue:43540|issue:45200", "issue:45200|issue:45823", "issue:45072|issue:45198", "issue:44315|issue:44849", @@ -6859,248 +6874,199 @@ "issue:28218|issue:33357", "issue:44554|issue:45356", "issue:45200|issue:45325", - "issue:43295|issue:44610", "issue:44466|issue:45127", - "issue:44898|issue:45412", - "issue:43493|issue:43701", - "issue:43572|issue:44987", - "issue:37428|issue:43957", - "issue:43334|issue:43525", - "issue:43572|issue:43957", - "issue:43873|issue:44464", - "issue:43295|issue:43450", - "issue:43844|issue:44936", - "issue:43824|issue:43975", - "issue:43295|issue:43873", - "issue:38175|issue:45412", - "issue:37428|issue:43824" + "issue:43295|issue:44610" ], - "prepared_review_unit_hash": "232ad769121337cd3469cb8d9f5da0af93f68ab86d9f4133d2830354539193cc", + "prepared_review_unit_hash": "cde9e27e67ee89ac99f90bcdff79fd6451109859eb732514d96e2fb19f3f23e6", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37692, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "soft_pair_count": 27, + "serialized_chars": 35869, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: it spans tokenization, generation, multimodal processors, training state, import errors, and device/dtype issues. I found no soft pairs that look like the same underlying bug/change, so no duplicate merges are justified.", + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, multimodal, training, runtime, and CI failures. The soft pairs share only superficial vocabulary or a broad subsystem, not the same concrete bug or fix path, so none should be merged as duplicates.", "confidence": 0.96, - "canonical_issue_reason": "Issue 45701 is the broadest, most umbrella-like report (tokenization regressions across versions) and is the closest thing to a cluster anchor, though the cluster is not truly one duplicate set.", + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a duplicate set; it mixes many unrelated bugs across different models and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "45701 is the least-bad global representative because it is broad and user-facing, but it still does not meaningfully cover the rest of the unrelated issues.", + "best_issue_reason": "No issue is a good global representative for the cluster; any choice would overfit one narrow bug and misrepresent the rest of the unrelated items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Both involve token-related behavior, but one is a BEiT model load failure from a legacy field and the other is a BigBirdTokenizer special-token registration bug. Different components and fixes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is an OOM during tensor-parallel loading of a Qwen model; the other is a version/dependency issue with PEFT. Not the same bug path." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen 3.5 configs, but one is num_labels propagation and the other is AutoModelForCausalLM config unwrapping. Related area, different concrete defects." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device mismatch problems, but they affect different models, tests, and execution paths. Not mergeable into one fix." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed janus image-generation test and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs and a position-id key regression are different failures with different likely causes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content. Distinct edge cases." + }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Different code paths: compiled forward/chunked generation vs Whisper empty-transcription generation after special-token alignment." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription generation are unrelated generation bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Unrelated subsystems: FlashAttention2 test failures vs MLflow reporting after failed training." + "reason": "A Flash Attention 2 test failure and an MLflow reporting issue are different subsystems and problems." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different bugs: ZeRO-3 gradient growth vs model loading failure for Phi-4 multimodal." + "reason": "ZeRO-3 gradient growth during training and a model loading regression are not the same code-path issue." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; no shared underlying change." + "reason": "Tokenizer spacing after added tokens and TrainerState token counters are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation/parsing error vs import_utils flash-attn KeyError on Python 3.13." + "reason": "Compile errors for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue vs a PyTorch version check/import bug in flex_attention." + "reason": "An MPS attention correctness bug and an incorrect PyTorch version check in flex_attention are different defects." }, { "left": "issue:44568", "right": "issue:45701", "accept": false, - "reason": "Specific special-token insertion regression vs a broader tokenization-version regression; not the same concrete bug." + "reason": "The first is a specific add_special_tokens/BOS-EOS regression in one tokenizer; the second is a broad version-dependent tokenization change. Not the same bug." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization bug vs offloading/quantization behavior; different functionality." - }, - { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe vs Gemma4 multimodal token-type defaults." + "reason": "Aux-loss normalization and quantization offloading are separate training/runtime issues." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero-probability inference issue." + "reason": "TorchScript GeneratorExp export failure and zero probabilities from siglip2-base are unrelated." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 hidden-states bug; unrelated generation paths." + "reason": "Generation kwargs update after sync_gpus and a Qwen3.5 hidden-states bug are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4 issues: missing mm_token_type_ids defaults vs device mismatch with device_map='auto'." + "reason": "One is missing default mm_token_type_ids for text-only tuning; the other is a device mismatch in Gemma4 PLE with device_map=auto. Different fixes." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatch issues vs Wav2Vec2 save/tokenization failure; no same code path." + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save_pretrained/tokenization failures are unrelated." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application in model_init vs Qwen3.5 hidden-states output bug." + "reason": "Liger Kernel not applied with model_init and Qwen3.5 output_hidden_states behavior do not share a concrete bug." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Training/eval dtype change vs resume_from_checkpoint key mismatch; unrelated." + "reason": "Embedding dtype changing between train/eval and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space bug vs MacOS CLIP bus error; unrelated." + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP model loading are different problems." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer regression; different model paths." + "reason": "MPS attention correctness and a Kimi tokenizer codec regression are unrelated." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-type defaulting vs Qwen2.5-VL RoPE temporal-position scaling; unrelated multimodal bugs." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Processor API regression vs image-size mismatch in OmDet-Turbo; not the same defect." + "reason": "Defaulting mm_token_type_ids and incorrect temporal position scaling in Qwen2.5-VL are different multimodal bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization/tied-weights inconsistency vs LoRA merge collapse with extended vocab; related theme but different bug." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver resolution handling vs RT-DETR memory release; unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy vs checkpoint resume key mismatch; no shared bug." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "StableLm config attribute regression vs a model-loading failure in a different package/version path." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Flash-attn import symbol error vs meta-device model loading breakage; different failures." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Same symptom class (missing pad_token_id) but different models/configs; insufficient evidence of one shared bug." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Config attribute missing vs meta-device loading regression; not the same underlying issue." - }, - { - "left": "issue:43873", - "right": "issue:44464", - "accept": false, - "reason": "Quantization/offloading behavior vs compiled-forward generation inconsistency; unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Processor/tokenizer regression vs batched video output shape bug; different concrete problems." - }, - { - "left": "issue:43844", - "right": "issue:44936", - "accept": false, - "reason": "DeepSpeed gradient anomaly vs evaluate-after-train failure; no common root cause evident." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "Import error for a specific Qwen2.5-VL class vs DeepSeek tokenizer detokenization regression; unrelated." + "reason": "Inconsistent lm_head serialization and LoRA merge collapse with extended vocab are not the same underlying defect." }, { "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor API change vs quantization offloading; different subsystems." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 inference probabilities vs RT-DETR memory cleanup; unrelated." - }, - { - "left": "issue:37428", - "right": "issue:43824", + "right": "issue:44610", "accept": false, - "reason": "Flash-attn import failure vs missing Qwen2_5_VL export; different import issues and code paths." + "reason": "Processor/tokenizer API regression and OmDet processor image-size mismatch are separate multimodal issues." } ] }, @@ -7122,290 +7088,317 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:37428", "issue:38175", - "issue:39692", "issue:42915", "issue:43262", "issue:43278", - "issue:43335", + "issue:43295", + "issue:43334", "issue:43425", "issue:43450", "issue:43493", - "issue:43526", - "issue:43550", + "issue:43525", + "issue:43572", "issue:43575", - "issue:43606", - "issue:43611", "issue:43653", + "issue:43701", "issue:43819", "issue:43824", "issue:43825", "issue:43827", + "issue:43844", "issue:43856", + "issue:43873", "issue:43901", - "issue:43931", + "issue:43957", + "issue:43975", "issue:44112", "issue:44206", - "issue:44351", "issue:44360", "issue:44442", - "issue:44448", - "issue:44462", + "issue:44464", "issue:44514", "issue:44521", "issue:44561", "issue:44610", - "issue:44743", "issue:44792", "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", "issue:45083", "issue:45127", "issue:45198", - "issue:45200", "issue:45245", - "issue:45290", - "issue:45381", + "issue:45412", "issue:45563", "issue:45584", - "issue:45588", "issue:45593" ], "soft_pairs": [ + "issue:44898|issue:45412", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43493|issue:43701", + "issue:43334|issue:43525", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:37428|issue:43824", "issue:42915|issue:43824", - "issue:43278|issue:43856", "issue:44514|issue:44521", "issue:44442|issue:45198", "issue:38175|issue:43493", - "issue:43827|issue:43901", + "issue:43278|issue:43856", "issue:43653|issue:44112", + "issue:43827|issue:43901", "issue:43450|issue:43493", - "issue:43450|issue:43575", "issue:44792|issue:45563", - "issue:44360|issue:44561", + "issue:43450|issue:43575", "issue:45127|issue:45245", + "issue:44360|issue:44561", "issue:43819|issue:45083", "issue:44206|issue:45584", "issue:43819|issue:44112", - "issue:43262|issue:43450", - "issue:44610|issue:44857", "issue:37428|issue:43425", + "issue:44610|issue:44857", + "issue:43262|issue:43450", "issue:44857|issue:45593", - "issue:43278|issue:43825", - "issue:45290|issue:45381", - "issue:43335|issue:43550", - "issue:43606|issue:45083", - "issue:45200|issue:45588", - "issue:44448|issue:44743", - "issue:37428|issue:44351", - "issue:43611|issue:43931", - "issue:39692|issue:43526", - "issue:44462|issue:44561" + "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "ef307fc5de44a06f9e98b036f2836d749c0ddd4e97e1ab241a63cb8b35a4b22d", + "prepared_review_unit_hash": "02a8a0df7796ea73592d5b83f4d6f53eb2da1a38657892ca9913eb5657274687", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36392, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36920, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs are mostly different bugs in different models/subsystems, so none should be merged as duplicates. All soft edges are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the set covers unrelated bugs across imports, models, processors, and docs rather than one underlying defect.", + "summary": "No soft pair looks like a true duplicate; the set is a heterogeneous mix of unrelated bugs, regressions, and docs issues. There are no PRs to triage here.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue for the whole set: the items span unrelated failure modes across imports, processors, training, generation, and docs, and none of the soft pairs are clear duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone representative: it is open, discussion-heavy, and describes a concrete multimodal apply_chat_template failure.", + "best_issue_reason": "If one issue must be singled out, issue 44521 is the strongest standalone report because it is open, active, and concrete; however, it is not representative of the other issues as a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failure classes: Perceiver image resolution bug vs RT-DETR memory release issue." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both mention loading/import problems, but one is a missing symbol import and the other is a meta-device model-loading regression affecting different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are v5-era model-loading complaints, but they concern different configs/models and likely distinct fixes." + }, + { + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Different problems: Qwen3Moe FP8 config failure vs a Qwen2.5-VL import error." + "reason": "SigLIP2 implementation discrepancy is unrelated to a resume_from_checkpoint key mismatch." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Unrelated symptoms: evaluation dtype drift vs Qwen3 MoE training memory usage." + "reason": "Both are missing pad_token_id errors, but they affect different model families and are not the same concrete bug." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Both involve apply_chat_template, but one is a batched padding crash and the other is all-zero assistant masks; different bugs." + "reason": "A StableLm config attribute issue is not the same as a broad meta-device loading breakage." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Both are tokenizer-related, but they affect different model families with different failure modes." + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are separate subsystems and symptoms." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Same model family, but zero probabilities and HF-vs-JAX discrepancy are not clearly the same concrete bug." + "reason": "Importing Qwen2.5-VL vs DeepSeek-Coder detokenization are unrelated failures." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Both are docs issues around pipelines, but they reference different APIs and different pages." + "reason": "Processor.tokenizer regression and batched video-shape bug are different processor problems." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "A tokenizer special-token bug and a GraniteSpeech CI device-override failure are unrelated." + "reason": "ZeRO-3 gradient inflation during training is unrelated to evaluate-after-train failure." }, { - "left": "issue:43450", - "right": "issue:43493", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Video batch shape bug vs SigLIP2 implementation discrepancy; different code paths." + "reason": "Custom processor API regression and quantization offloading are different bugs." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Incorrect video processor output shape is unrelated to Qwen2-57B TP OOM." + "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are unrelated." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "A Janus image-generation test failure and a paged generate warning are different issues." + "reason": "Different missing symbols from different transformer modules; not the same import breakage." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "DSA indexer discussion vs trust_remote_code breakage from removed helper; no shared defect." + "reason": "FP8 config failure for Qwen3-MoE is unrelated to a Qwen2.5-VL import error." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "LoRA/tied embeddings collapse is unrelated to the category-count runtime error." + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other yields all-zero assistant masks; distinct symptoms and likely distinct bugs." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "DAC forward/latents mismatch and qwen3_omni_moe length helper behavior are separate bugs." + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Whisper empty-transcription failure and LasrFeatureExtractor center-arg crash are different audio bugs." + "reason": "SigLIP2 probability output issue and SigLIP2 JAX-vs-HF discrepancy overlap in model family but not the same concrete bug." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "DAC reconstruction mismatch is unrelated to GraniteSpeech CI device override behavior." + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are unrelated training issues." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Audio sampling-rate defaulting and video batch-shape issues are unrelated." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test failure." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Processor size mismatch and AMP/CUDA loss crash are different vision/detection failures." + "reason": "Both are docs-related, but they cover different pipeline APIs and different deprecations." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43450", + "right": "issue:43493", "accept": false, - "reason": "Missing internal import and Torch 2.10 incompatibility are too broad and not the same bug." + "reason": "Batched video processor shape bug and SigLIP2 implementation discrepancy are different subsystems and failures." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "A mixed-precision loss crash and missing auxiliary losses are unrelated D-FINE issues." + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift and a stale pipeline error message are different regression types." + "reason": "Video processor batching and Qwen2 large-model TP OOM are not the same bug." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL vision_position_ids error are distinct multimodal bugs." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "SwitchTransformers config construction and Bamba torch.compile/SDPA failure are unrelated." + "reason": "A DSA indexer architecture discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { - "left": "issue:43606", + "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "DAC latent mismatch and a qwen3_omni_moe helper behavior issue are different code paths." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Gemma mm_token_type_ids handling and flash_attention s_aux=None are different model-path failures." + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are distinct regressions." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Pegasus output differences across versions and qwen3_5 recurrent-state reset are unrelated." + "reason": "DAC forward mismatch and GraniteSpeech CI device override are unrelated." }, { "left": "issue:37428", - "right": "issue:44351", + "right": "issue:43425", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different regressions." + "reason": "A specific import error is not the same as broad Torch 2.10 incompatibility." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are different loading problems." + "reason": "Processor output size mismatch and float16 AMP loss crash are different failures." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "SigLIP2 doc example issues and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "Audio apply_chat_template sample-rate defaulting and video batching shape bugs are unrelated." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss instability and missing auxiliary losses with denoising off are different training bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and removed is_torch_fx_available are different loading/runtime regressions." + "reason": "Training/eval dtype drift and a pipeline docs error are unrelated." } ] }, @@ -7427,64 +7420,74 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:28218", - "issue:29127", "issue:29942", "issue:32090", - "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:39692", - "issue:40444", "issue:43335", "issue:43388", "issue:43504", "issue:43526", "issue:43550", "issue:43606", + "issue:43611", "issue:43653", - "issue:43701", "issue:43720", "issue:43819", - "issue:43927", + "issue:43931", "issue:44112", "issue:44206", "issue:44292", + "issue:44351", "issue:44448", + "issue:44462", "issue:44493", "issue:44561", "issue:44568", + "issue:44743", "issue:44779", "issue:44855", "issue:44857", "issue:44977", "issue:45072", "issue:45083", - "issue:45198", + "issue:45200", "issue:45229", + "issue:45290", "issue:45310", - "issue:45372", + "issue:45381", "issue:45459", "issue:45478", "issue:45491", "issue:45520", - "issue:45563", "issue:45588", "issue:45593", - "issue:45698", "issue:45712", - "issue:45803", - "issue:45823" + "issue:45823", + "issue:45859" ], "soft_pairs": [ + "issue:45290|issue:45381", + "issue:43606|issue:45083", + "issue:45200|issue:45588", + "issue:43335|issue:43550", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:44462|issue:44561", + "issue:39692|issue:43526", "issue:44206|issue:45823", "issue:44561|issue:44779", "issue:43388|issue:43526", "issue:43335|issue:43653", - "issue:43819|issue:44493", "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:45588|issue:45859", "issue:43550|issue:44112", "issue:44855|issue:45083", "issue:29942|issue:32090", @@ -7496,256 +7499,259 @@ "issue:44448|issue:44779", "issue:28218|issue:35141", "issue:43335|issue:45072", - "issue:43335|issue:45593", "issue:43720|issue:44112", + "issue:43335|issue:45593", "issue:44977|issue:45229", "issue:44448|issue:44977", "issue:44568|issue:45491", "issue:43606|issue:44857", "issue:45459|issue:45712", - "issue:44857|issue:45072", - "issue:29127|issue:32090", - "issue:45198|issue:45803", - "issue:44977|issue:45563", - "issue:43927|issue:45698", - "issue:34689|issue:35141", - "issue:45372|issue:45588", - "issue:40444|issue:43526", - "issue:43701|issue:45083", - "issue:43550|issue:45083" + "issue:44857|issue:45072" ], - "prepared_review_unit_hash": "4e47f8eb728e23f5fd36f1cf01050aa4dc0d7d9044de3b02bcdd1533f48fe9fe", + "prepared_review_unit_hash": "625bf2766c2e49dab8f7effbe3f73dc7f2330bc47dc41734496cf25308e0ca35", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38209, - "estimated_input_tokens": 9553, - "estimated_eval_tokens": 19362 + "soft_pair_count": 35, + "serialized_chars": 38457, + "estimated_input_tokens": 9615, + "estimated_eval_tokens": 19486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bugs across different models/subsystems. Only 45310 and 45478 look like the same underlying regression; the rest should stay separate.", + "summary": "This cluster is mostly noisy and spans unrelated bugs across tokenizers, modeling, CI, and flash-attention. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (45310/45478).", "confidence": 0.94, - "canonical_issue_reason": "If a canonical issue is needed, issue 45310 is the best anchor because 45478 is effectively the same Qwen3.5 MoE from_pretrained error with the same title and context, and 45310 is the earlier, fuller report.", + "canonical_issue_reason": "issue:45310 is the earliest, clearest report of the same Qwen3.5 MoE from_pretrained failure also reported in 45478, so it is the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest issue representative in this set, but only for the exact duplicate pair with 45478; the broader collection is too heterogeneous to treat as one issue cluster.", + "best_issue_reason": "issue:45310 is the strongest representative because it is the same concrete bug as 45478 and is written as a focused reproducible regression report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs: chat template/tool-call handling vs qwen2.5-vl video position IDs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and failures: CPU offload device mismatch vs qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: Gemma text-only mm_token_type_ids defaulting vs flash-attention sink-less s_aux=None crash." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different concrete bugs: SwitchTransformers sparse-layer config vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output regression is unrelated to qwen modular recurrent-state reset." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model-loading prefix handling and Qwen3-VL weight-shape mismatch are separate issues." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer repo-file selection is unrelated to removal of is_torch_fx_available for trust_remote_code." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and BeitImageProcessorFast label reduction are not the same bug." + }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different bugs: unsupported feature arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + "reason": "Different runtime failures: unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Different code paths: v5 fx helper removal breaking trust_remote_code vs DeepSeek tokenizer output regression." + "reason": "Trust_remote_code FX helper removal is unrelated to Deepseek tokenizer output regression." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics batching logic and the other is BeitImageProcessorFast label reduction." + "reason": "Metrics label truncation in gather_for_metrics is different from Beit fast processor reduce_labels behavior." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Unrelated: SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration issue." + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0; 45478 is a duplicate of 45310." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different failures: DAC latent/STE mismatch vs unexpected position-id keys across models." + "reason": "DAC latent/forward mismatch is unrelated to unexpected key warnings for position IDs." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same issue title and same Qwen3.5 MoE from_pretrained regression; these are duplicates." + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash-attention-related code, but one is an s_aux=None crash and the other is CPU-offload incompatibility in a different model path." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different model/subsystem: Bamba SDPA torch.compile bug vs GraniteSpeech CI device override test failure." + "reason": "Bamba SDPA compile failure is unrelated to a GraniteSpeech stale CI test override." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different regressions: Python 3.13 import/IndentationError vs qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe length computation." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to Trainer _gpu_broadcast_one NoneType broadcast errors." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one TypeError are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and causes: SwitchTransformers config vs BEiT semantic-segmentation legacy-field loading." + "reason": "SwitchTransformers sparse-layer creation is unrelated to BEiT semantic-segmentation pretrained loading with a legacy field." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different bugs in different components; same broad theme of model/config issues is not enough." + "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are unrelated." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc/example errors are unrelated to the position-id key regression." + "reason": "SigLIP2 doc example failures are not the same as position-id key warnings across models." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Different issues: Qwen-3 NVFP4 runtime vs import_utils flash_attn KeyError on Python 3.13." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to Python 3.13 flash_attn import_utils KeyError." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "siglip2 zero-probability output bug is unrelated to position-id key warnings/errors." + "reason": "Unexpected zero probabilities in SigLIP2 is a different bug from unexpected position-id keys." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different models and failures: Pegasus v4/v5 output drift vs DeepSeek tokenizer regression." + "reason": "Pegasus output regression and Deepseek tokenizer regression are different code paths." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing bug vs embedding reinitialization after resize; distinct underlying problems." - }, - { - "left": "issue:43335", - "right": "issue:45072", - "accept": false, - "reason": "Different failure modes: sparse-layer config bug vs bfloat16 dtype mismatch in inference." + "reason": "Tokenizer adding extra spaces after added tokens is unrelated to embedding reinitialization in post_init." }, { "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "Packed-weight loading bug is unrelated to GraniteSpeech stale device-override CI failure." - }, - { - "left": "issue:44977", - "right": "issue:45229", - "accept": false, - "reason": "Different problems: flash-attention generation issue vs Gemma4 multi-GPU OOM." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Different models and symptoms; not the same generation bug." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer BOS/EOS omission is unrelated to Gemma3 NaN embeddings from sliding-window attention." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "CPU offload device mismatch and float16 AMP CUDA crash are distinct bugs." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer error masking is unrelated to leftover dummy class cleanup/check_repo issues." - }, - { - "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different components and symptoms: AMP crash in LwDetrImageLoss vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to dtype mismatches in bfloat16 inference." }, - { - "left": "issue:29127", - "right": "issue:32090", + { + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer broadcast TypeError." + "reason": "BitNet packed-weight loading and GraniteSpeech CI stale-device-override are different issues." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu bare-except exception handling." + "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary-loss behavior when denoising is off." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Both concern save/load, but one loses custom token IDs while the other loads the wrong custom module; different root causes." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Llama 3.2 Vision model-loading regression is unrelated to embedding reinitialization after resize." + "reason": "Pegasus v4/v5 regression is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Gemma processor import dependency break and flash_attention.py s_aux=None crash are different problems." + "reason": "Tokenizer BOS/EOS behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Qwen2.5-VL iterable multi-image finetuning failure is unrelated to BEiT label-reduction behavior." + "reason": "CPU offload device mismatch and float16 AMP crash in LwDetrImageLoss are different bugs." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Tokenizer protobuf error handling and leftover dummy class cleanup are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Bamba torch.compile SDPA issue is unrelated to qwen3_omni_moe output-length helper behavior." + "reason": "LwDetrImageLoss AMP crash and bfloat16 dtype mismatch are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft pair, issue:45310 vs issue:45478, is supported by the identical title and matching Qwen3.5 MoE from_pretrained regression. The remaining pair judgments stay appropriately cautious and do not overclaim shared root causes." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge rejections. The only accepted duplicate pair, issue:45310 / issue:45478, is well supported by identical titles and the earlier date for 45310. The summary accurately reflects that the rest of the cluster is mostly unrelated noise." }, "evaluator_used": true, "retried": false, @@ -7764,17 +7770,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:25251", + "issue:29127", "issue:29942", - "issue:30064", "issue:32090", - "issue:33357", + "issue:34689", "issue:35141", "issue:36010", "issue:37428", - "issue:39692", + "issue:40444", "issue:42915", "issue:42994", "issue:43065", @@ -7783,29 +7789,27 @@ "issue:43381", "issue:43412", "issue:43421", + "issue:43526", + "issue:43550", "issue:43653", + "issue:43701", "issue:43873", + "issue:43927", "issue:43976", "issue:43994", "issue:44186", - "issue:44206", - "issue:44265", - "issue:44361", "issue:44448", "issue:44451", "issue:44462", "issue:44466", - "issue:44479", "issue:44493", - "issue:44734", "issue:44743", "issue:44857", - "issue:44871", "issue:44977", + "issue:45083", "issue:45198", "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", @@ -7813,234 +7817,243 @@ "issue:45520", "issue:45563", "issue:45588", + "issue:45698", + "issue:45803", "issue:45823" ], "soft_pairs": [ + "issue:29127|issue:32090", + "issue:44977|issue:45563", + "issue:43927|issue:45698", + "issue:45198|issue:45803", + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:43550|issue:45083", "issue:43412|issue:45588", "issue:45245|issue:45563", "issue:43873|issue:44493", "issue:29942|issue:35141", "issue:36010|issue:37428", - "issue:45372|issue:45459", "issue:43066|issue:44462", + "issue:45372|issue:45459", "issue:44857|issue:45588", - "issue:45588|issue:45823", "issue:44448|issue:44466", - "issue:43278|issue:43381", "issue:43065|issue:45412", - "issue:25251|issue:32090", + "issue:45588|issue:45823", + "issue:43278|issue:43381", "issue:43653|issue:44743", + "issue:25251|issue:32090", "issue:44451|issue:45520", "issue:43976|issue:45440", "issue:44186|issue:45198", "issue:42915|issue:42994", "issue:43994|issue:45412", - "issue:43421|issue:45491", - "issue:44361|issue:45198", - "issue:44871|issue:44977", - "issue:44265|issue:45198", - "issue:44206|issue:44479", - "issue:29942|issue:30064", - "issue:43065|issue:43994", - "issue:44734|issue:45406", - "issue:33357|issue:39692" + "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "a87ac3cf7f88d35d752e6b6b4cd1042ee21803b528f3a621811311a5e36e601d", + "prepared_review_unit_hash": "b1b683106585e034d9b7fe98b643d7afeb8f00155c315c503ab6f7f458dbbd9b", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36149, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "soft_pair_count": 29, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated tokenizer, export, flash-attention, quantization, generation, and model-loading issues. None look like the same underlying bug or a mergeable duplicate PR pair, so all soft edges are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a coherent duplicate set; the pairings cover many unrelated failure modes across different subsystems.", + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly link unrelated bugs across different models, tokenizer paths, export flows, and trainer/runtime behaviors. I do not see a single underlying duplicate issue or a safe canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative had to be chosen, issue 45588 is the most central among the flash-attention-adjacent subset, but it is still a poor global representative for the mixed cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Gemma3n export failures and a sink-less flash_attention AttributeError are different code paths and symptoms." + "reason": "Different failures: LayoutLMv3 error handling for insufficient box info vs Trainer GPU broadcast rejecting NoneType." }, { - "left": "issue:45245", + "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Category-count overflow in segmentation is unrelated to a stale num_return_sequences warning in paged generate()." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Quantization/offloading behavior and an unexpected position_id key are distinct bugs with different triggers." + "reason": "Both involve save/load behavior, but one is DiaConfig custom token IDs and the other is loading the wrong custom module." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Flash Attention 2 test failures do not match the token-embedding resize/post_init reinitialization bug." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature swallowing exceptions." }, { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "These are separate import errors for different symbols from different modules." + "reason": "Model loading breakage for Llama 3.2 vision is unrelated to embedding reinitialization after resizing token embeddings." }, { "left": "issue:45372", - "right": "issue:45459", + "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import breakage from mistral_common is unrelated to protobuf masking tokenizer errors." + "reason": "Different import/runtime bugs: missing ReasoningEffort vs flash_attention.py crashing on s_aux=None." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Both involve tokenizers, but one is a decoder-type regression and the other is AutoTokenizer ignoring tokenizer.json; not the same fix." + "reason": "Qwen2.5-VL iterable dataset with multiple images is unrelated to BeitImageProcessorFast returning only one label." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "An AMP/CUDA loss crash and a flash_attention s_aux=None AttributeError are different failures." + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "flash_attention sink-less crash and Gemma4 PLE device-mismatch are unrelated model/runtime issues." + "reason": "torch.compile + SDPA bug in Bamba-9B-v2 is a different code path than qwen3_omni_moe length computation." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Pegasus output drift and lm_head.weight serialization inconsistency are both v5 regressions, but not the same concrete code-path bug." + "reason": "Gemma3 executorch export issues are unrelated to flash_attention integration crashing on sink-less models." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Embedding dtype drift in eval and gradient-checkpointing in eval mode are distinct behaviors." + "reason": "Category-cardinality runtime error is unrelated to a stale num_return_sequences warning." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not releasing on deletion." + "reason": "Quantization/offloading behavior differs from position-id unexpected-key loading issues." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Flash Attention 2 test failures are unrelated to token embedding resizing and post_init reinitialization." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen modular recurrent-state reset are different tokenizer/model bugs." + "reason": "Different missing-import regressions: GenerationMixin vs _flash_supports_window_size." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "A model-loading failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Tokenizer decoder type mismatch in v5 is not the same as AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Python version compatibility and DeepseekV3MoE behavioral divergence are different issues." + "reason": "Different tokenizer/import problems: missing ReasoningEffort vs overly broad protobuf exception handling." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are separate tokenizer bugs." + "reason": "AMP/CUDA loss crash is unrelated to flash_attention.py s_aux=None AttributeError." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are different quantization problems." + "reason": "Pegasus output differences across versions are not the same as inconsistent lm_head.weight serialization." }, { - "left": "issue:43994", + "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 AutoModel/pipeline nonsensical results and RT-DETR memory leaks do not share a bug path." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Runtime special-token post-processing updates and Gemma3 NaN embeddings with mixed-length batches are unrelated." + "reason": "Flash-attention crash with s_aux=None is unrelated to Gemma4 PLE device mismatch during forward." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks and Wav2Vec2 save/tokenization failure are different model-specific issues." + "reason": "Embedding dtype drift in eval is a different issue from gradient checkpointing being unusable in eval mode." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Gemma-3 EOS config inconsistency and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to qwen3_5 recurrent state reset behavior." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are not the same defect." + "reason": "Pipeline top_k nested-list output is unrelated to Trainer _gpu_broadcast_one rejecting NoneType." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "An unsupported feature-extractor arg and a video-input regression in Qwen models are separate issues." + "reason": "Model load failure for ScandiBERT is unrelated to Python 3.13 flash_attn import KeyError." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing." + "reason": "Python version compatibility for 5.1.0 is unrelated to DeepseekV3MoE divergence from remote implementation." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Sam3PixelDecoder's dummy Conv2d and SigLIP2 model/processor mismatch are different model-family bugs." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "KV-cache continuation indexing in serve and Gemma4Processor missing _tokenizer are distinct failures." + "reason": "Qwen3Moe FineGrainedFP8Config failure is a different problem from quantized model saving." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline are unrelated to RT-DETR memory release." + }, + { + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "A MacOS bus error on a community CLIP model and documentation example errors for SigLIP2 are not the same bug." + "reason": "TokenizerBackend post-processor updates are unrelated to Gemma3 NaN embeddings from sliding-window attention." } ] }, @@ -8062,22 +8075,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:29127", "issue:29942", + "issue:30064", "issue:32090", "issue:33357", "issue:34567", "issue:36010", + "issue:39692", "issue:41720", - "issue:42915", - "issue:43262", + "issue:43065", "issue:43278", "issue:43329", "issue:43334", "issue:43381", - "issue:43441", "issue:43526", "issue:43531", "issue:43575", @@ -8085,259 +8098,267 @@ "issue:43701", "issue:43723", "issue:43756", + "issue:43761", "issue:43824", "issue:43873", - "issue:43931", + "issue:43994", "issue:44186", "issue:44206", + "issue:44265", "issue:44279", + "issue:44361", "issue:44442", - "issue:44464", + "issue:44479", "issue:44554", "issue:44610", - "issue:44743", - "issue:44811", - "issue:44857", + "issue:44734", + "issue:44871", "issue:44977", - "issue:45072", "issue:45103", + "issue:45198", "issue:45229", "issue:45245", "issue:45372", "issue:45406", "issue:45412", "issue:45440", - "issue:45491", - "issue:45588", "issue:45593", - "issue:45834" + "issue:45834", + "issue:45859" ], "soft_pairs": [ + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44206|issue:44479", + "issue:44265|issue:45198", + "issue:29942|issue:30064", + "issue:44734|issue:45406", + "issue:43065|issue:43994", + "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:44610|issue:45412", "issue:45103|issue:45372", "issue:43756|issue:45440", - "issue:43873|issue:45229", "issue:43723|issue:44554", + "issue:43873|issue:45229", "issue:45372|issue:45406", + "issue:43761|issue:45859", "issue:43278|issue:43575", - "issue:43381|issue:43701", "issue:43526|issue:45834", + "issue:43381|issue:43701", "issue:43653|issue:44442", + "issue:45440|issue:45593", "issue:41720|issue:45229", "issue:43278|issue:43329", - "issue:45440|issue:45593", "issue:29942|issue:36010", "issue:43334|issue:43531", "issue:32090|issue:33357", - "issue:43526|issue:44186", "issue:44977|issue:45245", - "issue:43824|issue:44279", - "issue:43526|issue:44857", - "issue:42915|issue:43931", - "issue:43262|issue:44206", - "issue:44464|issue:45491", - "issue:43441|issue:45588", - "issue:44442|issue:45072", - "issue:44743|issue:44811", - "issue:43575|issue:43701" + "issue:43526|issue:44186", + "issue:43824|issue:44279" ], - "prepared_review_unit_hash": "172ebcef6fa69da1d861ff450aeb74e386fa38594486b83101c931a37de3ca32", + "prepared_review_unit_hash": "dd9c4c163e8b46ce634c3c1e9a6eed0bbca3b2c77000b7671a3a36ab192bb3e0", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35524, - "estimated_input_tokens": 8881, - "estimated_eval_tokens": 18018 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs share broad vocabulary at most, but they describe distinct bugs, models, and code paths. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45229 is the best anchor only by process criteria: it is a concrete, well-described open bug with high discussion/inbound activity, while the rest of the set appears unrelated.", + "summary": "The cluster is broad and mostly heterogeneous: the soft links are driven by shared Transformers subsystems and regression language, not the same underlying bug. All soft pairs should be rejected as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43723 is the broadest and most generic loading-regression report in the set, so it is the weakest but most usable anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the strongest representative issue: detailed, reproducible, and actively discussed. It is still not a duplicate of the other items, just the most substantive single issue in the mixed cluster.", + "best_issue_reason": "Issue 43723 is the best umbrella-style issue because it describes a general AutoTokenizer loading failure, but it still does not cover the many model- and processor-specific reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenizer/task failures, but they are different concrete bugs on different models and code paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation/eos behavior, but one is a Gemma-3 config mismatch and the other is a Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "These are separate regression reports in different components: feature extractor argument handling vs video-input regression for multiple Qwen VL models." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serving, but one is KV-cache continuation indexing and the other is Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Both are model-specific vision issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is SigLIP2 inference nonsense outputs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention CLIP/SigLIP-style models, but one is a MacOS bus error and the other is a documentation example/model-processor mismatch plus quantization failure." + }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 box-content error message vs TrainerState token counter update; different components and symptoms." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated issues." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor image-size mismatch vs RT-DETR memory not released on deletion; unrelated bugs." + "reason": "Processor image-size mismatch and RT-DETR memory release are different problems in different subsystems." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotations crash vs Gemma4 processor dependency import failure; different failure modes." + "reason": "auto_docstring annotation handling and Gemma4 processor loading/import failure are not the same bug." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer bug vs DeepSeekV3MoE implementation divergence; different model logic." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are unrelated model-implementation issues." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Quantization offloading issue vs Gemma4 multi-GPU CUDA OOM; not the same code-path problem." + "reason": "Tokenizer loading regression and MPS attention correctness are separate code paths and behaviors." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer loading regression vs MPS attention correctness bug; unrelated areas." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different resource-management problems." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 loading import error vs Gemma4Processor missing _tokenizer in serve; same family, different bugs." + "reason": "Gemma4 processor import dependency failure and transformers serve processor attribute failure are related to Gemma4 but not the same concrete bug." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Embedding dtype drift in eval vs Qwen2-57B tensor-parallel OOM; distinct issues." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Gradient checkpointing eval-mode error vs checkpoint resume key mismatch; different training paths." + "reason": "Embedding dtype drift and tensor-parallel OOM are distinct issues with no shared failing code path." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long-ocr index error; unrelated processors." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR indexing are different processor bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated trainer behaviors." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs AutoTokenizer loading failure for a speech tokenizer; different defects." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading of FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss handling are unrelated model/training issues." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM; different models and failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are both GPU problems but not the same failure." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 eval dtype issue vs multimodal token counting video-branch undefined variables; unrelated code paths." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepSeekV3MoE divergence vs D-FINE auxiliary-loss handling; different model behavior." + "reason": "Embedding dtype mismatch and multimodal token counting with undefined video helpers are unrelated." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures vs GenerationMixin import error; unrelated regression types." + "reason": "Flash Attention 2 test failures and GenerationMixin import failure are different regressions." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading error vs Qwen3-MoE sliding_window issue; different configuration bugs." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are distinct model config bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType vs MacOS CLIP bus error; unrelated runtime failures." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs LayoutLMv2Tokenizer padding/truncation crash; different components." + "reason": "Trainer NoneType broadcast and MacOS bus error on CLIP are unrelated runtime failures." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs category-count runtime limit; no shared underlying bug." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "Specific Qwen2.5-VL import error vs vague dependency issue; not the same concrete problem." + "reason": "Qwen3.5 flash-attention generation and category-count runtime error are different problems." }, { "left": "issue:43526", - "right": "issue:44857", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash; different models and code paths." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch; same family only broadly, not same bug." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template sampling-rate default vs unsupported center arg in LasrFeatureExtractor; unrelated audio bugs." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window padding; different symptoms and models." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Ministral-3 flash-attention failure vs sink-less flash_attention.py s_aux=None crash; both mention flash attention but not the same code-path issue." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated issues." - }, - { - "left": "issue:44743", - "right": "issue:44811", + "right": "issue:44186", "accept": false, - "reason": "Qwen3_5 recurrent-state reset bug vs Whisper batch_decode skip_special_tokens regression; different components." + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are separate tokenizer/processor bugs." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM vs resume_from_checkpoint key mismatch; no shared underlying bug." + "reason": "Qwen2_5_VL import failure and a generic dependency issue with transformers are not the same underlying issue." } ] }, @@ -8359,7 +8380,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:28218", "issue:29127", @@ -8371,262 +8392,280 @@ "issue:35141", "issue:38175", "issue:39692", - "issue:41628", "issue:42907", + "issue:42915", + "issue:43262", "issue:43316", "issue:43381", - "issue:43452", - "issue:43493", + "issue:43441", "issue:43525", - "issue:43550", + "issue:43526", "issue:43575", "issue:43611", "issue:43646", + "issue:43701", "issue:43761", - "issue:43827", "issue:43873", "issue:43931", "issue:44077", "issue:44079", "issue:44188", + "issue:44206", "issue:44387", "issue:44442", + "issue:44464", "issue:44479", - "issue:44568", "issue:44743", + "issue:44811", + "issue:44857", "issue:44898", "issue:44964", "issue:44977", + "issue:45072", "issue:45216", "issue:45290", - "issue:45372", "issue:45440", - "issue:45479", "issue:45491", "issue:45584", "issue:45588", "issue:45698", - "issue:45759", "issue:45803" ], "soft_pairs": [ + "issue:43526|issue:44857", + "issue:43441|issue:45588", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:43575|issue:43701", "issue:43646|issue:44077", - "issue:43452|issue:45588", - "issue:44442|issue:45803", "issue:29127|issue:35141", + "issue:44442|issue:45803", "issue:43575|issue:44387", "issue:44977|issue:45584", "issue:33357|issue:38175", "issue:43316|issue:43525", "issue:44964|issue:45440", - "issue:43761|issue:44079", "issue:44479|issue:45290", + "issue:43761|issue:44079", "issue:28218|issue:29127", "issue:42907|issue:45698", "issue:43931|issue:45216", "issue:28218|issue:32090", - "issue:33290|issue:34567", "issue:39692|issue:45491", - "issue:44442|issue:44898", + "issue:33290|issue:34567", "issue:34689|issue:43611", + "issue:44442|issue:44898", "issue:43761|issue:44188", - "issue:43381|issue:43873", - "issue:43493|issue:43827", - "issue:43550|issue:44743", - "issue:44568|issue:45479", - "issue:43316|issue:45759", - "issue:41628|issue:45372" + "issue:43381|issue:43873" ], - "prepared_review_unit_hash": "2ea87565962f40d5eaec5961bf7c676cfe94c331df6f12769902b75b44f9a920", + "prepared_review_unit_hash": "0ffb20091d0301aa5de1bfcd65ccc8d0ee5a6cbfff955ebf951c286e113250f6", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35204, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested duplicate edges look like soft lexical matches rather than the same underlying bug or change. The items span unrelated tokenizer, model-loading, quantization, config, and generation regressions, so there is no single coherent canonical issue for the cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this set: the items cover many unrelated bugs, and the proposed duplicate pairs are not the same concrete code-path problem.", + "summary": "All soft pairs should be rejected; they are mostly same-subsystem, same-model, or same-surface-symptom matches without enough evidence for a shared underlying bug. In particular, 43761 and 44079 only share a broad ModelOutput/hidden-state theme, and the CLIPVisionModel regression is not shown to be the same code-path bug as the generic key-assignment issue.", + "confidence": 0.87, + "canonical_issue_reason": "No duplicate canonicalization is well-supported here. issue:44079 is the broader ModelOutput report, but the packet does not establish that issue:43761 is the same underlying bug rather than a separate CLIPVisionModel regression.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as a cluster representative because the cluster is heterogeneous and does not collapse to one bug.", + "best_issue_reason": "issue:44079 is the best standalone representative of the generic ModelOutput key-assignment problem, but only as the broader report, not as a proven duplicate of issue:43761.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Both mention initialization/post_init, but one is about custom model init in Transformers 5.0 and the other is a patchtsmixer-specific policy change; not the same bug." + "reason": "Different components and failure modes: BeitImageProcessorFast label reduction vs LwDetr AMP/CUDA crash." }, { - "left": "issue:43452", + "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "One is about gguf_file loading for tokenizer/model classes; the other is a flash-attention crash on s_aux=None. Different code paths and failures." + "reason": "Both mention flash attention, but they describe different concrete bugs and code paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio/processor regressions, but sampling-rate defaulting and unsupported center-arg crashes are different issues." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different symptoms and paths: compiled chunked generation inconsistency vs NaN embeddings from sliding-window attention." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Distinct loading failures on different model families and different root causes." }, { "left": "issue:44442", - "right": "issue:45803", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch are unrelated problems." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different modules and behavior: recurrent-state reset vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to FuyuBatchFeature swallowing exceptions during tensor conversion." + "reason": "One is a generic custom-init regression; the other is a specific optional post_init policy issue, not the same bug." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error-message clarity and embedding reinitialization in post_init are unrelated issues." + "reason": "Different LayoutLMv3 error-reporting issue vs embedding reinitialization bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure is unrelated to the bare-except error handling bug in Fuyu batch conversion." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both are OOM reports, but one is tensor-parallel loading for Qwen2-57B and the other is increased reserved memory under int4 quantization; different causes and fixes." + "reason": "Both are OOM reports, but the causes differ: tensor-parallel loading vs int4 quantization memory regression." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Whisper empty-transcription failure after align_special_tokens are different generation paths." + "reason": "Different generation bugs in different models and code paths." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "A MacOS bus error on a community CLIP model is not the same as zero probabilities on siglip2-base-patch16-224." + "reason": "Different models and symptoms: MacOS bus error vs zero-probability outputs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Different config API bugs: Gemma3TextConfig parity vs missing pad_token_id on Llama4Config." + "reason": "Both are config/API mismatches, but they involve different attributes and different model classes." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading regression and DeepseekV3MoE divergence from remote implementation are distinct model-specific issues." + "reason": "Different multimodal loading regressions with no shared concrete code-path evidence." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "CLIPVisionModel returning hidden_states=None is not the same bug as ModelOutput key assignment when a prior value was None." + "reason": "Video-input regression and chat-template/tool-call crash are unrelated failures." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Video-input regression for Qwen VL models and chat-template crashes on tool-call assistant messages are separate failures." + "reason": "The CLIPVisionModel hidden_states=None symptom is not explicitly shown to come from the generic ModelOutput key-assignment bug; the match is only thematic." }, { "left": "issue:28218", "right": "issue:29127", "accept": false, - "reason": "Tokenizer adds an extra space after added tokens; the other is a LayoutLMv3 error-message issue. No shared code-path." + "reason": "Tokenizer spacing regression and LayoutLMv3 error-message clarity issue are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are related to persistence generally, but not the same defect." + "reason": "Both touch save/load flows, but dequantized-save failure and wrong custom-module reload are different bugs." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL loading is different from incorrect saved checkpoints in Qwen3.5 save_pretrained." + "reason": "Different Qwen loading regressions with different failure modes." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing behavior and a Trainer NoneType GPU broadcast TypeError are unrelated." - }, - { - "left": "issue:33290", - "right": "issue:34567", - "accept": false, - "reason": "Adafactor/deepspeed OOM and TrainerState.num_input_tokens_seen not updating are different trainer/runtime issues." + "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "SigLIP2 documentation example problems and Gemma3 NaN embeddings under mixed-length batching are unrelated." + "reason": "Documentation/example errors are not the same as a runtime NaN regression." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer is not the same as Perceiver classification failing at non-default resolution." + "reason": "AdaFactor/deepspeed OOM and TrainerState token counter not updating are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading-related, but one is a specific Llama 3.2 Vision regression and the other is a broad base_model_prefix compatibility break." + "reason": "One is a specific model-loading break, the other is a broader base_model_prefix regression." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states output handling and attention-kernel divergence under torch.compile are different layers and symptoms." + "reason": "ModelOutput key handling and attention-kernel branching under torch.compile are different code paths." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to offloading failures under quantization." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still using pipeline() after v5 removals are not the same underlying bug." - }, - { - "left": "issue:43550", - "right": "issue:44743", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is distinct from recurrent state reset behavior in modular_qwen3_5." - }, - { - "left": "issue:44568", - "right": "issue:45479", - "accept": false, - "reason": "Missing BOS/EOS insertion for a tokenizer is unrelated to zero-loss behavior in sequence classification." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Qwen multimodal config unwrapping in from_config are separate configuration-loading issues." - }, - { - "left": "issue:41628", - "right": "issue:45372", - "accept": false, - "reason": "Missing AutoImageProcessor import and Gemma 4 processor loading failing on ReasoningEffort import are different import errors with different dependencies." + "reason": "Gradient checkpointing in eval mode and offloading OOM are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for the only accepted soft pair. In the packet, `issue:43761` and `issue:44079` are only linked by soft similarity, and the deterministic verdict is false; there is no explicit evidence that the CLIPVisionModel symptom is the same bug as the generic `ModelOutput` key-assignment issue. The rest of the pairwise rejections are conservative, but the canonical/best-issue conclusion should not be presented as grounded enough to accept." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -8642,7 +8681,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:25251", "issue:28282", @@ -8652,9 +8691,9 @@ "issue:33357", "issue:34689", "issue:36010", + "issue:41628", "issue:41950", "issue:42175", - "issue:43065", "issue:43232", "issue:43295", "issue:43316", @@ -8663,15 +8702,14 @@ "issue:43404", "issue:43441", "issue:43475", + "issue:43493", "issue:43540", "issue:43550", - "issue:43606", "issue:43643", - "issue:43701", "issue:43720", "issue:43742", - "issue:43761", "issue:43825", + "issue:43827", "issue:43856", "issue:43873", "issue:44077", @@ -8681,19 +8719,25 @@ "issue:44479", "issue:44496", "issue:44514", - "issue:44617", + "issue:44568", + "issue:44743", "issue:44792", "issue:44855", "issue:44871", "issue:44877", "issue:44913", - "issue:45127", "issue:45137", - "issue:45200", - "issue:45584", - "issue:45656" + "issue:45372", + "issue:45479", + "issue:45656", + "issue:45759" ], "soft_pairs": [ + "issue:43550|issue:44743", + "issue:43493|issue:43827", + "issue:44568|issue:45479", + "issue:43316|issue:45759", + "issue:41628|issue:45372", "issue:43643|issue:44913", "issue:43720|issue:44442", "issue:32090|issue:33290", @@ -8704,228 +8748,209 @@ "issue:44077|issue:44479", "issue:44855|issue:45137", "issue:33290|issue:45656", - "issue:29127|issue:33357", "issue:43316|issue:44877", "issue:43540|issue:44514", - "issue:43381|issue:43742", + "issue:29127|issue:33357", "issue:42175|issue:43316", + "issue:43381|issue:43742", "issue:33290|issue:34689", - "issue:43404|issue:43441", "issue:44162|issue:44792", + "issue:43404|issue:43441", "issue:25251|issue:28282", "issue:43232|issue:43388", "issue:41950|issue:43475", - "issue:43295|issue:43825", - "issue:44871|issue:45584", - "issue:45127|issue:45200", - "issue:43550|issue:43701", - "issue:43606|issue:43701", - "issue:43065|issue:44617", - "issue:43295|issue:44871", - "issue:43761|issue:44479" + "issue:43295|issue:43825" ], - "prepared_review_unit_hash": "47078b07b8b5ad6ca9d8e46fab6d1bce89a45b91cdbe6b208dd869a8fd16cd38", + "prepared_review_unit_hash": "e0e487bd4387ded4da5468617ee5c1c669370ed45f13073464d094462b9acf35", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36423, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "soft_pair_count": 27, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the proposed links are all false positives across unrelated bugs/regressions in configs, loading, generation, training, and pipelines.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and do not form one underlying bug cluster.", + "summary": "These soft pairs are mostly topical neighbors, not true duplicates. They span distinct regressions across model loading, config handling, pipelines, deepspeed, tokenizers, and multimodal processing, so the safe triage outcome is to reject all suggested merges.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must serve as a representative, issue 43825 is the clearest user-facing regression with a specific, narrow failure mode; however, there is no single canonical issue for the whole set because the candidates are not one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; none of these issues is a duplicate hub, so a canonical representative would be arbitrary.", + "best_issue_reason": "Issue 43825 is the best overall representative among this set: it is concrete, reproducible, and describes a clear behavior regression rather than a broad symptom or vague compatibility complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: torch.compile/SDPA failure in Bamba vs recurrent state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One is a SigLIP2 implementation parity discrepancy; the other is stale docs referencing removed pipelines." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to the single-label-classification zero-loss bug." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but the concrete problems differ: Gemma3TextConfig API mismatch vs not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they arise from different missing symbols and different loading paths/models." + }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config/loading related, but one is trust_remote_code field loss and the other is GPTNeoX rotary_pct reload; different bugs." + "reason": "Generic config-roundtrip issue vs a specific rotary_pct value being lost on reload; not the same underlying bug." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight accelerate loading vs AutoTokenizer failing on a specific tokenizer class; unrelated failure modes." + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error vs DeepSpeed+Adafactor OOM; different subsystems and symptoms." + "reason": "NoneType GPU broadcast error and Adafactor OOM in deepspeed are distinct training failures with different causes." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset script issue vs unrecognized model/config loading error; unrelated." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config loading error." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offload behavior vs Gemma eos_token_id mismatch; different code paths." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different code paths and symptoms." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 Vision loading regression vs GenerationMixin import error; not the same bug." + "reason": "Model-loading regression for Llama 3.2 vision is not the same as the GenerationMixin import-path breakage." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing eval-mode error vs Qwen3 MoE memory usage; different problems." + "reason": "Gradient checkpointing in eval mode is a functional error; Qwen3 MoE memory inefficiency is a performance issue." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy change vs video input regression in Qwen models; unrelated." + "reason": "PatchTSTMixer post_init validation is unrelated to the Qwen video-input regression." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 decorator parsing issue vs DeepSpeed ZeRO3 deque underflow; unrelated." + "reason": "Python 3.13 IndentationError in a scripted decorator block is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "OOM during Adafactor+DeepSpeed vs optimizer.step being called twice; different bugs." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 box info validation vs MacOS bus error for CLIP; unrelated." + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a double optimizer-step bug." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs strict config blocking granite_speech loading; different config issues." + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config validation blocking granite_speech loading." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are Qwen multimodal video/chat issues, but they hit different inputs and code paths; not the same underlying bug." + "reason": "Video-input processing failure in Qwen3OmniMoe is different from batched apply_chat_template crashing with padding=False." }, { - "left": "issue:43381", - "right": "issue:43742", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Gradient checkpointing eval-mode issue vs MobileLLM key error on load; unrelated." + "reason": "LayoutLMv3 box-content validation and a MacOS CLIP bus error are unrelated failures." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging backend omission vs Gemma3TextConfig API inconsistency; unrelated." + "reason": "Missing tensorflow backend after pip install '.[torch]' is unrelated to a Gemma3TextConfig API discrepancy." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43381", + "right": "issue:43742", "accept": false, - "reason": "DeepSpeed Adafactor OOM vs Llama 3.2 Vision model-loading regression; different bugs." + "reason": "Gradient-checkpointing/eval-mode behavior does not match the MobileLLM key-error during model loading." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "lm_head weight tying bug vs FlashAttention failure in Ministral-3; not the same change." + "reason": "Deepspeed Adafactor OOM and Llama 3.2 vision load regression are different failure modes." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage vs Janus image-generation test failure; unrelated." + "reason": "ESM2 being broken and a janus image-generation test failure are different model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is a different bug from FlashAttention failures in Ministral-3." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug vs missing PyTorch ImportError; completely different." + "reason": "Pipeline top_k nested-list output and AutoModel missing PyTorch are unrelated issues." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update bug vs gather_for_metrics label truncation; different code paths." + "reason": "Generation kwargs ordering after sync_gpus is not the same as gather_for_metrics dropping tuple label elements." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup bug vs Sam3Video missing attribute; different model/pipeline issues." + "reason": "Video-classification pipeline using image processors and SAM3 vision encoder missing an attribute are different bugs." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression vs incorrect pipeline translation error message; unrelated." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma-3 eos_token_id mismatch vs Whisper empty-transcription handling after token alignment; different bugs." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge with extended vocab collapse vs Gemma 4 mm_token_type_ids defaulting; unrelated." - }, - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs resume_from_checkpoint key mismatch; unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch vs resume_from_checkpoint key mismatch; different issues." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Sam3PixelDecoder dummy layer concern vs Sam3Video CUDA OOM; not the same bug." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Processor/tokenizer regression vs Gemma-3 eos_token_id inconsistency; unrelated." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs multi-model video input regression; different models and code paths." + "reason": "Custom processor.tokenizer regression is different from pipeline() still suggesting translation tasks in v5." } ] }, @@ -8947,7 +8972,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:33290", "issue:35141", @@ -8955,10 +8980,14 @@ "issue:41720", "issue:42617", "issue:43065", + "issue:43295", "issue:43452", + "issue:43550", "issue:43575", + "issue:43606", "issue:43646", "issue:43673", + "issue:43701", "issue:43742", "issue:43761", "issue:43827", @@ -8973,7 +9002,6 @@ "issue:44464", "issue:44479", "issue:44496", - "issue:44521", "issue:44534", "issue:44610", "issue:44617", @@ -8981,31 +9009,35 @@ "issue:44737", "issue:44743", "issue:44792", - "issue:44855", "issue:44871", "issue:44913", "issue:44936", "issue:44964", "issue:44977", "issue:45127", + "issue:45200", "issue:45245", "issue:45290", - "issue:45357", - "issue:45381", "issue:45584", - "issue:45588", "issue:45600", "issue:45698", "issue:45803" ], "soft_pairs": [ - "issue:33290|issue:35141", - "issue:33290|issue:36331", + "issue:45127|issue:45200", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:43065|issue:44617", + "issue:43761|issue:44479", "issue:43673|issue:44743", + "issue:33290|issue:35141", "issue:43452|issue:44496", - "issue:43575|issue:43742", + "issue:33290|issue:36331", "issue:44936|issue:45698", "issue:43646|issue:44913", + "issue:43575|issue:43742", "issue:42617|issue:43575", "issue:43761|issue:44242", "issue:43575|issue:43873", @@ -9014,209 +9046,230 @@ "issue:44464|issue:44871", "issue:44479|issue:44734", "issue:44617|issue:45584", - "issue:43827|issue:43994", - "issue:44792|issue:44977", "issue:43906|issue:45290", + "issue:44792|issue:44977", "issue:43065|issue:44610", + "issue:43827|issue:43994", "issue:44534|issue:44913", "issue:44190|issue:44964", "issue:41720|issue:45245", "issue:44792|issue:45600", - "issue:44737|issue:45803", - "issue:44855|issue:45588", - "issue:44521|issue:45381", - "issue:45127|issue:45357" + "issue:44737|issue:45803" ], - "prepared_review_unit_hash": "f439e8512982ffa495ebc8ac3a126c3e45a333f2d0041656995161125d455f1c", + "prepared_review_unit_hash": "dbb379f341b5b7abd1a2870794acc0b5f8d9ec9a3298b3910869cce91ce63f30", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35865, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "soft_pair_count": 31, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues that only look similar on the surface. I would reject every soft edge as a duplicate match; there is no single underlying bug/change spanning the set.", - "confidence": 0.95, - "canonical_issue_reason": "No true canonical issue emerges here: the items cover unrelated bugs, regressions, and model-specific failures across different subsystems.", + "summary": "This cluster is not a duplicate family; it mixes many unrelated issues spanning model loading, generation, training, serialization, docs, and model-specific regressions. No single canonical issue/PR stands out.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best generic triage anchor only because it is open and has the most discussion/inbound references, but it does not subsume the other items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "OOM in Adafactor/DeepSpeed is unrelated to embedding reinitialization after resize." + "reason": "Both mention embeddings/tied weights, but one is LoRA merge collapse after vocab extension and the other is Gemma 4 token_type_ids defaulting; different bugs and code paths." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs Whisper empty-transcription failure after align_special_tokens; unrelated symptoms and components." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA generation failure vs resume_from_checkpoint key mismatch; different subsystems and root causes." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression vs eos_token_id configuration inconsistency; different regression classes." + }, + { + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Different failures: optimizer OOM versus Trainer API keyword mismatch." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM; one is code correctness, the other capacity/memory." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression vs Qwen video input regression; different models and failure modes." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is recurrent state reset in Qwen3.5." + "reason": "Both involve cache/state handling, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5.py; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM vs embeddings reinitialized after resize; unrelated training and model-init issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Model/tokenizer loading with gguf_file is a different bug from missing model_type config resolution." + "reason": "GGUF loading breakage vs unrecognized model/config.json issue; both loading-related but distinct root causes." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "OOM loading a large Qwen model is not the same as a KeyError on a small MobileLLM load." + "reason": "OOM in DeepSpeed optimizer vs custom trainer compute_loss signature mismatch; completely different problems." }, { "left": "issue:44936", "right": "issue:45698", "accept": false, - "reason": "Trainer evaluate-after-train behavior is unrelated to loading the wrong custom module after save_pretrained." + "reason": "trainer.evaluate() after train failure vs wrong custom module loaded after save_pretrained; different lifecycle stages and bugs." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model initialization regression vs GPTNeoX rotary_pct not persisting on reload; both config/init-related, but not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM vs MobileLLM load key error; unrelated model-loading failures." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A 3d_parallel.py runtime issue is not the same as Qwen2 TP memory exhaustion." + "reason": "3d_parallel.py runtime failure vs Qwen2 TP OOM; no common code path beyond generic runtime failures." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are different code paths." + "reason": "Hidden_states regression in CLIPVision vs MoE load-balancing loss omission; unrelated model behaviors." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Qwen2 TP OOM and quantization offloading behavior are related only broadly to memory, not the same bug." + "reason": "Both touch memory/offload concerns, but one is TP loading OOM and the other is quantization offloading not behaving as expected; different mechanisms." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy and junk-filled non-persistent buffers are distinct v5 issues." + "reason": "Optional post_init allowance vs non-persistent buffers filled with junk; both v5-related, but different internals." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Shape mismatch when loading Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." + "reason": "Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next; different models and bugs." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Compiled-forward generation inconsistency is unrelated to eos_token_id config mismatch." + "reason": "Compiled-forward chunked generation inconsistency vs Gemma eos_token_id config mismatch; unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models is different from KV-cache continuation tensor indexing in serve." + "reason": "Video-input regression for Qwen VL models vs serve KV-cache continuation tensor indexing bug; different surfaces and root causes." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription generation failure are unrelated." + "reason": "Sam3Video OOM vs Whisper empty transcription after token alignment; unrelated model families and failure modes." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as SIGLIP2 producing bad outputs with pipeline." + "reason": "Isolated reproduction of an external issue vs apply_chat_template crash with tool-call messages; no evidence they are the same bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are different model-specific bugs." + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue; different models and code paths." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "An isolated reproduction of an existing issue is not the same as apply_chat_template crashing on tool-call messages." + "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor output-size mismatch; unrelated bugs." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Docs still referencing pipeline() vs SigLIP2 producing nonsensical results with AutoModel/pipeline; one is documentation debt, the other is model behavior." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization junk is not the same as rotary_pct reverting on config reload." + "reason": "Non-persistent buffers junk vs rotary_pct resetting on reload; both serialization-ish, but not the same underlying defect." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading failure in a training script is unrelated to loading a multimodal model." + "reason": "Local dataset loading in no_trainer script vs Phi-4 multimodal model loading failure; unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on A800 with auto device mapping is a different failure from category-count overflow." + "reason": "Qwen3 auto device mapping CUDA assert vs category-count limit error; completely different issues." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus generation test failure is unrelated to stale auto_mappings references breaking CI." + "reason": "Janus generation test failure vs auto_mappings referencing removed configs and breaking CI; unrelated." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU tensor creation in XLNet and bare except swallowing errors in Fuyu are unrelated bugs." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 torch.jit parsing error is unrelated to flash_attention s_aux handling." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "All-zero assistant masks and wrong video vision_position_ids are different multimodal template bugs." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to saving incorrect visual encoder keys." + "reason": "XLNet CPU device bug in relative positional encoding vs bare except swallowing KeyboardInterrupt in FuyuBatchFeature; different code paths and bugs." } ] }, @@ -9238,11 +9291,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:36246", "issue:38175", - "issue:38617", "issue:41628", "issue:43065", "issue:43116", @@ -9252,20 +9304,18 @@ "issue:43479", "issue:43540", "issue:43550", - "issue:43643", "issue:43644", "issue:43650", - "issue:43761", "issue:43976", "issue:44077", "issue:44112", "issue:44186", "issue:44190", "issue:44220", - "issue:44246", "issue:44464", "issue:44466", "issue:44496", + "issue:44521", "issue:44561", "issue:44683", "issue:44734", @@ -9274,231 +9324,250 @@ "issue:44913", "issue:44933", "issue:44938", - "issue:45003", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", + "issue:45357", "issue:45362", "issue:45375", + "issue:45381", "issue:45446", "issue:45542", "issue:45563", "issue:45584", + "issue:45588", "issue:45600", "issue:45632", - "issue:45803", - "issue:45834" + "issue:45803" ], "soft_pairs": [ + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:45127|issue:45357", "issue:43335|issue:44855", "issue:44938|issue:45542", - "issue:44077|issue:44877", - "issue:43550|issue:44190", + "issue:43976|issue:44855", "issue:44496|issue:45803", - "issue:43761|issue:45834", + "issue:43550|issue:44190", + "issue:44077|issue:44877", "issue:43644|issue:44913", - "issue:43976|issue:44855", "issue:43540|issue:44734", - "issue:43650|issue:44220", "issue:45276|issue:45584", "issue:44112|issue:45600", + "issue:43650|issue:44220", "issue:43335|issue:44190", "issue:43116|issue:44190", - "issue:43295|issue:45276", "issue:45245|issue:45584", + "issue:43295|issue:45276", "issue:43479|issue:45375", "issue:36246|issue:41628", - "issue:44933|issue:45362", "issue:44464|issue:45563", - "issue:43404|issue:45216", + "issue:44933|issue:45362", "issue:44186|issue:44734", + "issue:43404|issue:45216", "issue:44734|issue:45632", "issue:44683|issue:45446", "issue:38175|issue:43065", - "issue:44466|issue:44913", "issue:44561|issue:45632", - "issue:44246|issue:45003", - "issue:36246|issue:38617", - "issue:43643|issue:44496" + "issue:44466|issue:44913" ], - "prepared_review_unit_hash": "81a4b020da0db0c47d6d4390cd2f9deb030510fed43cc1a7b1ac558580c344df", + "prepared_review_unit_hash": "b4eee857f1d04f5d74f07d125298c929bdfffe5fb62c5058cef57dac547049e0", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36697, - "estimated_input_tokens": 9175, - "estimated_eval_tokens": 18606 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35959, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: several unrelated import/config/regression issues plus a few loosely similar model-loading bugs. No soft pair looks like the same underlying bug/change, so none are accepted as duplicates.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 43643 is the broadest representative of the cluster\u2019s config/loading regression theme, but it is still not a duplicate of the other items.", + "summary": "The set is largely heterogeneous and does not contain clear duplicate pairs; most candidates only share a broad subsystem or theme rather than the same underlying bug. The strongest standalone issue in the cluster is the open multimodal chat-template bug.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the clearest high-signal report: open, well-discussed, and specific about a reproducible multimodal `apply_chat_template` failure with broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": "43643 is the best single issue anchor because it is concrete, well-scoped, and closest to the recurring config/serialization-loading failures in this set.", + "best_issue_reason": "issue:44521 is the best representative issue because it is active, clearly described, and has the most evidence of ongoing relevance compared with the more isolated, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime failures, but one is a Python 3.13 import/parsing issue in DebertaV2 while the other is an `s_aux=None` flash-attention crash; different code paths and fixes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal processing, but one is about assistant mask generation in chat templating and the other about video `vision_position_ids` in Qwen2.5-VL; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "These are different Qwen save/merge regressions: one concerns LoRA merge with tied embeddings, the other incorrect visual encoder keys in `save_pretrained`." + }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Different models and failure modes: SwitchTransformers sparse-layer construction vs a Python 3.13 import/parsing error in DebertaV2." + "reason": "Unrelated issues: SwitchTransformers sparse-layer config creation versus a DebertaV2 Python 3.13 import error." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both are runtime/load problems, but one is a Python 3.14 import failure and the other is a backend-missing TensorFlow/tensorboard error; not the same bug." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "Both involve config handling, but one is PatchTSMixer post_init validation and the other is strict loading of granite_speech config; different concrete issues." + "reason": "Both are import/load failures, but the causes differ: Python 3.14 compatibility versus missing TensorFlow backend handling when only tensorboard is installed." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Unrelated: Bamba torch.compile/SDPA failure vs example script failing to load a local dataset." + "reason": "One is a broad Python-version incompatibility claim for Transformers 5.1.0; the other is a model import failure on Python 3.13. Different underlying problems." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Different code paths: missing model_type in config loading vs Fuyu tensor conversion swallowing exceptions." + "reason": "No shared bug: unrecognized model config loading versus a bare `except` swallowing interrupts in Fuyu tensor conversion." }, { - "left": "issue:43761", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Different multimodal models and bugs: CLIPVisionModel hidden_states regression vs Kosmos2.5 OCR index error." + "reason": "Different surfaces and fixes: SDPA/torch.compile behavior in Bamba versus a local dataset loading problem in an example script." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Both concern saved state/config behavior, but one is non-persistent buffers junk in v5 and the other is GPTNeoX rotary_pct reload behavior; not the same bug." + "reason": "Both mention config behavior, but one is about `post_init` allowance in patchtsmixer and the other about strict loading for granite_speech configs; not the same defect." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Same Python-version area, but the root causes differ: v5.1.0 load failure vs an import-time IndentationError in DebertaV2." + "reason": "Distinct issues: junk-filled non-persistent buffers in v5 versus `rotary_pct` not persisting on GPTNeoX config reload." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different subsystems: Qwen3OmniMoe video-processing validation vs serve KV-cache continuation indexing." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "No meaningful overlap; one issue is essentially a placeholder/spam title and the other is a feature-specific audio feature extraction bug." + "reason": "Different bugs: Qwen3OmniMoe video input validation versus KV-cache continuation tensor indexing in the serve API." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Both are generation/model issues, but one is Gemma4 embedding resizing and the other is Whisper empty transcription after align_special_tokens; not the same bug." + "reason": "One is embedding resizing not propagating in gemma4; the other is Whisper generation failing on empty transcription after token alignment." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both mention CI, but the failing behavior is different: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "A flaky GraniteSpeech CI test and a broken auto-mapping reference to removed Sam3LiteText configs are separate CI/config issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "`ADD THE DATA` is a low-information issue and `_torch_extract_fbank_features()` is a specific audio-processing bug; no evidence they are the same." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Different domains: SwitchTransformers config bug vs image-classification example script failing to load a local dataset." + "reason": "Unrelated: SwitchTransformers sparse-layer config bug versus image-classification script dataset loading failure." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both are example-script issues, but one is multi-label classification output logic and the other is local dataset loading; different bugs." + "reason": "Different example-script problems in different tasks: multi-label classification output handling versus local dataset loading for image classification." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Separate regressions: processor/tokenizer image-passing breakage vs Gemma4 token embedding resizing not propagating." + "reason": "No overlap in concrete failure mode: category-count limit error versus Whisper empty-transcription generation failure." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Completely different failures: category cardinality overflow vs Whisper empty-transcription generation." + "reason": "Different regression classes: processor/tokenizer API breakage versus embedding resize not updating tied outputs." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-field problems, but one is default vision/audio config initialization from None and the other is a missing deepstack_visual_indexes field dropped by strict parsing." + "reason": "Both are multimodal config issues, but they concern different models and fields: default vision/audio config initialization versus a missing `deepstack_visual_indexes` field." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import/export problems, but they are for different symbols and paths: Qwen2_5_VLImageProcessor submodule import vs top-level AutoImageProcessor import." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Different issues: a missing import from image_utils vs Qwen3.5 chat runtime crash." + "reason": "Both are import errors, but they involve different symbols and modules (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`); no shared underlying bug is evident." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Different generation bugs: inconsistent compiled-forward chunked generation vs a stale warning for num_return_sequences." + "reason": "Generation-related, but one is inconsistent outputs under compiled forward and the other is a stale warning in paged generate; different issues and fixes." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Different model/regression targets: tied lm_head weights in Mistral3ForConditionalGeneration vs incorrect Qwen3.5 save_pretrained checkpoint output." + "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Different code paths: LayoutLMv2Tokenizer NER/padding crash vs transformers serve KV-cache continuation indexing crash." + "reason": "Tokenizer padding/NER crashes and serve KV-cache indexing are unrelated." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Different problems entirely: serve tensor indexing vs trust_remote_code cache-path collisions." + "reason": "Both touch model weights, but one is untied `lm_head` in Mistral3 and the other is incorrect `save_pretrained` checkpoints for Qwen3.5; not the same code path." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Related to flex_attention, but one is a compiled runtime failure on torch>=2.9 and the other is a version-check/import gating bug; not the same bug." + "reason": "Both are in flex_attention, but one is a compiled runtime failure on torch>=2.9 and the other is a wrong version check for AuxRequest import; separate bugs." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Unrelated model bugs: siglip2 zero probabilities vs Sam3PixelDecoder dummy Conv2d behavior." + "reason": "Unrelated model-specific issues: zero probabilities in SigLIP2 versus a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code problems: removed helper function breaking remote models versus cache-path collisions for local models." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of tied `lm_head.weight` depends on device versus GPTNeoX config reload losing `rotary_pct`; not the same defect." } ] }, @@ -9520,8 +9589,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ + "issue:36246", + "issue:38617", "issue:41950", "issue:42175", "issue:42907", @@ -9530,14 +9601,11 @@ "issue:43381", "issue:43388", "issue:43441", - "issue:43479", - "issue:43525", "issue:43526", "issue:43531", - "issue:43577", + "issue:43643", "issue:43673", "issue:43688", - "issue:43824", "issue:43827", "issue:43854", "issue:43901", @@ -9548,13 +9616,14 @@ "issue:44112", "issue:44220", "issue:44242", + "issue:44246", "issue:44279", "issue:44336", "issue:44351", "issue:44368", "issue:44496", - "issue:44933", "issue:44964", + "issue:45003", "issue:45020", "issue:45042", "issue:45200", @@ -9572,18 +9641,21 @@ "issue:45759" ], "soft_pairs": [ + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:43643|issue:44496", "issue:45406|issue:45632", "issue:45563|issue:45584", "issue:41950|issue:44016", - "issue:44964|issue:45600", "issue:43388|issue:43688", + "issue:44964|issue:45600", "issue:42907|issue:43441", "issue:44112|issue:44964", "issue:43295|issue:45335", "issue:43854|issue:44964", - "issue:44016|issue:44220", - "issue:43673|issue:44336", "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:44016|issue:44220", "issue:43299|issue:45216", "issue:43531|issue:45600", "issue:43526|issue:43901", @@ -9599,225 +9671,222 @@ "issue:44016|issue:44062", "issue:43388|issue:43827", "issue:41950|issue:45020", - "issue:43976|issue:45405", - "issue:43577|issue:45216", - "issue:43479|issue:43525", - "issue:43824|issue:44933" + "issue:43976|issue:45405" ], - "prepared_review_unit_hash": "72b52a4670ebfd826be10249859445674f1bccc6d04598e5e66344d336c0e074", + "prepared_review_unit_hash": "32fcb3b48dcc839df931b16c2162da34fd1690627e0c53d26e65bd85aea8f989", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36992, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated Transformers regressions spanning model loading, processor/config handling, docs, and training/runtime behavior. No soft pair looks like the same underlying bug or change.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45278 is the broadest open regression report in the set and best serves as an umbrella representative for the cluster\u2019s general post-upgrade import/load breakage theme.", + "summary": "No strong duplicate cluster emerged. The items span distinct regressions across imports, model loading/saving, pipelines, generation, training, and docs. I rejected all soft pairs because they do not appear to be the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it describes multiple import errors after upgrading to 5.5.0, which is the closest match to the repeated import/load-regression theme across several items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest cluster anchor: open, generic, and closer to the repeated import/error reports than the more model-specific bugs.", + "best_issue_reason": "issue:45278 is the best representative issue because it is open, broad, and phrased as a general post-upgrade failure rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "One is an intermittent import-performance complaint; the other is a specific sys.modules safety issue in modeling_utils. Different bugs and different symptoms." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different modules. No evidence they stem from the same regression." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is about trust_remote_code returning incomplete config fields; the other is an unrecognized model because config.json lacks model_type. Related area, but not the same bug." + }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Different failures: Gemma4Processor missing _tokenizer vs trust_remote_code cache-path collision." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to cache-path collisions for local trust_remote_code models." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning about num_return_sequences is unrelated to Whisper failing on empty transcription after align_special_tokens." + "reason": "Different generation bugs: stale num_return_sequences warning vs Whisper empty-transcription failure after token alignment." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup is unrelated to a notebook syntax error." + "reason": "Video-classification pipeline lookup bug and a notebook syntax error are unrelated." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Phi-4 multimodal loading is a different bug than auto_mappings referencing removed Sam3LiteText configs." + "reason": "Gather-for-metrics label truncation and auxiliary-loss normalization are separate training/eval issues." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Batch label dropping in gather_for_metrics is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + "reason": "Both touch model loading/mappings, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references. Different code paths." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Dequantized save failure for Ministrals/Devstrals is not the same as FlashAttention loading failure for Ministral-3." + "reason": "Same model family, but one concerns saving dequantized Ministral/Devstral models and the other FlashAttention load/runtime failure. Not the same bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A stale GraniteSpeech CI test is unrelated to Phi-4 multimodal model loading." + "reason": "A CI test/device override failure in GraniteSpeech is unrelated to loading Phi-4 multimodal models." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "processor.tokenizer / image passing regression is not the same as t5gemma embedding resize not propagating to decoder.embed_tokens." + "reason": "Processor/tokenizer regression in custom multimodal code is unrelated to t5gemma embedding resize behavior." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure is a different model/config issue than Phi-4 multimodal loading." + "reason": "Different model-specific load failures with no shared concrete bug." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features() bug are unrelated." + "reason": "Missing model_type in config is unrelated to PIL image processors requiring torchvision." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to ANSI codes in loading_report." + "reason": "Generation cache missing and stray ANSI codes in loading_report are unrelated." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Unrecognized model/config handling is unrelated to PIL image processors unnecessarily requiring torchvision." + "reason": "Notebook syntax error and _torch_extract_fbank_features() bug are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL model loading failure and Qwen3.5 save_pretrained regression are different code paths." + "reason": "Both involve Qwen 3.x multimodal regressions, but one is a load failure and the other is an incorrect save_pretrained checkpoint layout. Different bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale Sam3LiteText auto_mappings references." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + "reason": "BEiT label reduction bug and text-classification docs mismatch are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Backend packaging dependency omission is too broad and different from a generic transformers dependency issue." + "reason": "Packaging/backend extra omission and a generic dependency issue are too vague and not the same concrete problem." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation in t5gemma is unrelated to Whisper empty-transcription generation failure." + "reason": "Different model/generation bugs with no shared code path." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD args not being used is unrelated to a tie_word_embeddings warning in Qwen3.5." + "reason": "Optimizer argument handling and a Qwen tie_word_embeddings warning are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different bugs." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both touch Qwen3.5, but one is a loading bug and the other is a save_pretrained key regression; not the same fix." + "reason": "Both are Qwen multimodal regressions, but one is model loading and the other is incorrect visual-encoder key saving. Not the same underlying change." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A docs mismatch about return_all_scores is unrelated to unrecognized model config loading." + "reason": "Docs mismatch for return_all_scores is unrelated to model config import/load failure." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model/config errors are not the same as AutoModelForCausalLM.from_config failing to unwrap text_config for composite multimodal configs." + "reason": "Missing model_type for an unrecognized model is not the same bug as AutoModelForCausalLM failing to unwrap text_config for composite multimodal configs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache export is a specific import bug, while 45278 is a broad report of many import errors; not the same root cause." + "reason": "A specific HybridCache import error may be one example of import breakage, but 45278 is only a broad umbrella report; there is not enough evidence they are the same concrete bug." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router-logit auxiliary-loss behavior is unrelated to mm_token_type_ids defaults in Gemma 4." + "reason": "Missing load-balancing loss when router logits are off and Gemma 4 mm_token_type_ids defaults are different issues." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument TypeError are unrelated." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { "left": "issue:43388", "right": "issue:43827", "accept": false, - "reason": "Metric label truncation is unrelated to docs still mentioning pipeline()." + "reason": "Evaluation batching bug and outdated docs about pipeline() are unrelated." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Image-processor lookup in video classification is not the same as the broad remote_code breakage report." + "reason": "Video-classification pipeline image-processor lookup and remote_code breakages are different problems." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and unreleased MIN_PEFT_VERSION are unrelated packaging/versioning issues." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint save regression are different model-specific bugs." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Default multimodal config initialization is unrelated to Llama4Config missing pad_token_id." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Missing Qwen2_5_VL import and a nonexistent image_utils import are different import/export issues." + "reason": "Python-version compatibility and an unreleased PEFT version bump are unrelated." } ] }, @@ -9839,7 +9908,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:32090", "issue:35141", @@ -9853,14 +9922,15 @@ "issue:43317", "issue:43441", "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", "issue:43650", - "issue:43653", "issue:43723", - "issue:43784", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", - "issue:44016", "issue:44162", "issue:44261", "issue:44263", @@ -9871,26 +9941,28 @@ "issue:44521", "issue:44617", "issue:44623", - "issue:44671", "issue:44683", - "issue:44749", "issue:44779", "issue:44898", + "issue:44933", "issue:44987", "issue:45081", + "issue:45216", "issue:45276", "issue:45290", "issue:45325", "issue:45397", "issue:45405", "issue:45542", - "issue:45593", "issue:45600", "issue:45712", "issue:45823", "issue:45834" ], "soft_pairs": [ + "issue:43824|issue:44933", + "issue:43577|issue:45216", + "issue:43479|issue:43525", "issue:41950|issue:45823", "issue:44683|issue:45542", "issue:43299|issue:43854", @@ -9898,245 +9970,228 @@ "issue:38175|issue:44617", "issue:39692|issue:43901", "issue:32090|issue:35141", - "issue:41950|issue:43650", - "issue:43295|issue:44779", - "issue:44462|issue:45081", "issue:44297|issue:44462", + "issue:44462|issue:45081", + "issue:43295|issue:44779", + "issue:41950|issue:43650", "issue:43976|issue:44279", - "issue:45600|issue:45712", "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:44462|issue:44779", "issue:44521|issue:45325", "issue:43441|issue:45834", - "issue:44462|issue:44779", "issue:43450|issue:44279", "issue:42994|issue:43317", "issue:44261|issue:44263", - "issue:44466|issue:45276", "issue:43065|issue:44898", - "issue:43441|issue:44683", + "issue:44466|issue:45276", "issue:43650|issue:45290", + "issue:43441|issue:44683", "issue:43723|issue:44162", - "issue:44623|issue:44749", - "issue:43653|issue:45593", - "issue:44623|issue:45397", - "issue:44671|issue:44779", - "issue:43784|issue:45542", - "issue:44016|issue:45823" + "issue:44623|issue:45397" ], - "prepared_review_unit_hash": "dea1b6d1ffcf15dce0bf29c24243a125d7c563f957024d87ba1fc4162f977c2e", + "prepared_review_unit_hash": "eff1888d36629e23529edd02b67a235bc71c1ccb5ec16709b776c0bbcc6e44a6", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36943, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "soft_pair_count": 29, + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster: mostly tokenizer/processor/model-loading regressions in Transformers v5, plus several unrelated vision, quantization, video, and runtime issues. None of the listed soft pairs look like true duplicates or the same code change, so all soft edges should be rejected. No PRs are present.", - "confidence": 0.55, - "canonical_issue_reason": "issue:44462 is the clearest representative of the tokenizer-loading regression subset: it describes a concrete AutoTokenizer v5 failure with repository-provided tokenizer.json and broad user impact.", + "summary": "These are mostly unrelated issues; the soft pairs are only superficially similar and do not look like the same underlying bug/change. I would not deduplicate any of the proposed pairs.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because this set does not form one coherent duplicate cluster; the proposed pairs span different models, subsystems, and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "Best overall issue candidate because it is specific, reproducible, and broad enough to anchor the tokenizer-loading subgroup, even though the overall cluster is not a tight duplicate set.", + "best_issue_reason": "No global best issue for dedupe triage here: the items are heterogeneous, and none of the soft pairs is a convincing duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and modules; no shared code path is evident." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different bugs: BLIP2 dtype handling vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config objects, but one is multimodal default config initialization and the other is a missing pad_token_id attribute." + }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different bugs: video-classification processor lookup vs Gemma4 PLE device-mismatch during forward." + "reason": "Different pipelines and failures: video-classification processor lookup vs Gemma4 device placement in forward." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Unrelated failures: compiled flex_attention on torch>=2.9 vs tensorboard/TensorFlow backend installation issue." + "reason": "Unrelated failures: torch 2.9 flex_attention compilation vs a TensorBoard/TensorFlow backend dependency issue." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading problems, but for different models and different failure modes." + "reason": "Both are model loading problems, but they affect different model families and failure mechanisms." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency/version complaints, but one is a generic transformers dependency issue and the other is a PEFT minimum-version bump." + "reason": "Too generic to merge: one is a vague dependency complaint, the other is a specific PEFT minimum-version bump issue." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Different model/runtime symptoms: SIGLIP2 zero probabilities vs Sam3Video CUDA OOM." + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs Sam3Video CUDA out-of-memory." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Documentation/example errors versus a pipeline docs behavior mismatch; not the same bug." + "reason": "Both are docs-related, but they are about different APIs and different kinds of documentation drift." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Training GPU broadcast TypeError is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Trainer GPU broadcast NoneType error is unrelated to the embedding reinitialization bug in post_init." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizers, but one is save_pretrained metadata mismatch and the other is AutoTokenizer loading behavior." + }, + { + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Video-classification processor bug is unrelated to a placeholder issue title with no technical overlap." + "reason": "Different tokenizer-loading failures with different root causes: repository tokenizer.json lookup vs Mistral regex patch crash." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions: processor.tokenizer/image handling vs Deepseek tokenizer output correctness." + "reason": "Different regressions in different model stacks: processor/tokenizer API breakage vs Deepseek tokenizer output changes." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash." + "reason": "No overlap beyond being unrelated issues; one is a pipeline bug, the other is a placeholder 'ADD THE DATA' report." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Serialization mismatch in tokenizer_config.json is a different path from AutoTokenizer ignoring tokenizer.json." + "reason": "A Python version compatibility issue is not the same as a generic dependency complaint." }, { "left": "issue:43976", - "right": "issue:44279", + "right": "issue:44987", "accept": false, - "reason": "Python version support issue vs generic dependency issue; not the same underlying bug." + "reason": "Both mention loading problems, but one is environment/Python compatibility and the other is a model-specific load failure." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo maintenance/CI-adjacent, but one is auto_mappings references and the other is dummy_pt_objects cleanup." + "reason": "Both are CI/repo hygiene issues, but they concern different files and different failure classes." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44462", + "right": "issue:44779", "accept": false, - "reason": "Different version breakages affecting different model loads; no shared code-path evidence." + "reason": "Both are tokenizer-related, but one is repo file selection and the other is tokenization correctness for Deepseek." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "apply_chat_template assistant mask bug is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Both involve multimodal templates/positioning, but the concrete bugs are different: assistant masks vs video temporal position ids." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 OCR index error." - }, - { - "left": "issue:44462", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer-related, but one is repository tokenizer loading and the other is incorrect Deepseek tokenization results." + "reason": "Completely different problems: FlashAttention failure on Ministral-3 vs OCR index error in Kosmos2.5." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batched-shape bug is unrelated to a generic dependency issue." + "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure is a different problem from dequantized model loading with device_map=auto." + "reason": "Saving quantized models and loading dequantized models with offload are different code paths and failures." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Precision/error discussion for MLA q_a_layernorm is unrelated to torch.split return values in GlmMoeDsaIndexer." - }, - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "Both concern resizing/tied weights behavior, but one is serialization of lm_head.weight and the other is Gemma4 embed/output modules not updating." + "reason": "Different GLM components: MLA q_a_layernorm config precision issue vs torch.split return handling in a DSA indexer." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default resolution failure are different model-specific bugs." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "Different attention-path failures: Ministral-3 FlashAttention vs compiled flex_attention on newer torch." - }, - { - "left": "issue:43650", - "right": "issue:45290", - "accept": false, - "reason": "Placeholder issue title is unrelated to apply_chat_template crashing on tool-call assistant messages." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Tokenizer loading regression in v5 is unrelated to the ESM2 model breakage." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to a Chinese report about slower filtering after upgrade." + "reason": "Both touch vision models, but one is a dummy Conv2d cleanup and the other is a Perceiver resolution bug." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Both mention embeddings/serialization, but one is device-dependent lm_head.weight serialization and the other is Gemma4 resize_token_embeddings behavior." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43650", + "right": "issue:45290", "accept": false, - "reason": "Both mention saving/loading-ish flows, but one is processor saving and the other is Gemma-4 zero3 from_pretrained." + "reason": "'ADD THE DATA' is not a substantive bug report and does not match the chat-template tool-call crash." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "CamemBERT masked LM prediction regression is not the same as Deepseek tokenizer output regression." + "reason": "Different attention-related failures, but not the same issue: model-specific FlashAttention regression vs compiled flex_attention on newer torch." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Missing nn import in sentence-transformers is unrelated to the TensorFlow backend/tensorboard installation issue." + "reason": "Both are loading-related, but one is an AutoTokenizer v5 issue and the other is an ESM2 model breakage affecting workflows." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + "reason": "Processor save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained behavior." } ] }, @@ -10158,15 +10213,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:16998", "issue:22355", - "issue:36246", "issue:41628", "issue:41950", "issue:42491", - "issue:42757", "issue:43122", "issue:43262", "issue:43299", @@ -10175,9 +10228,10 @@ "issue:43525", "issue:43643", "issue:43650", + "issue:43653", "issue:43673", "issue:43761", - "issue:43824", + "issue:43784", "issue:43881", "issue:43901", "issue:43976", @@ -10191,36 +10245,41 @@ "issue:44295", "issue:44297", "issue:44336", - "issue:44351", "issue:44361", "issue:44373", - "issue:44485", "issue:44496", "issue:44521", - "issue:44561", "issue:44589", "issue:44617", - "issue:44871", - "issue:44964", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", "issue:44987", "issue:45250", "issue:45362", "issue:45397", "issue:45542", - "issue:45593" + "issue:45593", + "issue:45823" ], "soft_pairs": [ - "issue:44361|issue:45593", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:44016|issue:45823", + "issue:43784|issue:45542", + "issue:44671|issue:44779", "issue:44987|issue:45542", + "issue:44361|issue:45593", "issue:43901|issue:43994", "issue:43122|issue:43650", "issue:44016|issue:44291", "issue:43262|issue:44521", + "issue:43525|issue:43881", "issue:43673|issue:43761", "issue:44188|issue:44336", - "issue:43525|issue:43881", - "issue:43525|issue:43643", "issue:44297|issue:45397", + "issue:43525|issue:43643", "issue:43450|issue:44617", "issue:42491|issue:43299", "issue:44589|issue:45362", @@ -10228,227 +10287,208 @@ "issue:43901|issue:44246", "issue:44336|issue:44373", "issue:44242|issue:45593", - "issue:16998|issue:22355", "issue:43352|issue:45250", + "issue:16998|issue:22355", "issue:44295|issue:45397", "issue:44246|issue:44496", - "issue:41950|issue:44220", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:44336|issue:44485", - "issue:43673|issue:44561", - "issue:43824|issue:43976", - "issue:43976|issue:44964", - "issue:44246|issue:44871" + "issue:41950|issue:44220" ], - "prepared_review_unit_hash": "b7d8353c3fc15026bda0ec89449862d647de1f74630d7e3d9fc27b30743de44b", + "prepared_review_unit_hash": "f449d541e497c7b30307b5f941d4f280b4c295c274c133e68920bfdb69664380", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36378, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35151, + "estimated_input_tokens": 8788, + "estimated_eval_tokens": 17832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: mostly unrelated import/model-loading regressions plus a few docs/perf/UI issues. None of the soft edges is strong enough to merge, so there is no reliable duplicate cluster here.", - "confidence": 0.81, - "canonical_issue_reason": "No single issue cleanly subsumes the set; if one representative is needed, 44521 is the strongest standalone bug report because it is concrete, reproducible, and has the most discussion/inbound references among the active issues.", + "summary": "The cluster is heterogeneous: it spans unrelated bugs in tokenizers, model loading, processors, docs, and CI. None of the soft pairs look like true duplicates; they are at best broad theme neighbors. For a single representative issue, the best fit is the open, detailed multimodal processor bug (#44521), but there is no strong canonical duplicate hub here.", + "confidence": 0.94, + "canonical_issue_reason": "#44521 is the most active and detailed issue in the set, with multiple inbound references and a concrete reproducible processor/chat-template bug; it is the closest thing to a cluster anchor, though the cluster overall is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the best overall issue candidate: it has a clear failure mode, active discussion, and enough traction to serve as a representative bug report, even though it does not duplicate the others.", + "best_issue_reason": "#44521 is the strongest issue candidate overall because it is open, specific, actionable, and sits in a theme that overlaps several other processor-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44361", + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Both mention processor/filtering performance, but one is a missing-file save_pretrained bug and the other is a slowdown regression; different symptoms and likely different code paths." + }, + { + "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Different bugs: MLukeTokenizer task-time AttributeError vs D-FINE missing auxiliary losses when denoising is off." + "reason": "Both involve auxiliary/special handling around model outputs, but one is a tokenizer special-token decode bug and the other is missing auxiliary losses when denoising is off; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax/docs issue versus Gemma4 device-map forward device mismatch; unrelated problems." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration versus TensorBoard/TensorFlow backend detection; different modules and failure modes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions affecting model behavior, but one is masked LM prediction drift and the other is Deepseek tokenizer output corruption; not the same concrete change." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Unrelated failures: a transformers>=5.1.0 model-loading regression vs a TensorFlow backend/import issue." + "reason": "Model loading failure for a specific repo versus missing TensorFlow backend handling; no shared underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer task AttributeError versus missing aux losses in D-FINE; different tokenizer/model subsystems." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 nonsensical outputs." + "reason": "Docs mismatch for text-classification pipeline versus nonsensical SigLIP model outputs; one is documentation, the other is model behavior." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenization regression and a vague unrelated report; no shared code-path bug." + "reason": "Tokenization differences across versions versus a vague non-technical issue title; no meaningful evidence of the same bug." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + "reason": "Notebook syntax error versus init_empty_weights TypeError during model loading; unrelated." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both mention apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant_mask generation; different bugs." + "reason": "Both involve processors/chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different functionality and fixes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different config-field load failures for different models; similar class of error, not the same underlying model-specific issue." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache regression and CLIP hidden_states regression are different model/code paths." + "reason": "Cache-related generation issue versus CLIPVision hidden_states regression; separate code paths." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Torch.compile attention branching bug vs ANSI codes in loading_report; unrelated." + "reason": "torch.compile attention-kernel branching bug versus ANSI codes in loading report; no overlap beyond both being utility/regression reports." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Both are model-loading errors, but they affect different models and have different failure causes." + "reason": "Tokenizer class mismatch on save_pretrained versus Gemma-4 zero3 from_pretrained; different serialization/loading issues." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is not the same as trust_remote_code returning missing fields." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained loading failure." + "reason": "Both are configuration/loading problems, but one is a missing pad_token_id on a config class and the other is trust_remote_code dropping fields; distinct bugs." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Batched video processor shape bug and CUDA OOM are not the same underlying problem." + "reason": "Video processor batch shape bug versus Sam3Video OOM; one is a shape correctness issue, the other is memory usage." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3/MoE and v5-era breakage, but one is LoRA compatibility and the other is base Qwen3VL model loading; not clearly the same fixable bug." + "reason": "Both concern Qwen3 MoE models across versions, but one is LoRA compatibility on hf4.x/hf5.x and the other is base model loading failure in v5.0.0.dev0; not enough to treat as the same bug." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage import error and Qwen3.5-35B chat crash are unrelated." + "reason": "Storage deserialization error for Float8 tensors versus Qwen3.5 chat crash; unrelated failures." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import error and Python-version compatibility regression are different issues." + "reason": "Import error for AutoImageProcessor versus Python version incompatibility in Transformers 5.1.0; separate release/packaging issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch vs import-time slowness; no overlap beyond being transformers issues." + "reason": "Pipeline docs mismatch versus import latency regression; different concerns and fixes." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI output in loading_report and a wrong docstring are unrelated." + "reason": "ANSI escape codes in a loading report versus a wrong docstring for position_ids; both doc-like issues, but not the same artifact or defect." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention losses, but load-balancing loss in MoE and D-FINE auxiliary losses are distinct mechanisms." + "reason": "Load-balancing loss omission in MoE versus D-FINE auxiliary-loss omission; superficially similar, but they affect different models and loss computations." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." + "reason": "Nemotron-specific Flash Attention 2 unsupported error versus a generic Flash Attention 2 issue title; too vague to call duplicates." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "45250 is too generic to be the same concrete bug as NemotronH not supporting Flash Attention 2.0 yet." + "reason": "Model_max_length question for DeBERTa-V3 versus missing transformers.onnx module; unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading a buffered position_ids tensor and gemma-4 zero3 loading are unrelated." + "reason": "position_ids buffer access bug versus Gemma-4 zero3 loading issue; different runtime paths." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and an unrecognized model/config error are different problems." + "reason": "Import slowness regression versus unrecognized model/config.json issue; no same code-path evidence." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification looking for image processors and audio fbank extraction are different code paths." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Different missing imports from different packages; same symptom class, not the same bug." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different export fixes." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "Terminal ANSI output bug and GLM-5 RoPE discussion are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Generation cache issue and removal of is_torch_fx_available are different regression sources." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Qwen2.5-VL import error and Python-version support regression are not the same issue." - }, - { - "left": "issue:43976", - "right": "issue:44964", - "accept": false, - "reason": "Broad packaging/version-compatibility failure vs a specific model-loading problem; different scope and fix." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowness and eos_token_id config inconsistency are unrelated." + "reason": "Video-classification pipeline using image processors versus _torch_extract_fbank_features() bug; both are media-preprocessing related at a high level, but not the same issue." } ] }, @@ -10470,9 +10510,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:36246", + "issue:42757", "issue:42886", "issue:43065", "issue:43232", @@ -10483,23 +10524,26 @@ "issue:43526", "issue:43540", "issue:43596", - "issue:43653", + "issue:43673", + "issue:43824", "issue:43901", - "issue:44060", - "issue:44077", + "issue:43976", "issue:44162", "issue:44242", "issue:44246", "issue:44295", "issue:44336", - "issue:44368", + "issue:44351", "issue:44466", + "issue:44485", "issue:44496", + "issue:44561", "issue:44749", "issue:44779", "issue:44857", + "issue:44871", "issue:44877", - "issue:44977", + "issue:44964", "issue:44987", "issue:44995", "issue:45003", @@ -10510,249 +10554,253 @@ "issue:45335", "issue:45362", "issue:45375", - "issue:45397", "issue:45459", "issue:45561", "issue:45563", "issue:45584", - "issue:45588", - "issue:45656", "issue:45701", "issue:45759" ], "soft_pairs": [ + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", "issue:44242|issue:44857", + "issue:44246|issue:44871", "issue:45362|issue:45375", "issue:44162|issue:45200", - "issue:44779|issue:45292", "issue:44295|issue:44749", "issue:44877|issue:45375", + "issue:44779|issue:45292", "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:45561|issue:45563", - "issue:43901|issue:45003", "issue:44987|issue:45459", - "issue:45375|issue:45759", - "issue:43232|issue:44336", + "issue:43901|issue:45003", "issue:36246|issue:43596", + "issue:43232|issue:44336", + "issue:45375|issue:45759", "issue:43526|issue:45003", - "issue:44496|issue:45003", - "issue:43257|issue:45137", "issue:43065|issue:43408", + "issue:44496|issue:45003", "issue:44995|issue:45200", + "issue:43257|issue:45137", "issue:43262|issue:44246", - "issue:42886|issue:45229", "issue:43475|issue:43540", - "issue:44466|issue:45335", - "issue:44995|issue:45588", - "issue:43653|issue:44162", - "issue:44368|issue:44977", - "issue:44368|issue:45563", - "issue:45397|issue:45656", - "issue:44060|issue:44077" + "issue:42886|issue:45229", + "issue:44466|issue:45335" ], - "prepared_review_unit_hash": "f78480df2eb971d0dd7e3f6ff3e0bffd1f0070bc89c79e2362119cb9dd08cce3", + "prepared_review_unit_hash": "fe56816867694ea5634b4be2dcbd3aadd605d122cc52f2668ea357f26b79b432", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35948, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36708, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: several issues are superficially similar around configs, embeddings, tokenizers, and generation, but they do not describe the same underlying bug. No soft duplicate pair is convincing enough to merge.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45292 is the clearest concrete bug report in the set for a model-agnostic embedding-resize failure, and it best serves as an anchor for the smaller related resize/embed reports.", + "summary": "Loose cluster of mostly unrelated Transformers v5 regressions (imports, model loading, config handling, generation, and model-specific bugs). None of the soft pairs are strong enough to treat as duplicates, so no pair is accepted.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45003 is the most cross-cutting and infrastructure-oriented report in the set, centered on core loading/import behavior rather than a single model family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best overall issue to represent the cluster because it describes a specific, reproducible code-path problem with broad applicability, unlike the many model-specific or orthogonal reports here.", + "best_issue_reason": "issue:45003 is the best representative of the cluster because it points to a broader core regression with wider impact than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Different bugs: MoE load-balancing loss gating vs AMP/CUDA loss crash." + "reason": "Both are import errors, but one is Qwen2.5 VL image processor export and the other is a missing huggingface_hub symbol; different underlying failures." }, { - "left": "issue:45362", - "right": "issue:45375", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Both involve Qwen models, but one is a chat-generation crash and the other is a config field being dropped; not the same fix." + "reason": "Different missing names from different modules/classes; no shared code-path beyond generic import failure." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "ESM2 breakage and Gemma mm_token_type_ids defaulting are unrelated model families and code paths." + "reason": "ANSI color leakage in loading_report and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Tokenizer correctness regression vs embedding-resize propagation bug; different subsystems." + "reason": "Both touch generation/runtime behavior, but one is cache handling in chunked prefill and the other is a v5 API removal breaking trust_remote_code models; not the same bug." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Position_ids buffer access error is unrelated to the transformers upgrade performance slowdown." + "reason": "Qwen2.5 VL import failure versus Python 3.9+/3.10+ compatibility breakage; different issues." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Both are strict-config complaints, but they concern different model configs and different missing fields." + "reason": "Interpreter-version support problem and a specific multimodal model loading failure are not the same underlying defect." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Resize-token-embeddings/output-head mismatch is unrelated to Whisper's empty-transcription failure after align_special_tokens." + "reason": "Load-balancing loss omission and AMP/CUDA crash in another loss class are distinct training bugs." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Embedding resize propagation and version-dependent tokenization are different problems." + "reason": "Import slowness and Gemma eos_token_id config mismatch are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:45362", + "right": "issue:45375", "accept": false, - "reason": "pytest-xdist file race vs a stale generation warning; no shared failure mode." + "reason": "Both mention Qwen, but one is chat runtime failure and the other is a missing config field; different code paths and symptoms." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Docs mismatch about return_all_scores vs unsafe sys.modules access in modeling_utils." + "reason": "ESM2 model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Loading a package under transformers>=5.1.0 and protobuf decode error handling are different tokenizer-loading issues." + "reason": "Position_ids buffer access error and post-upgrade tokenization slowdown are different problems." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing config field and the other is from_config not unwrapping text_config." + "reason": "Strict config rejection for granite_speech is a different model/config issue than the Qwen3_5MoeVisionConfig field loss." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Generation kwargs sync_gpus bug and ANSI-code logging output are unrelated." + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are separate behaviors." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure do not share a concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "ImportError for a missing processor export is unrelated to the DeepSpeed/BertModel index error." + "reason": "A resizing/tying bug and a broad tokenization-version change are not the same issue." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Beit label reduction bug and sys.modules access bug do not share the same code path." + "reason": "Test xdist race on captured_info.txt and a stale warning in paged generate() are unrelated." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Unrecognized-model config loading failure is unrelated to sys.modules indexing in modeling_utils." + "reason": "Model loading failure for a specific repo and tokenizer error masking from missing protobuf are different bugs." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Qwen3 MoE weight-conversion under accelerate+deepspeed and ZeRO3 deque underflow are different distributed-loading failures." + "reason": "Docs mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue and sam3_video/sam3_tracker warning are different SAM3 model problems." + "reason": "Qwen2.5 VL import error and DeepSpeed ZeRO3/BertModel index error are entirely different failure modes." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "Generation kwargs update after sync_gpus and ANSI output formatting in loading_report are unrelated." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and import-time slowness are not the same bug." + "reason": "Missing Qwen3_5MoeVisionConfig field and failure to unwrap text_config in composite configs are both Qwen multimodal, but they are distinct config-handling bugs." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Offline tokenizer cache loading failure and Gemma multi-GPU OOM are unrelated." + "reason": "BEiT label reduction bug and sys.modules access bug are not the same underlying problem." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "SAM3 vision encoder missing attribute vs Qwen3OmniMoe video-input ValueError; different failures." + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type warning; different defects." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Tied-weights serialization inconsistency and resize_token_embeddings not updating decoder.embed_tokens are related by theme but not the same concrete bug." + "reason": "Unrecognized model/config loading for a specific repo is not the same as unsafe sys.modules access." }, { "left": "issue:44995", - "right": "issue:45588", + "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache and flash_attention s_aux=None crash are different runtime errors." + "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type defaults are unrelated." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is ZeRO3 deque underflow; not the same bug." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Tie-word-embeddings warning in Qwen3.5 and flash-attention generation failure are distinct issues." + "reason": "Audio processor sampling-rate defaulting and import slowness are unrelated." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Qwen tied-weights warning and stale num_return_sequences warning are unrelated generation issues." + "reason": "SAM3 vision encoder missing field and Qwen3OmniMoe video-input ValueError are different model-specific issues." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Gemma zero3 from_pretrained and double optimizer.step under deepspeed are different distributed-training bugs." + "reason": "Offline cache loading for tokenizers and Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init support are not the same underlying change." + "reason": "Serialization inconsistency of tied weights and resize_token_embeddings not propagating to decoder.embed_tokens are different embedding/weight-handling bugs." } ] }, @@ -10774,14 +10822,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:28282", "issue:30990", "issue:41628", "issue:42371", - "issue:42673", - "issue:42831", "issue:42994", "issue:43232", "issue:43452", @@ -10790,23 +10836,24 @@ "issue:43525", "issue:43643", "issue:43646", + "issue:43653", "issue:43673", - "issue:43704", "issue:43827", "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44222", "issue:44297", - "issue:44351", "issue:44361", "issue:44368", "issue:44623", - "issue:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44933", + "issue:44977", + "issue:44995", "issue:45003", "issue:45081", "issue:45092", @@ -10821,10 +10868,18 @@ "issue:45459", "issue:45478", "issue:45561", + "issue:45563", + "issue:45588", "issue:45600", "issue:45656" ], "soft_pairs": [ + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:44060|issue:44077", "issue:43673|issue:44734", "issue:45003|issue:45561", "issue:45137|issue:45600", @@ -10840,247 +10895,245 @@ "issue:28282|issue:30990", "issue:44623|issue:45656", "issue:42994|issue:43482", - "issue:43475|issue:43643", "issue:44749|issue:45310", "issue:44749|issue:45656", "issue:42371|issue:45092", + "issue:43475|issue:43643", "issue:43475|issue:45381", "issue:44038|issue:44623", "issue:45230|issue:45397", "issue:41628|issue:44933", "issue:45081|issue:45103", "issue:42994|issue:43525", - "issue:45375|issue:45478", - "issue:42673|issue:43704", - "issue:43475|issue:44661", - "issue:45310|issue:45375", - "issue:42831|issue:44222", - "issue:41628|issue:44351" + "issue:45375|issue:45478" ], - "prepared_review_unit_hash": "216b54cc7c38d55e3bc044214ef41e861aa802f7e6c67ea5894cf81f0f2fad85", + "prepared_review_unit_hash": "7317290e78e7081ee57133e700b3f4691739c5b3eb3cdd33f6ed429d2aed85c8", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36249, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37273, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set. The only clear duplicate cluster is the Qwen3.5-Moe v5 from_pretrained/config regression, centered on the missing-field report; there is also one exact duplicate pair for the Qwen3ForCausalLM VRAM leak.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45375 is the most root-cause-like and central report in the Qwen3.5-Moe cluster: it names the missing `deepstack_visual_indexes` field being dropped by `@strict`, which plausibly explains the related from_pretrained failures.", + "summary": "This is a heterogeneous set of mostly unrelated issue reports, and every soft edge looks like a false positive rather than a true duplicate. No PRs are present, and no merge candidates should be accepted.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45003 is the broadest core-framework bug in the set, but the overall cluster is too heterogeneous to represent a real duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the strongest issue anchor overall because it is specific, technically actionable, and sits at the center of the only credible multi-issue duplicate cluster in this set.", + "best_issue_reason": "issue:45003 is the best single representative because it targets a general runtime bug in core modeling utilities; still, it is not a strong duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: stale cache on second forward vs flash-attention None-aux crash." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer decode bug vs ESM2 model breakage; same broad area only." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warning paths: tied-weights config warning vs paged generate num_return_sequences warning." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a warning about tied embeddings; the other is a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Zero3 from_pretrained loading issue vs optimizer stepping twice under deepspeed; not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning bug vs patchtsmixer post_init policy change; unrelated code paths." + }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/cache failures, but they describe different APIs and failure modes (`chunked_prefill` cache lookup vs `/v1/responses` tensor indexing)." + "reason": "Generation cache issue vs serve KV-cache tensor indexing crash; different concrete defects." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "`sys.modules` access safety and an xdist `captured_info.txt` race are unrelated bugs in different code paths." + "reason": "Unsafe sys.modules access vs xdist file race in testing utils; unrelated failures." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and a removed-Sam3LiteText config reference are unrelated regressions." + "reason": "DeepSpeed deque underflow vs stale auto_mappings config reference; not the same underlying bug." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch is not the same bug as a Qwen3.5 LoRA warning about `tie_word_embeddings`." + "reason": "Shape mismatch loading Qwen3-VL model vs a warning about tied embeddings." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding and Kimi-K2.5 tokenizer codec handling are different tokenizer bugs." + "reason": "Whisper timestamp decode crash vs tokenizer codec/regression handling; different subsystems." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing import from `image_utils` and protobuf-related tokenizer error masking are different failures." + "reason": "Missing import from image_utils vs protobuf-error masking in tokenizers; unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch while the other is processor file omission; not the same concrete bug." + "reason": "Tokenizer save metadata mismatch vs processor save missing files; both save_pretrained, but different objects and failures." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "A broad custom-model init regression and an ESM2-specific break are too different to treat as the same underlying bug." + "reason": "Custom model init regression vs ESM2 broken model behavior; too broad to merge as duplicates." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "`MLukeTokenizer` task-attribute errors and a general slowdown after upgrading Transformers are unrelated." + "reason": "Tokenizer AttributeError on tasks vs generation slowdown after upgrade; different symptoms and code paths." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "These are both generation-related, but one is a post-`sync_gpus` kwargs update issue and the other is a missing generation cache in chunked prefill." + "reason": "sync_gpus generation kwargs bug vs missing cache in v5.0.0; related area but not the same defect." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "A runtime cache bug and docs still mentioning removed `pipeline()` APIs are not the same issue." + "reason": "Generation cache bug vs docs still referencing removed pipeline(); code vs documentation." }, { "left": "issue:43452", "right": "issue:45003", "accept": false, - "reason": "`gguf_file`/from_pretrained loading failure is unrelated to unsafe `sys.modules` access in modeling_utils." + "reason": "gguf_file loader breakage vs unsafe sys.modules access; unrelated mechanisms." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing import errors and Sentence Transformers hanging during load are different problem reports." + "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang; both loading-related only at a very high level." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file output and a deepspeed double-step optimizer bug are unrelated." + "reason": "Processor save files issue vs deepspeed optimizer double-step; unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading under v5 are different IO paths and failure modes." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "SAM 3 video output attribute errors and missing fields from `trust_remote_code=True` config loading are unrelated." + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; opposite directions and different failure modes." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "A performance regression is not the same concrete bug as a Qwen3.5-Moe from_pretrained failure." + "reason": "Data preprocessing slowdown vs Qwen3.5 Moe from_pretrained error; not the same bug." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown and optimizer stepping twice under deepspeed are different issues." + "reason": "Filtering slowdown vs optimizer stepping twice; no shared underlying defect." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings docs are unrelated to old InternVL2 remote-code checkpoints failing meta initialization." + "reason": "TF32 API/settings guidance vs remote-code meta-init incompatibility; unrelated issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 vision field vs trust_remote_code field loss; both missing-fields themed, but different models and causes." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "These are distinct model-specific vision bugs with different missing/incorrect fields." + "reason": "SAM3 video attribute error vs Qwen2.5-VL position-id bug; distinct model families." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe model loading and processor.save_pretrained file omission are unrelated." + "reason": "Qwen3-VL-Moe v5 compatibility issue vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A placeholder bug report is not the same as the Gemma-4 ZeRO3 from_pretrained failure." + "reason": "Generic bug report vs gemma-4 zero3 loading error; no concrete duplicate evidence." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Different import problems: `AutoImageProcessor` missing vs a nonexistent import from `image_utils`." + "reason": "AutoImageProcessor import failure vs nonexistent image_utils import; similar import surface only, not same symbol or fix." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "A Mistral regex/tokenizer backend crash and an auto-docstring annotations crash are unrelated." + "reason": "Mistral regex patch crash vs auto_docstring annotations crash; different decorators and failure points." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and missing `pad_token_id` on Llama4Config are different bugs." + "reason": "Quantized saving failure vs Llama4Config missing pad_token_id; unrelated model/config bugs." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Both describe the same Qwen3.5-Moe v5 regression: a config-field handling problem that surfaces as from_pretrained failure." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact duplicate title and same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." - }, - { - "left": "issue:43475", - "right": "issue:44661", - "accept": false, - "reason": "SAM3 vision output attribute errors and `TOKENIZER_MAPPING_NAMES`-related add-new-model-like failure are unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "Same Qwen3.5-Moe v5 loading regression; 45375 appears to capture the underlying missing-field cause behind the from_pretrained error in 45310." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "FineGrainedFP8 accuracy loss and FP8 moe save_pretrained failure are different bug classes." - }, - { - "left": "issue:41628", - "right": "issue:44351", "accept": false, - "reason": "Different import targets and causes (`AutoImageProcessor` vs `HybridCache`)." + "reason": "Missing config field silently dropped vs Qwen3.5-Moe from_pretrained error; related family only, not same underlying bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays conservative, and the two accepted clusters are well supported by the packet: the Qwen3.5-Moe v5 from_pretrained/config regression centered on issue:45375, and the exact duplicate Qwen3ForCausalLM VRAM-leak pair. The rejected soft pairs are also framed cautiously and do not overclaim duplication." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11095,7 +11148,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:30333", "issue:30990", @@ -11105,12 +11158,15 @@ "issue:41628", "issue:42175", "issue:42222", + "issue:42673", + "issue:42831", "issue:42898", "issue:42994", "issue:43232", "issue:43278", "issue:43377", - "issue:43479", + "issue:43475", + "issue:43704", "issue:43723", "issue:43784", "issue:43824", @@ -11118,18 +11174,16 @@ "issue:43901", "issue:44038", "issue:44060", - "issue:44079", "issue:44188", "issue:44222", "issue:44242", - "issue:44295", + "issue:44351", "issue:44373", - "issue:44448", "issue:44496", "issue:44568", "issue:44623", + "issue:44661", "issue:44734", - "issue:44779", "issue:44792", "issue:44964", "issue:45092", @@ -11139,274 +11193,269 @@ "issue:45200", "issue:45310", "issue:45356", - "issue:45405", + "issue:45375", "issue:45561", "issue:45600", - "issue:45656", "issue:45712", "issue:45812" ], "soft_pairs": [ + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42831|issue:44222", "issue:42222|issue:45200", "issue:44222|issue:45310", "issue:42994|issue:43824", - "issue:43377|issue:44242", - "issue:36010|issue:41628", "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:43377|issue:44242", "issue:44038|issue:45310", "issue:44496|issue:45561", - "issue:44964|issue:45137", "issue:45561|issue:45600", + "issue:44964|issue:45137", "issue:43901|issue:45561", - "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:43232|issue:44792", + "issue:30990|issue:35141", "issue:43232|issue:44188", "issue:42898|issue:45812", "issue:44188|issue:44373", "issue:43784|issue:43824", - "issue:43278|issue:45137", "issue:44623|issue:45310", + "issue:43278|issue:45137", "issue:44734|issue:45103", "issue:30333|issue:33290", "issue:43723|issue:44568", - "issue:44060|issue:45125", "issue:42898|issue:45356", - "issue:43874|issue:45092", - "issue:42898|issue:44779", - "issue:45405|issue:45712", - "issue:42898|issue:44448", - "issue:44188|issue:44964", - "issue:43479|issue:44079", - "issue:44295|issue:45656" + "issue:44060|issue:45125", + "issue:43874|issue:45092" ], - "prepared_review_unit_hash": "fdc3a090b1e51a48529e1ff51ebda9742a0f215b08dcfe4f95bec49c9b290962", + "prepared_review_unit_hash": "2950dc2212edc2a628d59324f2ff3a7cf4408c6e58fd667c3aae26414d833dd7", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37368, - "estimated_input_tokens": 9342, - "estimated_eval_tokens": 18940 + "soft_pair_count": 31, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across tokenizers, multimodal configs, generation, packaging, DeepSpeed, and docs. The soft pairs are mostly superficial keyword matches and should not be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No safe canonical issue: the items do not describe one underlying bug or change, so choosing a single issue as the cluster representative would be misleading.", + "summary": "Mostly heterogeneous issue reports. The only strong duplicate signal is the Qwen3ForCausalLM VRAM leak pair, which matches exactly in title and is a good duplicate candidate, though the evidence here is still limited to the metadata/titles rather than full bodies.", + "confidence": 0.81, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the fuller, more active report in the likely duplicate pair with issue:43704: the titles match exactly and both point to the same Qwen3ForCausalLM VRAM leak scenario.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; even the closest textual matches point to different code paths, models, or failure modes.", + "best_issue_reason": "issue:42673 is the strongest issue candidate overall: it has the clearest duplicate match in the set and enough discussion/references to serve as the canonical landing spot for that likely duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222 - All vitpose model were brokentransformers/models/vitpose_", - "right": "issue:45200 - [Gemma 4] mm_token_type_ids required for text-only fine-tuning - should default to zeros", - "accept": false, - "reason": "Both are multimodal/model issues, but one is a broken VitPose model path and the other is Gemma 4 text-only mm_token_type_ids handling; different bugs and fixes." - }, - { - "left": "issue:44222 - [Bug] FP8 save_pretrained moe", - "right": "issue:45310 - [BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error", - "accept": false, - "reason": "Save-pretrained FP8/MoE serialization is a different failure path from a Qwen3.5 MoE load-time from_pretrained error." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and a strong likely-duplicate signal for the same Qwen3ForCausalLM VRAM leak report, though the available evidence is limited to metadata." }, { - "left": "issue:42994 - quantized model saving failed", - "right": "issue:43824 - ImportError: cannot import name 'Qwen2_5_VLForConditionalGeneration' from 'transformers'", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Quantized save failures and missing class imports are unrelated problems in different subsystems." + "reason": "Different components and symptoms: a SAM 3 vision encoder attribute error versus a tokenizer/model-mapping failure." }, { - "left": "issue:43377 - [BUG] MIMI Encoder produces different outputs for batched vs single inputs due to missing padding mask support", - "right": "issue:44242 - Load balancing loss not added when output_router_logits=False", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "One is an encoder batching/padding-mask correctness bug; the other is MoE loss computation gated by router logits." + "reason": "Both involve Qwen3.5 MoE, but the reported failures differ: from_pretrained loading error versus a missing config field being dropped." }, { - "left": "issue:36010 - ImportError: cannot import name 'GenerationMixin' from 'transformers.generation'", - "right": "issue:41628 - Cannot import name 'AutoImageProcessor' from 'transformers'", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they affect different symbols and likely different export/re-export fixes." + "reason": "Both are import errors, but for different exported symbols and likely different regressions." }, { - "left": "issue:42175 - Tensorflow not include in the backend when using pip install '.[torch]'", - "right": "issue:45712 - Six leftover dummy classes in `dummy_pt_objects.py` fail `check_repo.py` and leak into `dir(transformers)` without torch", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Packaging dependency selection and leftover dummy class cleanup are different repository hygiene issues." + "reason": "Different failure modes: fine-grained FP8 accuracy issues versus FP8 save_pretrained/moe serialization." }, { - "left": "issue:44038 - [bug] transformers 5.0 & Qwen3-VL-Moe", - "right": "issue:45310 - [BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Same broad model family, but different versions/models and different load/runtime failures; too coarse to be one duplicate." + "reason": "Unrelated models and bugs: broken VitPose models versus Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:44496 - ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.", - "right": "issue:45561 - [Bug] pytest-xdist workers race on captured_info.txt in patched testing utils", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "A model config loading error is unrelated to a parallel test-file race." + "reason": "Related MoE/FP8 area, but not the same concrete code-path problem: save_pretrained bug versus from_pretrained loading error." }, { - "left": "issue:44964 - Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.", - "right": "issue:45137 - IndexError: pop from an empty deque with DeepSpeed ZeRO3", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque underflow are unrelated failures." + "reason": "Quantized model saving failure is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." }, { - "left": "issue:45561 - [Bug] pytest-xdist workers race on captured_info.txt in patched testing utils", - "right": "issue:45600 - auto_mappings.py references removed Sam3LiteText configs, breaking CI", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "A pytest-xdist file race and stale auto-mapping references are different CI problems." + "reason": "TensorFlow backend omission for torch install is unrelated to leftover dummy PT classes leaking into dir() and check_repo." }, { - "left": "issue:43901 - TextClassificationPipeline docs still mention return_all_scores, but behavior differs", - "right": "issue:45561 - [Bug] pytest-xdist workers race on captured_info.txt in patched testing utils", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Documentation mismatch for a pipeline option is unrelated to a test utility race." + "reason": "Different import names and likely different top-level export regressions." }, { - "left": "issue:30990 - Sentence Transformers Gets Stuck loading", - "right": "issue:35141 - resizing token embeddings causes output embedding to be reinitialized in `post_init` when `tie_word_embedding` is False", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Loading hangs and embedding reinitialization are different code paths and different bugs." + "reason": "MIMI padding-mask batching bug is unrelated to load-balancing loss not being added." }, { - "left": "issue:42898 - `clean_up_tokenization_spaces` behavior changes in v5", - "right": "issue:44568 - [BUG] add_special_tokens=True doesn't add BOS/EOS tokens for microsoft/mdeberta-v3-base tokenizer in transformers >=5.0", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Both touch tokenizer behavior, but one is cleanup-space semantics and the other is special-token insertion for a specific tokenizer." + "reason": "Both involve Qwen models, but one is a general Transformers 5.0 compatibility issue and the other is a specific Qwen3.5 MoE loading error." }, { - "left": "issue:43232 - _update_model_kwargs_for_generation after sync_gpus when generation", - "right": "issue:44792 - Failed test case `test_model_generate_images` for janus model", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Generation kwargs update after sync_gpus is not the same as a Janus image-generation test failure." + "reason": "Model loading/config error versus a pytest-xdist race in testing utils; unrelated." }, { - "left": "issue:43232 - _update_model_kwargs_for_generation after sync_gpus when generation", - "right": "issue:44188 - Diverging attention kernels due to `allow_is_bidirectional_skip` branching on torch.compile", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Generation bookkeeping and attention-kernel divergence are different runtime bugs." + "reason": "Testing race on captured_info.txt is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:42898 - `clean_up_tokenization_spaces` behavior changes in v5", - "right": "issue:45812 - `AutoTokenizer` produces wrong token IDs for all Granite models (silent v4\u2192v5 regression)", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both are tokenizer regressions, but one is a space-cleanup behavior change and the other is model-specific token ID generation." + "reason": "Phi-4 multimodal load failure and a DeepSpeed ZeRO3 deque error are unrelated." }, { - "left": "issue:44188 - Diverging attention kernels due to `allow_is_bidirectional_skip` branching on torch.compile", - "right": "issue:44373 - Wrong docstring for position_ids", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "A runtime kernel divergence bug does not match a documentation-only position_ids issue." + "reason": "Doc mismatch for TextClassificationPipeline is unrelated to a pytest-xdist captured_info.txt race." }, { - "left": "issue:43784 - NameError: name 'nn' is not defined when importing sentence-transformers with latest transformers", - "right": "issue:43824 - ImportError: cannot import name 'Qwen2_5_VLForConditionalGeneration' from 'transformers'", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Both are import failures, but they are for different packages/symbols and likely different missing exports." + "reason": "Both are tokenizer regressions, but they concern different options and different model families." }, { - "left": "issue:43278 - Embedding layer dtype changed from BF16 in training to FP32 in evaluate.", - "right": "issue:45137 - IndexError: pop from an empty deque with DeepSpeed ZeRO3", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "A dtype mismatch between train/eval is unrelated to a DeepSpeed ZeRO3 deque error." + "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus image-generation test failure." }, { - "left": "issue:44623 - [BUG] processor.save_pretrained(...) missing files", - "right": "issue:45310 - [BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Save-pretrained missing files and load-time from_pretrained errors are opposite sides of the API but not the same bug." + "reason": "Sentence Transformers loading hang is unrelated to token embedding reinitialization on resize." }, { - "left": "issue:44734 - `transformers serve`: /v1/responses crashes on KV cache continuation due to wrong tensor indexing", - "right": "issue:45103 - [auto_docstring] _process_kwargs_parameters crashes with AttributeError when module uses from __future__ import annotations", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Serving KV-cache tensor indexing and auto-docstring annotation handling are unrelated failures." + "reason": "Generation sync_gpus kwargs handling and attention-kernel divergence under torch.compile are different code paths." }, { - "left": "issue:30333 - If a training job job failed MLFlow will not be reported and MLFlow shows job still running", - "right": "issue:33290 - oom when using adafactor optimizer in deepspeed", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "MLflow job-state reporting and optimizer OOM in DeepSpeed are unrelated issues." + "reason": "Different tokenizer regressions affecting different behaviors and model families." }, { - "left": "issue:43723 - Issue loading tokenizer using AutoTokenizer.from_pretrained in v5", - "right": "issue:44568 - [BUG] add_special_tokens=True doesn't add BOS/EOS tokens for microsoft/mdeberta-v3-base tokenizer in transformers >=5.0", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "A generic tokenizer loading issue is not the same as a specific BOS/EOS insertion regression." + "reason": "Attention-kernel branching under torch.compile is unrelated to a docstring mismatch for position_ids." }, { - "left": "issue:44060 - Qwen3-Next: Incorrect tied weights warning ties embed_tokens.weight to linear_attn.dt_bias across all layers", - "right": "issue:45125 - Qwen3_5MoeForConditionalGeneration missing _tp_plan for tensor parallelism", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "These are different Qwen model classes with different bugs: tied-weights warning vs missing tensor-parallel plan." + "reason": "Different import failures for different symbols; not the same underlying issue." }, { - "left": "issue:42898 - `clean_up_tokenization_spaces` behavior changes in v5", - "right": "issue:45356 - Regression in Kimi-K2.5 tokenizer from 5.3.0 to 5.4.0: incorrect codec handling and misleading fix_mistral_regex warning", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer regressions, but the root causes and affected models differ." + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading failure." }, { - "left": "issue:43874 - [GLM46V] Glm46VImageProcessorFast missing get_number_of_image_patches breaks _get_num_multimodal_tokens (AttributeError)", - "right": "issue:45092 - [Bug] Old InternVL2 remote-code checkpoints are incompatible with Transformers v5 meta initialization", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both are multimodal-model issues, but one is a missing image-processor method and the other is v5 meta-init incompatibility for a different model family." + "reason": "Embedding dtype drift during evaluate is unrelated to DeepSpeed ZeRO3 deque popping." }, { - "left": "issue:42898 - `clean_up_tokenization_spaces` behavior changes in v5", - "right": "issue:44779 - Deepseek tokenizer produces incorrect results as of v5 (works in v4)", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Same area, but different tokenizer regressions with different model-specific causes." + "reason": "Serving KV-cache continuation crash and auto_docstring annotation crash are unrelated." }, { - "left": "issue:45405 - `MIN_PEFT_VERSION` bumped to 0.18.2 which is not yet released on PyPI", - "right": "issue:45712 - Six leftover dummy classes in `dummy_pt_objects.py` fail `check_repo.py` and leak into `dir(transformers)` without torch", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "A dependency version bump is unrelated to dummy class cleanup and symbol leakage." + "reason": "MLFlow job-state reporting bug is unrelated to AdaFactor OOM in DeepSpeed." }, { - "left": "issue:42898 - `clean_up_tokenization_spaces` behavior changes in v5", - "right": "issue:44448 - [BUG] Different output for google/pegasus-cnn_dailymail between Transformers v4 and v5", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Both mention v4\u2192v5 behavior changes, but one is a tokenizer cleanup flag and the other is model output drift." + "reason": "Tokenizer loading issue in v5 and add_special_tokens BOS/EOS behavior are distinct bugs." }, { - "left": "issue:44188 - Diverging attention kernels due to `allow_is_bidirectional_skip` branching on torch.compile", - "right": "issue:44964 - Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Attention-kernel divergence and Phi-4 model loading are different problems." + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior versus Kimi-K2.5 codec handling." }, { - "left": "issue:43479 - Phi4MultimodalConfig incorrectly initializes default vision/audio configs when passed as None", - "right": "issue:44079 - `ModelOutput` keys aren't correctly assigned if key was previously None", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "A multimodal config defaulting bug is unrelated to ModelOutput key assignment semantics." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen3.5 MoE issues." }, { - "left": "issue:44295 - An error occurs when reading position_ids after registering it as a buffer.", - "right": "issue:45656 - Optimizer step being called 2 times when using deepspeed", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Position_ids buffer access and double optimizer stepping in DeepSpeed are different runtime bugs." + "reason": "Missing image-processor method and old InternVL2 meta-init incompatibility are not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is mostly grounded, but the positive Qwen3ForCausalLM pair is overstated. The packet supports a strong duplicate candidate because the titles match exactly, yet it does not establish an \"exact duplicate\" or prove the underlying bug is identical from the available evidence (the bodies are not shown, and the similarity signal is only moderate). The canonical/best-issue wording should stay conservative, e.g. \"likely duplicate\" or \"best duplicate candidate,\" rather than \"exact duplicate counterpart\" and \"same underlying bug.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11421,29 +11470,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ - "issue:22355", "issue:28282", "issue:30333", - "issue:30990", "issue:34689", "issue:35141", "issue:36331", - "issue:38175", "issue:41628", "issue:42175", "issue:42757", "issue:42831", - "issue:42886", - "issue:42994", + "issue:42898", "issue:43232", "issue:43479", "issue:43644", "issue:43723", - "issue:43824", "issue:43873", "issue:43976", + "issue:44079", + "issue:44188", "issue:44206", "issue:44222", "issue:44261", @@ -11452,47 +11498,56 @@ "issue:44297", "issue:44360", "issue:44373", + "issue:44448", "issue:44483", "issue:44484", "issue:44485", "issue:44514", "issue:44623", + "issue:44779", "issue:44869", "issue:44871", - "issue:44913", "issue:44933", "issue:44945", + "issue:44964", "issue:44977", "issue:45092", "issue:45103", "issue:45310", "issue:45357", + "issue:45405", "issue:45406", "issue:45656", "issue:45712", "issue:45834" ], "soft_pairs": [ + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44188|issue:44964", + "issue:43479|issue:44079", + "issue:44295|issue:45656", "issue:44933|issue:45712", "issue:42175|issue:44933", - "issue:44222|issue:44297", "issue:43976|issue:44933", + "issue:44222|issue:44297", "issue:43479|issue:44869", "issue:44297|issue:45656", "issue:44206|issue:45103", "issue:42831|issue:44623", "issue:44222|issue:44623", - "issue:30333|issue:36331", "issue:41628|issue:42757", + "issue:30333|issue:36331", "issue:43232|issue:45834", - "issue:30333|issue:34689", "issue:43723|issue:44977", + "issue:30333|issue:34689", "issue:43873|issue:44945", "issue:44222|issue:44484", "issue:44297|issue:45310", "issue:28282|issue:30333", - "issue:30333|issue:35141", "issue:44263|issue:45092", + "issue:30333|issue:35141", "issue:44483|issue:45406", "issue:44263|issue:44360", "issue:44373|issue:44485", @@ -11500,246 +11555,247 @@ "issue:43479|issue:43644", "issue:44295|issue:44623", "issue:44261|issue:45092", - "issue:45092|issue:45357", "issue:43723|issue:44871", - "issue:30990|issue:38175", - "issue:43479|issue:44913", - "issue:42886|issue:42994", - "issue:41628|issue:43824", - "issue:22355|issue:28282" + "issue:45092|issue:45357" ], - "prepared_review_unit_hash": "f15cab0f109701929c1a9eeb009949df7d9f0b155f2b0c99ebb25a7e2b45aaee", + "prepared_review_unit_hash": "64db26f1a81c53289e37ca25c43062ffe2f871daa41af120f71dd4b42ec30553", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37581, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "soft_pair_count": 35, + "serialized_chars": 38016, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly false positives: they mix unrelated import errors, save/load regressions, config persistence bugs, training issues, and serving/runtime crashes. I found no pair that clearly reflects the same underlying bug or change, so there is no real duplicate cluster here.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is appropriate; the items do not converge on one underlying bug and the strongest similarities are only broad subsystem overlap.", - "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a global best representative because the set is heterogeneous and the soft links are not true duplicates.", - "best_pr_reason": null, + "summary": "No clear duplicate cluster emerges here: the items span unrelated issues across tokenization, model loading, training, config, imports, and save/load behavior. I would not select a canonical issue/PR, and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue; the items cover distinct regressions and API mismatches rather than one duplicate bug.", + "canonical_pr_reason": "No PRs are present in this set.", + "best_issue_reason": "No single issue is a better global representative than the others; choosing one would be arbitrary.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization behavior changes in v5, but one is about clean-up behavior and the other is a Deepseek tokenizer regression; different failure modes and code paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency-version bump problem, the other is leftover dummy class cleanup; unrelated issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer/output regressions: clean-up text handling vs Pegasus model output differences across v4/v5." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a Phi-4 multimodal loading failure." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization for Phi4 multimodal and ModelOutput key assignment are separate bugs in different components." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered buffer and double optimizer stepping with deepspeed are different runtime problems." + }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both involve imports/symbol exposure, but one is about image_utils and the other about dummy PT objects leaking into dir(transformers); different code paths and fixes." + "reason": "Both touch import surface area, but one is a missing image_utils import and the other is dummy PT class cleanup." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend-install packaging problem vs missing image_utils import; unrelated symptoms and remediation." + "reason": "TensorFlow backend packaging and a missing image_utils import are not the same bug." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer metadata mismatch; not the same bug." + "reason": "Python version compatibility and an import export issue are unrelated." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Python version compatibility regression vs import exposure issue; no shared underlying failure." + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch; different fixes." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default initialization bug vs Whisper timestamp decode crash; completely different subsystems." + "reason": "Phi4 config defaults and Whisper timestamp decoding are unrelated subsystems." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata issue vs deepspeed optimizer double-step; unrelated." + "reason": "Tokenizer save_pretrained metadata and deepspeed optimizer stepping do not describe the same defect." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument regression vs auto-docstring crash from future annotations; different layers." + "reason": "A feature-extractor regression and an auto-docstring crash are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; not the same code path." + "reason": "FP8 accuracy issues and processor.save_pretrained missing files are different problems." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both touch saving, but model FP8 saving failure and processor artifact omission are distinct bugs." + "reason": "Both involve save_pretrained, but one is about MoE FP8 saving and the other about missing processor files." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "MLflow reporting on failed training vs CustomTrainer signature change; different behaviors and fixes." + "reason": "Two separate import errors from different packages/modules; not the same underlying change." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Different missing imports from different packages and likely different dependency/version causes." + "reason": "MLFlow reporting on failed jobs and Trainer.compute_loss signature breakage are unrelated training issues." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwarg update bug vs long OCR input index error; unrelated model paths." + "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index errors are different code paths." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Training failure reporting vs model loading regression for a specific vision model; not duplicates." + "reason": "Tokenizer loading failure and flash-attention generation issues are distinct model/runtime regressions." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs flash-attention generation issue; different failure modes." + "reason": "MLFlow job-state reporting and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior vs pipeline parallelism output correctness; too different to merge." + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained failure vs a question about shard size defaults; not the same bug." + "reason": "FP8 MoE save_pretrained and the 50GB shard-size question are not the same bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config saved incorrectly vs Qwen3.5 MoE from_pretrained error; related broadly to load/save, but not the same underlying defect." + "reason": "Tokenizer config serialization and Qwen3.5 MoE from_pretrained errors are different issues." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import dependency vs failed-job MLflow reporting; unrelated." + "reason": "ImportError for missing PyTorch and MLFlow reporting after failed jobs are unrelated." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Training-job reporting bug vs embedding reinitialization in post_init; different subsystems." + "reason": "A torch.split return-value issue and a meta-initialization compatibility regression are different model-loading bugs." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "DSA indexer split behavior vs remote-code checkpoint meta-init incompatibility; distinct bugs." + "reason": "Training-job reporting and embedding reinitialization after resize are unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat completions request handling vs Gemma4Processor attribute error in serve; different code paths." + "reason": "API request rejection at /v1/chat/completions and Gemma4Processor missing _tokenizer are distinct failures." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention the DSA indexer, but one is about split outputs and the other about missing ReLU; not clearly the same defect." + "reason": "The DSA indexer split-values bug and the DSA indexer ReLU discussion are not the same concrete defect." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch vs RoPE implementation discussion; one is documentation, the other model behavior." + "reason": "A wrong docstring and a RoPE implementation discussion are not the same bug/change." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Processor batched chat-template crash vs auto-docstring annotation crash; unrelated." + "reason": "Qwen2_5_VLProcessor batched chat-template crash and an auto-docstring AttributeError are unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Specific multimodal config defaulting bug vs general non-persistent buffer initialization regression; only broad init-theme overlap." + "reason": "Phi4 multimodal config defaults and junk-filled non-persistent buffers are different regression classes." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration vs processor.save_pretrained missing files; different issues." + "reason": "Position_ids buffer access and missing processor save files are unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps precision issue vs v5 meta-initialization incompatibility for old checkpoints; not the same root cause." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Both concern Qwen/remote-code model handling, but one is InternVL2 meta-init compatibility and the other is incorrect visual encoder keys on save_pretrained." + "reason": "MLA q_a_layernorm epsilon precision and old InternVL2 meta-init incompatibility are separate model issues." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression vs eos_token_id config mismatch; related to model/tokenizer config but not duplicate bugs." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Sentence Transformers loading stall vs zero-probability outputs in a vision model; unrelated symptoms." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Different config persistence bugs in different model classes; too broad to treat as duplicates." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading vs quantized model saving failure; unrelated." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different exported classes and likely different fixes." + "reason": "Tokenizer loading in v5 and Gemma eos_token_id inconsistency are different tokenizer/model config problems." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Missing submodule import vs missing backend library dependency; different causes and scopes." + "reason": "Meta-initialization incompatibility and Qwen3.5 visual-encoder save_pretrained keys are unrelated regressions." } ] }, @@ -11761,11 +11817,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ - "issue:29127", + "issue:22355", + "issue:28282", "issue:30990", "issue:33357", + "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -11773,16 +11831,18 @@ "issue:42831", "issue:42886", "issue:42907", + "issue:42994", "issue:43066", - "issue:43116", "issue:43122", "issue:43232", "issue:43408", "issue:43475", + "issue:43479", "issue:43576", "issue:43723", "issue:43756", "issue:43784", + "issue:43824", "issue:43937", "issue:44038", "issue:44060", @@ -11791,19 +11851,14 @@ "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", "issue:44442", - "issue:44485", "issue:44514", - "issue:44521", "issue:44568", - "issue:44625", "issue:44704", "issue:44779", - "issue:44829", + "issue:44913", "issue:44945", - "issue:45200", "issue:45245", "issue:45278", "issue:45290", @@ -11813,245 +11868,245 @@ "issue:45753" ], "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:22355|issue:28282", + "issue:42886|issue:42994", "issue:39401|issue:44568", "issue:42831|issue:45310", "issue:44263|issue:44373", "issue:44945|issue:45753", - "issue:42831|issue:44038", "issue:42757|issue:45278", + "issue:42831|issue:44038", "issue:43576|issue:43784", "issue:42886|issue:43066", "issue:43232|issue:45593", "issue:42371|issue:44263", "issue:43756|issue:44060", "issue:44117|issue:44704", - "issue:42907|issue:44945", "issue:30990|issue:33357", + "issue:42907|issue:44945", "issue:44704|issue:45290", "issue:43122|issue:44514", - "issue:43232|issue:45245", "issue:44295|issue:44297", - "issue:43784|issue:45600", - "issue:42907|issue:43937", + "issue:43232|issue:45245", + "issue:43723|issue:44442", "issue:43723|issue:44779", "issue:41628|issue:45278", - "issue:43723|issue:44442", - "issue:44261|issue:44373", + "issue:43784|issue:45600", + "issue:42907|issue:43937", "issue:43408|issue:43475", - "issue:44360|issue:44485", - "issue:43122|issue:44521", - "issue:44625|issue:44829", - "issue:43116|issue:45200", - "issue:29127|issue:30990" + "issue:44261|issue:44373" ], - "prepared_review_unit_hash": "e2dc9b6a0d0a29e3f5b8bac9ba6ded16e4c1156fc4b350741a151b5e5a50290b", + "prepared_review_unit_hash": "fe2aeea8e52727ac6501246d09db897accf360a5a4009cdefb296ffb7fb87204", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36340, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "serialized_chars": 35653, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster of distinct Transformers issues, mostly around v5 import/tokenizer/processor regressions, plus several unrelated model-specific bugs. No soft pair looks like the same underlying change, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The set is a loose cluster of mostly unrelated Transformers bugs: tokenizer/import regressions, model-specific config issues, generation bugs, and save/load failures. There is no strong duplicate pair; most soft edges are only superficially similar (same subsystem or same error class) but not the same underlying defect.", + "confidence": 0.74, + "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') and best matches the cluster\u2019s dominant theme of import/load regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella for the repeated v5 import/loading regressions, but the cluster is too heterogeneous for a true duplicate canonical.", + "best_issue_reason": "issue:45278 is the best global representative because it is recent, open, and broad enough to cover multiple import-related symptoms, even though the overall cluster is heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different bugs: one is Sentence Transformers hanging during load, the other is a zero-probability inference issue for a specific SigLIP2 model." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they affect different model classes and different fields; no sign of the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and likely different export paths/regressions." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated missing-module vs missing-dependency errors: transformers.onnx is a module import issue, while AutoModel/PyTorch is an environment dependency issue." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths and failure modes." + }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer bugs: Qwen3 offset mapping vs mdeberta-v3 BOS/EOS handling." + "reason": "Different tokenizer regressions affecting different models and behaviors (offset mapping vs special-token insertion)." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different failures: FineGrainedFP8 accuracy vs Qwen3.5-Moe from_pretrained error." + "reason": "Accuracy degradation in FineGrainedFP8 is not the same defect as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a runtime torch.split issue, the other is a docstring problem." + "reason": "One is a runtime tensor-splitting bug; the other is a docstring-only issue." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Both are output problems, but one is pipeline parallelism and the other is an image-specific infinite loop." + "reason": "Different generation failures: pipeline-parallel output corruption vs an infinite loop on a specific image/model scenario." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Unrelated model bugs: FineGrainedFP8 accuracy vs Qwen3-VL-Moe compatibility." + "reason": "Related to imports, but one is a specific missing hub symbol while the other is a broad multi-import regression; not enough evidence of the same bug." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Specific import failure for one symbol vs a broad bundle of import errors; not the same bug." + "reason": "Accuracy issue and model-loading bug are unrelated." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Different code paths: broken env command vs NameError importing sentence-transformers." + "reason": "A broken CLI environment command is unrelated to a NameError while importing sentence-transformers." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure is distinct from wrong tokenizer decoder type." + "reason": "Tokenizer cache offline loading is unrelated to tokenizer decoder-type metadata in v5." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs bug vs missing auxiliary losses in D-FINE training." + "reason": "Generation state-update bug and D-FINE auxiliary-loss bug are different subsystems and symptoms." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance is unrelated to the torch.split indexer bug." + "reason": "TF32 configuration warning/behavior issue is unrelated to a torch.split return-value bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific regressions: Smollm3 RoPE layers vs Qwen3-Next tied-weights warning." + "reason": "Different model-specific architecture bugs: RoPE-layer dropping vs a tied-weights warning involving Qwen3-Next." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping None handling and AutoProcessor kwargs passing are separate loading issues." + "reason": "Tokenizer mapping fallback bug and AutoProcessor kwargs forwarding bug are different loading-path issues." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Saving dequantized checkpoints is unrelated to pipeline-parallel inference output correctness." + "reason": "Loading hang and MacOS bus error are different failure modes on different models." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Loading hang in Sentence Transformers vs MacOS bus error on a CLIP model." + "reason": "Quantized/dequantized model saving failure is unrelated to incorrect generation output under pipeline parallelism." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor file loading and chat-template batching crashes are different code paths." + "reason": "AutoProcessor file lookup/kwargs handling is unrelated to chat-template crashes with tool-call assistant messages." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Different tokenizer/processor regressions: tokenization changes vs batched apply_chat_template crash." - }, - { - "left": "issue:43232", - "right": "issue:45245", - "accept": false, - "reason": "Generation state update bug vs a categorical-cardinality runtime error." + "reason": "Tokenizer behavior changes and processor chat-template batching crashes are different bugs." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer access and tokenizer_class mismatch are unrelated serialization issues." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Importing sentence-transformers failure is unrelated to auto_mappings references to removed configs." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Dequantized save failure vs invalid GenerationConfig are separate bugs." - }, - { - "left": "issue:43723", - "right": "issue:44779", - "accept": false, - "reason": "Tokenizer loading failure and incorrect Deepseek tokenization are not the same underlying defect." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "One specific missing export vs many import errors overall; too broad to treat as the same bug." + "reason": "Position_ids buffer access and tokenizer_class metadata mismatch are unrelated serialization/runtime issues." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is distinct from Deepseek tokenization correctness." + "reason": "Generation kwargs handling and category cardinality limits are unrelated." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "MLA layernorm precision/config issue is unrelated to a position_ids docstring." + "reason": "Both concern AutoTokenizer loading, but one is a broad v5 regression and the other is a model-specific tokenizer failure; not clearly the same bug." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "Same SAM 3 family, but different concrete bugs: model-type warning vs missing attribute crash." + "reason": "Tokenizer loading failure and incorrect tokenization results are related only at a high level, not the same concrete defect." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + "reason": "Both are import-related, but the specific missing AutoImageProcessor symbol is not enough to treat it as the same underlying issue as the broad import-error report." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Both touch templating/tokenization, but one is tokenization drift and the other is multimodal assistant masks." + "reason": "Importing sentence-transformers with a NameError is unrelated to a CI break from stale auto_mappings references." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + "reason": "Quantized-model saving and invalid GenerationConfig are different bug classes." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Example-script multi-label empty outputs and Gemma 4 mm_token_type_ids defaults are different bugs." + "reason": "A model-type warning during instantiation is not the same as a missing attribute error in SAM 3 Video." }, { - "left": "issue:29127", - "right": "issue:30990", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hang are unrelated." + "reason": "Precision/config discussion about rms_norm_eps is unrelated to a docstring issue for position_ids." } ] }, @@ -12073,28 +12128,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:22355", "issue:28218", "issue:29127", - "issue:33453", + "issue:30990", "issue:36296", - "issue:38617", "issue:39401", "issue:42222", "issue:42371", "issue:42757", "issue:42831", "issue:42907", - "issue:43064", "issue:43066", "issue:43116", "issue:43122", "issue:43441", "issue:43452", "issue:43493", - "issue:43673", "issue:43784", "issue:43824", "issue:43825", @@ -12108,31 +12160,38 @@ "issue:44295", "issue:44297", "issue:44351", + "issue:44360", "issue:44485", "issue:44488", "issue:44521", + "issue:44625", "issue:44704", "issue:44779", + "issue:44829", "issue:44936", "issue:44964", "issue:44977", - "issue:45083", + "issue:45200", "issue:45216", - "issue:45278", "issue:45446", "issue:45478", "issue:45563", "issue:45753" ], "soft_pairs": [ + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", "issue:42907|issue:44964", "issue:43122|issue:44779", "issue:44038|issue:44297", "issue:42907|issue:43452", "issue:39401|issue:44488", "issue:44038|issue:44295", - "issue:36296|issue:43116", "issue:43824|issue:44351", + "issue:36296|issue:43116", "issue:44038|issue:44222", "issue:39401|issue:44521", "issue:45216|issue:45478", @@ -12147,151 +12206,175 @@ "issue:42222|issue:43441", "issue:42371|issue:43874", "issue:43976|issue:45446", - "issue:42831|issue:45753", "issue:43493|issue:45753", + "issue:42831|issue:45753", "issue:44075|issue:44936", - "issue:43116|issue:43825", "issue:44038|issue:45478", + "issue:43116|issue:43825", "issue:44222|issue:45478", "issue:43116|issue:43493", - "issue:43937|issue:45563", - "issue:43064|issue:43673", - "issue:45083|issue:45446", - "issue:38617|issue:45278", - "issue:39401|issue:44779", - "issue:33453|issue:39401", - "issue:22355|issue:29127" + "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "34b30488a9487adc13de1a0557d21f9670f726578b7780ee1eeac3d6b00d9d86", + "prepared_review_unit_hash": "cd7ac97c73b62507b4b1eb888a426dd84fc8609ba3149eee6769dd643da71ebc", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37929, - "estimated_input_tokens": 9483, - "estimated_eval_tokens": 19222 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "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": "This set is highly heterogeneous: tokenizer regressions, import errors, training bugs, multimodal issues, and model-specific failures are all mixed together. None of the soft pairs look like the same underlying bug/change, so I would not collapse this cluster.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the items are mostly unrelated bugs across different code paths and models; this does not look like a true duplicate cluster.", + "summary": "This set is highly heterogeneous: most items are unrelated Transformers bugs spanning tokenization, model loading, export/save paths, attention kernels, and trainer behavior. None of the soft-similarity pairs are safe duplicates, and there are no PRs to choose from.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue is a clear canonical for the whole set; the items span many unrelated bug classes, so collapsing them into one duplicate cluster would be unsafe.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the most self-contained concrete bug report, but only as a standalone issue; it does not represent the rest of the mixed cluster well.", + "best_issue_reason": "If one issue must stand in for the mixed set, issue 43122 is the broadest regression-style report, but it still only represents a narrow tokenizer subset and does not unify the other topics.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA/ReLU discussion and GLM-5 RoPE implementation are unrelated model-internal issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs multimodal assistant_mask bug; different code paths and symptoms." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are distinct bugs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output issue vs Gemma 4 token-type defaulting; not the same problem." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." + }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Both involve model loading/saving, but they are different models and different failure modes: dequantized save vs multimodal load." + "reason": "Saving dequantized Ministral/Devstral models is not the same as loading Phi-4 multimodal instruct." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same concrete bug." + "reason": "Both mention tokenizer behavior in v5, but they are different model-specific regressions." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer save_pretrained metadata mismatch; unrelated code paths." + "reason": "Qwen3-VL-Moe load/runtime bug and tokenizer_class save metadata mismatch are different issues." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Different operations and paths: saving dequantized models versus loading GGUF through AutoTokenizer/AutoModel." + "reason": "Different failure modes: dequantized save_pretrained vs gguf_file breaking from_pretrained." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset mapping bug and sleng-bert load failure are unrelated." + "reason": "Qwen3 offset_mapping bug and sleng-bert load failure are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different model bug versus a position_ids buffer read error; no shared concrete failure." + "reason": "Qwen3-VL-Moe bug and position_ids buffer access error are unrelated." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Tensor-parallel training bug and example-script multi-label output bug are unrelated." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different fixes." + "reason": "Tensor parallel training bug and example-script classification output bug are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE, but one is a Qwen3-VL-Moe issue and the other is FP8 save_pretrained; not the same bug." + "reason": "Both touch Moe models, but one is a load/runtime regression and the other is FP8 save_pretrained behavior." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping and multimodal assistant mask generation are different behaviors and code paths." + "reason": "Offset_mapping regression and multimodal chat-template assistant masks are different tokenizer features." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 and v5.4+, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained corruption and the other is from_pretrained failure." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; these are separate dependency/export issues." + "reason": "Different import/export regressions from different packages and symbols." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different tokenizers and different symptoms." + "reason": "Tokenizer decoder-type regression and Deepseek tokenization regression are not the same concrete bug." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "No module transformers.onnx and extra-space tokenization are unrelated." + "reason": "Missing transformers.onnx import and extra-space tokenization are unrelated." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both are save-related, but dequantized save failure and FP8 save_pretrained failure are not the same concrete problem." + "reason": "Both involve saving models, but the model families and serialization failures differ." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression versus flash-attention generation failure; unrelated bugs." + "reason": "Tokenizer regression vs Qwen3.5 flash-attention generation bug; different path and symptom." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in from_pretrained and kwargs not forwarded to cached_file are different load-path issues." + "reason": "UMT5Encoder weight-loading and AutoProcessor cached_file kwargs are unrelated from_pretrained issues." }, { "left": "issue:43784", @@ -12303,109 +12386,67 @@ "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both touch GLM-5, but generation config validation and RoPE implementation are distinct issues." + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different models and different failures: vitpose model breakage versus Ministral-3 FlashAttention failure." + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated model-specific bugs." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API messaging and a missing image-patch helper are unrelated." + "reason": "TF32 behavior setting guidance and missing image-patch API are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility and flex_attention import version checks are separate issues." + "reason": "Python version incompatibility and flex_attention import version check are different compatibility bugs." }, { - "left": "issue:42831", + "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issue and Qwen3_5 infinite-loop-on-image are different bugs." + "reason": "SigLIP2 discrepancy and Qwen3_5 infinite loop on one image are unrelated." }, { - "left": "issue:43493", + "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 generation loop are unrelated." + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD args ignored and train/evaluate interaction failure are different training bugs." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Example script output bug and pipeline error-message bug are unrelated." + "reason": "SGD argument handling and train/evaluate lifecycle failure are unrelated trainer/optimizer bugs." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5/Qwen3-VL-Moe failures: one is a model-specific bug, the other is a from_pretrained error." + "reason": "Different Qwen model families and different from_pretrained failures; not the same bug." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained are distinct code paths." + "reason": "Example-script classification behavior and pipeline translation error messaging are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification example bug and SigLIP2 discrepancy are unrelated." + "reason": "Multi-label example output bug and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation and stale num_return_sequences warning are different generation-related issues." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Wrong optimizer states in FSDP2/PEFT training and missing GenerationMixin cache in chunked_prefill are unrelated." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Qwen3_omni_moe helper behavior and flex_attention import version check are unrelated." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Specific missing layer_type_validation import and a broader upgrade-related import-error report are not the same bug." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Different tokenizers and different manifestations; not a duplicate." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Generic tokenizer loading regression and Qwen3 offset_mapping bug are too different to merge." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are unrelated generate-path issues." } ] }, @@ -12427,16 +12468,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42175", "issue:42222", - "issue:42371", "issue:42673", "issue:43012", + "issue:43064", "issue:43066", "issue:43122", "issue:43381", @@ -12444,20 +12488,19 @@ "issue:43421", "issue:43450", "issue:43577", + "issue:43673", "issue:43742", "issue:43827", - "issue:43874", "issue:43937", "issue:43986", "issue:44075", "issue:44117", - "issue:44220", - "issue:44261", "issue:44291", "issue:44410", "issue:44483", "issue:44484", "issue:44496", + "issue:44779", "issue:44829", "issue:44945", "issue:44964", @@ -12465,20 +12508,25 @@ "issue:45071", "issue:45072", "issue:45081", + "issue:45083", "issue:45216", "issue:45278", "issue:45310", "issue:45405", "issue:45446", - "issue:45459", "issue:45464", - "issue:45478", "issue:45542", "issue:45588", "issue:45656" ], "soft_pairs": [ + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:33453|issue:39401", "issue:44117|issue:45588", + "issue:22355|issue:29127", "issue:43381|issue:44945", "issue:43827|issue:45446", "issue:43937|issue:44977", @@ -12486,240 +12534,231 @@ "issue:43450|issue:43986", "issue:42673|issue:45072", "issue:44117|issue:45081", - "issue:39401|issue:43421", "issue:38617|issue:41628", - "issue:44829|issue:45216", + "issue:39401|issue:43421", "issue:44410|issue:45310", + "issue:44829|issue:45216", "issue:44291|issue:45071", "issue:42222|issue:45542", "issue:44484|issue:45310", - "issue:42175|issue:42222", "issue:43937|issue:44496", + "issue:42175|issue:42222", "issue:43408|issue:43742", "issue:44483|issue:45464", "issue:44075|issue:45656", "issue:44964|issue:45278", "issue:43012|issue:43577", - "issue:43066|issue:43122", - "issue:42371|issue:44261", - "issue:38617|issue:44220", - "issue:44410|issue:45478", - "issue:43874|issue:44261", - "issue:44484|issue:45478", - "issue:42222|issue:45459" + "issue:43066|issue:43122" ], - "prepared_review_unit_hash": "cfce38af58a126a060bf3e50d1efb1d5d3eeb96eeae4a4206584ff85da56303a", + "prepared_review_unit_hash": "2724faf083c36c37dfebc72192d733073918af088bbbf921c89cdf7902c03e8d", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35813, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated transformer bug reports, with only one plausible duplicate-style tokenizer regression pair. The broadest representative issue is the upgrade-related regression report 45278.", - "confidence": 0.42, - "canonical_issue_reason": "45278 is the broadest umbrella report in the set: a general breakage after upgrading to 5.5.0, which makes it the best single anchor for this mixed cluster.", + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. A few share broad themes like tokenization, import regressions, or dtype/backend problems, but none of the soft pairs look like the same underlying bug or change. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45278 best represents the cluster because it captures the widest user-facing regression scope and can subsume narrower follow-up reports.", + "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after upgrading 4.57.0 -> 5.5.0), so it is the most plausible central tracker, though it still does not match most other items as a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different failures: FSDP2/PEFT optimizer-state corruption vs GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: qwen3_omni_moe helper behavior vs flex_attention import/version check." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing symbol import; the other is a broad collection of import errors after upgrade." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but for different models and different symptoms: offset_mapping vs incorrect tokenization output." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and wrong offset mapping are distinct failures with different affected code paths." + }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Different subsystems: tokenizer mapping fallback vs flash-attention sinkless-model crash." + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to a flash_attention crash on s_aux=None." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx import and layoutlmv3 error-message clarity are unrelated issues." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Unrelated bugs: grad checkpointing in eval mode vs wrong outputs under pipeline parallelism." + "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are different bugs." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs cleanup about pipeline() vs a flex_attention import/version check bug." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are not the same change or bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation failures with no clear shared code path." + "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation issues are different problems." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning issue is unrelated to the flex_attention import check." + "reason": "PEFT dependency version bump and flex_attention import gating are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs missing torchvision crash during AutoProcessor loading." + "reason": "Batched video processor shape bug and missing-torchvision processor crash are different layers of the video stack." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatch in inference." + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but the concrete failures are different code paths and symptoms." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Offset_mapping regression and runtime special-token post-processing are related only broadly, not the same bug." + "reason": "Tokenizer mapping None handling and _patch_mistral_regex backend_tokenizer crash are separate tokenizer bugs." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different breakages." + "reason": "Both are import errors, but for different missing names and different failure causes." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Flash-attention training degeneration is unrelated to save_pretrained checkpoint corruption." + "reason": "Wrong offset mapping and runtime post-processor update behavior are different tokenizer features and bugs." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model families and different loading failures; not the same underlying defect." + "reason": "Missing attention projections in qwen3next and Qwen3.5 from_pretrained errors are distinct model-loading/model-definition issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are unrelated behaviors." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument handling and PretrainedConfig type checking are separate loading regressions." + "reason": "init_empty_weights argument mismatch and PretrainedConfig type checking regression are different API breakages." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage is unrelated to the tensorboard/TensorFlow backend import issue." + "reason": "Broken vitpose models and missing TensorFlow backend with tensorboard-only install are unrelated." }, { "left": "issue:44484", - "right": "issue:45464", + "right": "issue:45310", "accept": false, - "reason": "Chat/completions request validation and streaming inference failure are different API problems." + "reason": "A question about max_shard_size is not the same as a Qwen3.5-Moe from_pretrained failure." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Package dependency/backend installation issue vs a broken model implementation." + "reason": "Invalid GenerationConfig and unrecognized model config are different config-loading errors." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "GenerationConfig validation in GLM-5 is unrelated to unrecognized-model config loading." + "reason": "TensorFlow not included in a torch-only install and broken vitpose models are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning for sam3_tracker is not the same as MobileLLM config loading failure." + "reason": "sam3_video/sam3_tracker warning and MobileLLM key error are different model-loading problems." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is endpoint request acceptance and the other is streaming generation failure on a specific model." + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a Qwen3.5 streaming inference failure." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD argument handling and double optimizer steps under deepspeed are different optimizer bugs." + "reason": "SGD args ignored and optimizer.step() called twice under deepspeed are different optimizer bugs." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "A specific model load failure is not the same as the broad import-error regression report." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "Both touch dtype/precision, but one is a compile-time warning and the other is incorrect loaded dtypes." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": true, - "reason": "These look like the same tokenizer v5 regression: a wrong decoder type can directly explain changed tokenization behavior across versions." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 behavior API guidance is unrelated to the missing rms_norm_eps precision issue." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for a config helper and an audio feature-extraction issue are unrelated." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen model-loading failures; no evidence they share the same fix." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Multimodal token counting bug vs MLA layer norm epsilon precision issue." + "reason": "Phi-4 multimodal load failure is not the same bug as a broad upgrade-wide import error regression." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Request acceptance at chat/completions and Qwen3.5 MoE loading are separate bugs." + "reason": "A bfloat16 compile warning and Blip2 dtype staying float32 are distinct dtype-handling issues." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "VitPose model breakage is unrelated to tokenizer protobuf decode-error masking." + "reason": "Wrong tokenizer decoder type and changed tokenization output across versions are related broadly, but not the same concrete bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the mostly unrelated set of issues. The chosen anchor issue 45278 is a reasonable broad representative for the upgrade/regression subset, and the only accepted soft pair (43066/43122) is plausibly the same tokenizer regression." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12734,34 +12773,32 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:38617", "issue:41628", + "issue:42222", "issue:42371", "issue:42673", "issue:42757", "issue:42831", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", "issue:43335", "issue:43408", "issue:43441", "issue:43452", - "issue:43502", "issue:43577", - "issue:43873", "issue:43874", "issue:43906", "issue:43931", "issue:43976", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", "issue:44117", + "issue:44220", "issue:44261", "issue:44263", "issue:44315", @@ -12782,25 +12819,33 @@ "issue:45245", "issue:45341", "issue:45375", + "issue:45459", + "issue:45478", "issue:45542", "issue:45588" ], "soft_pairs": [ + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:42222|issue:45459", "issue:43097|issue:44493", "issue:44263|issue:44485", - "issue:43441|issue:44829", "issue:43012|issue:43408", + "issue:43441|issue:44829", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:42673|issue:44977", "issue:42371|issue:42831", + "issue:42673|issue:44977", "issue:42673|issue:43906", "issue:43931|issue:44038", - "issue:43986|issue:44484", - "issue:43335|issue:45071", "issue:44117|issue:44987", "issue:43097|issue:43452", + "issue:43335|issue:45071", "issue:43976|issue:44945", + "issue:43986|issue:44484", "issue:43408|issue:44368", "issue:43874|issue:44263", "issue:44829|issue:45245", @@ -12808,258 +12853,266 @@ "issue:43064|issue:44315", "issue:44410|issue:45375", "issue:38617|issue:44351", + "issue:44704|issue:45103", "issue:43097|issue:45588", "issue:44062|issue:44117", - "issue:44704|issue:45103", "issue:44038|issue:44410", "issue:42673|issue:43577", "issue:44964|issue:45071", "issue:43931|issue:44410", "issue:44261|issue:44485", - "issue:44964|issue:45341", - "issue:43502|issue:43992", - "issue:43986|issue:44117", - "issue:43097|issue:43873", - "issue:43066|issue:43906" + "issue:44964|issue:45341" ], - "prepared_review_unit_hash": "d6bf840f7d22994a4c9df8ce1ec1ee71e76a279fbf855087293664fefc274f73", + "prepared_review_unit_hash": "75b45e90a60991d0555d8bc0cc7300d291b1ccc62fe0d0ea1ccda5d34eeb0b21", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38130, - "estimated_input_tokens": 9533, - "estimated_eval_tokens": 19322 + "soft_pair_count": 37, + "serialized_chars": 38778, + "estimated_input_tokens": 9695, + "estimated_eval_tokens": 19646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity across disparate Transformers issues. The items share broad v5/API/model-regression language, but none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.23, - "canonical_issue_reason": "Issue 43097 is the cleanest representative of the cluster\u2019s broad v5 compatibility-breakage theme: it is concrete, user-facing, and about a specific API removal. That said, the set does not contain a strong true-duplicate group.", + "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports and regressions. The soft-similarity links are generally superficial, sharing only broad terms like import errors, Qwen/GLM model names, or flash-attention, but not the same concrete failure mode or code path.", + "confidence": 0.85, + "canonical_issue_reason": "No single true duplicate stands out; issue 45478 is the best representative because it is a concrete, reproducible v5.4.0 regression with a specific model and loading path.", "canonical_pr_reason": null, - "best_issue_reason": "43097 is the best issue to anchor on if this cluster must be collapsed, because it is the most general and actionable regression report among the candidates. The rest are mostly model-specific, import-specific, or unrelated behavioral bugs.", + "best_issue_reason": "Issue 45478 is the strongest global representative: it names the affected version, model family, and failure surface clearly, making it the most actionable anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API/settings warning vs. MLA q_a_layernorm precision bug; different root causes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation vs. audio feature extraction issue; unrelated modules." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in GLM46V processor vs. RMS norm epsilon precision issue; different defects." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 vs. Qwen3.5 MoE from_pretrained failure; different model/code paths." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs. model loading regression; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage vs. protobuf-hidden tokenizer errors; unrelated failures." + }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is a removed embedding-tie API complaint; the other is an unexpected position-id key warning. Different failure modes and code paths." + "reason": "Removed tie_embeddings API vs. unexpected position-id key warnings; only loosely related to configs." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Torch split return-value issue in a MoE indexer is not the same as a RoPE implementation discussion." + "reason": "GlmMoeDsaIndexer torch.split behavior vs. GLM-5 RoPE implementation; different code paths." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-3 load failure and the other is degenerate training with FA3. Different bugs." + "reason": "bfloat16 compilation warning vs. sam3 model-type warning; different symptoms." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "bfloat16 compilation warning is unrelated to the SAM3 model-type warning during AutoProcessor/model loading." + "reason": "FlashAttention load failure on Ministral-3 vs. degenerate training with flash_attention_3; not the same issue." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are unrelated API regressions." + "reason": "AutoImageProcessor import error vs. PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig is not the same as the TensorFlow-backend detection error." + "reason": "Config type-checking breakage vs. missing TensorFlow backend error; different areas." }, { - "left": "issue:42673", - "right": "issue:44977", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "VRAM leak in multithreaded Qwen3ForCausalLM and flash-attention generation corruption are different problems." + "reason": "TF32 behavior settings vs. FineGrainedFP8 accuracy issue; both precision-related but distinct." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "TF32 settings warning is not the same as FineGrainedFP8 accuracy issues." + "reason": "VRAM leak in dataloader threads vs. Qwen3.5 flash-attention generation bug; different failures." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "A Qwen3 VRAM leak is not the same as an isolated reproduction of an unrelated earlier issue." + "reason": "VRAM leak report vs. isolated reproduction of another issue; not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Weight-shape mismatch on one Qwen3-VL model is distinct from a broader transformers-5/Qwen3-VL-Moe failure report." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "Missing torchvision crash for video models is unrelated to max_shard_size behavior." - }, - { - "left": "issue:43335", - "right": "issue:45071", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + "reason": "Qwen3-VL-30B weight-shape mismatch vs. Qwen3-VL-Moe bug; same family, different defect." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None-handling is not the same as a model-loading failure for physical-intelligence/fast." + "reason": "Tokenizer mapping None handling vs. physical-intelligence/fast load failure; unrelated code paths." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie-embeddings API and gguf_file failing in tokenizer/model loading are different issues." + "reason": "Removed tie_embeddings API vs. gguf_file load breakage; different loading problems." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs. PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility problem and incorrect output under pipeline parallelism are unrelated." + "reason": "Python version compatibility break vs. pipeline parallelism output corruption; different issues." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs. shard-size question; no overlap in defect." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "SAM3 model-type warning and tie_word_embeddings warning are different configuration warnings with different causes." + "reason": "sam3 model-type warning vs. tie_word_embeddings warning in Qwen3.5 LoRA; different configs/models." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-patch method in a processor is not the same as a torch.split return-value issue." + "reason": "Missing image-patch helper vs. torch.split return-value issue; only both are GLM-adjacent." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention-3 training degeneration is unrelated to the 2^24 category limit runtime error." + "reason": "FlashAttention training collapse vs. category-count ceiling error; unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "These are different import errors from different modules and symbols." + "reason": "Different import errors from different missing names/modules; not duplicates." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT and Liger kernel not applied with model_init are different training-stack bugs." + "reason": "FSDP2+PEFT optimizer-state bug vs. Liger Kernel not applied with model_init; distinct training stack problems." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is unrelated to a missing vision config field." + "reason": "qwen3next missing projections vs. missing deepstack_visual_indexes field; different model configs." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing names and likely different compatibility fixes." + "reason": "layer_type_validation import error vs. HybridCache import error; separate missing symbols." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs. auto_docstring future-annotations crash; different subsystems." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Embedding-tie API removal is unrelated to a flash_attention.py crash on s_aux=None." + "reason": "tie_embeddings API removal vs. flash_attention sink-less-model AttributeError; unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken constructor argument collision is not the same as tokenizer-mapping None handling." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring crashes with future annotations are unrelated." + "reason": "AddedToken special-arg TypeError vs. tokenizer-mapping None handling; different tokenizer bugs." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "A Qwen3-VL-Moe loading bug is different from a qwen3next layer-structure bug." + "reason": "Qwen3-VL-Moe bug vs. qwen3next missing projections; same broad family only, not same defect." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "VRAM leak under dataloader threads is unrelated to BLIP2 dtype propagation problems." + "reason": "VRAM leak in threaded dataloading vs. Blip2 dtype staying float32; unrelated." }, { "left": "issue:44964", "right": "issue:45071", "accept": false, - "reason": "Phi-4 multimodal load failure and PretrainedConfig type-checking breakage are unrelated." + "reason": "Phi-4 multimodal load failure vs. PretrainedConfig typing regression; different problems." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch in Qwen3-VL is not the same as missing projections in qwen3next." + "reason": "Qwen3-VL-30B shape mismatch vs. qwen3next layer-0 projection omission; distinct model-loading failures." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and GLM-5 RoPE implementation are separate model-specific issues." + "reason": "RMS norm epsilon precision bug vs. GLM-5 RoPE implementation; different code paths." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Model loading failure and a testing_utils bug are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "local_files_only still making API requests is unrelated to missing embed_tokens weights on UMT5Encoder load." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Video-model crashes without torchvision and tokenizer mapping None assumptions are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Removed tie-embeddings API and offloading/quantization behavior are different concerns." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction issue are not the same bug." + "reason": "Model loading failure vs. a testing_utils bug; unrelated." } ] }, @@ -13081,9 +13134,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", "issue:42617", @@ -13097,24 +13149,23 @@ "issue:43097", "issue:43208", "issue:43299", - "issue:43352", "issue:43381", "issue:43475", "issue:43502", "issue:43526", - "issue:43531", "issue:43550", "issue:43618", "issue:43761", "issue:43824", "issue:43825", "issue:43867", + "issue:43873", "issue:43901", - "issue:43937", + "issue:43906", "issue:43986", "issue:43992", "issue:44038", - "issue:44220", + "issue:44117", "issue:44230", "issue:44368", "issue:44380", @@ -13130,15 +13181,21 @@ "issue:45381", "issue:45561", "issue:45588", - "issue:45753" + "issue:45753", + "issue:45859" ], "soft_pairs": [ + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:43066|issue:43906", "issue:43986|issue:45290", "issue:45341|issue:45561", "issue:43986|issue:45372", "issue:43097|issue:43901", - "issue:42617|issue:45341", "issue:43986|issue:45341", + "issue:42617|issue:45341", "issue:43825|issue:44655", "issue:45341|issue:45588", "issue:43992|issue:44484", @@ -13148,275 +13205,267 @@ "issue:42886|issue:43381", "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:43531|issue:45341", "issue:43208|issue:43526", "issue:44483|issue:44514", "issue:43012|issue:44683", "issue:42757|issue:43824", - "issue:44038|issue:44230", "issue:38617|issue:43502", - "issue:43618|issue:43761", "issue:44483|issue:45290", - "issue:43064|issue:44380", + "issue:43618|issue:43761", + "issue:44038|issue:44230", "issue:43299|issue:43867", + "issue:43064|issue:44380", "issue:44483|issue:45381", "issue:43901|issue:44655", "issue:36683|issue:43475", "issue:43867|issue:45216", - "issue:42994|issue:44655", - "issue:43352|issue:43937", - "issue:43066|issue:45381", - "issue:36010|issue:42757", - "issue:44220|issue:44655" + "issue:42994|issue:44655" ], - "prepared_review_unit_hash": "0ca3a5f689b20593d0ab6ff1bd7f9c259a6555fed6fecca380470a70314df04d", + "prepared_review_unit_hash": "dcc5aa4a013feee77bf589a5ba6dde21fc6941b9e3b81b35d6bc689dd9b548d5", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 35, - "serialized_chars": 37884, - "estimated_input_tokens": 9471, - "estimated_eval_tokens": 19198 + "serialized_chars": 37412, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bugs that only superficially overlap by subsystem or version. I found one likely true duplicate pair in CLIP vision outputs; the rest should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43761 is the best anchor because it clearly describes the CLIPVisionModel.forward regression and is broad enough to cover the paired CLIP attentions-output omission in issue:43618.", + "summary": "This is a heterogeneous set of Transformer issues with only superficial keyword overlap. The proposed soft pairs do not look like the same underlying bug or change; they span unrelated import errors, save/load regressions, processor crashes, training failures, and compile/runtime warnings.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the set is not a coherent duplicate cluster, and the soft pairs are mostly unrelated by code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the strongest standalone report: it has a concrete symptom, a regression framing, and a specific code path/model component, making it the most useful issue to keep as the representative bug.", + "best_issue_reason": "No issue here is a good global representative for dedupe; the items are too diverse and none of the soft pairs match the same concrete defect.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both are loading-related, but one is a local_files_only network request bug and the other is a missing embed_tokens.weight in UMT5Encoder; different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video AutoProcessor import handling and tokenizer mapping fallback are unrelated failures." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing utility bug and a Qwen3_5 rotary embedding offload issue are different subsystems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading behavior are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction issue are not the same defect." + }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Different failures: AutoProcessor loading without torchvision vs chat template tokenization on assistant tool-call messages." + "reason": "AutoProcessor video-model import failure and chat template crashing on tool-call messages are separate code paths." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both involve testing utilities, but one is a small utility bug and the other is a pytest-xdist race; not the same underlying defect." + "reason": "Testing utils race conditions and xdist capture are related only at a broad testing level, not the same bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Unrelated crashes in different areas: video processor loading vs mistral_common ReasoningEffort import failure." + "reason": "Missing torchvision in AutoProcessor loading and Gemma 4 processor import breakage are different dependency issues." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "One is a removed API without notice; the other is outdated docs for TextClassificationPipeline. Similar theme, different bug." + "reason": "A removed model config API and stale pipeline docs about return_all_scores are unrelated." }, { - "left": "issue:42617", + "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to a testing_utils issue." + "reason": "Video AutoProcessor loading and a testing_utils bug do not share a concrete failure path." }, { - "left": "issue:43986", + "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Different components and symptoms; no shared code-path evidence." + "reason": "3d_parallel.py failure and a testing utils issue are unrelated." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline error-message wording vs saving Pipeline objects are separate issues." + "reason": "Pipeline translation-message behavior and saving Pipeline objects are different problems." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing utils bug vs flash_attention crash on sink-less models are different code paths." + "reason": "Testing utilities and flash_attention sink-less-model crash are unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Model weight-loading omission vs save_pretrained shard-size question; not the same bug." + "reason": "Missing embed_tokens weight loading and save_pretrained shard-size question are not the same issue." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during compile is not the same as a torch.compile SDPA failure." + "reason": "A bfloat16 compile warning and Bamba SDPA compile failure are distinct compiler/backends problems." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba SDPA compile failure are unrelated." + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they concern different behaviors and different configs." + "reason": "A PyTorch warning during compile and a tie_word_embeddings warning in Qwen3.5 are different warnings with different causes." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline-cache loading and gradient checkpointing in eval mode are separate regressions." + "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are separate behaviors." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models vs an infinite-loop generation bug are unrelated." + "reason": "Saving dequantized models and a Qwen3_5 infinite-loop generation bug are unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both touch saving, but one is quantized model serialization and the other is Pipeline.save_pretrained." - }, - { - "left": "issue:43531", - "right": "issue:45341", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + "reason": "Model dequantization save failures and pipeline save_pretrained failures are different save paths." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training issues and BeitImageProcessorFast reduce_labels behavior do not share a concrete bug." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions API rejection and apply_chat_template batching crash are different layers and different failures." + "reason": "OpenAI-compatible chat/completions routing and Qwen2.5-VL chat template batching are not the same bug." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Precision warning during bfloat16 compile is not the same as flex_attention compile failure on torch>=2.9." + "reason": "Generic compile warning and compiled flex_attention failure on newer torch are different failures." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols, different packages, and different breakages." + "reason": "Missing is_offline_mode and missing Qwen2_5_VLForConditionalGeneration are separate import regressions." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Related model family, but one is a generic Qwen3-VL-Moe regression and the other is fp8 inference support; not the same issue." + "reason": "Missing layer_type_validation and unexpected API requests with local_files_only are unrelated." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated bugs." + "reason": "Chat/completions request rejection and assistant tool-call template crash are different layers of the stack." }, { "left": "issue:43618", "right": "issue:43761", - "accept": true, - "reason": "Both describe the same CLIP vision output regression in the forward/output path: missing attentions and missing hidden_states under v5-style behavior." - }, - { - "left": "issue:44483", - "right": "issue:45290", "accept": false, - "reason": "An API endpoint compatibility issue is not the same as a chat-template tokenization crash." + "reason": "Both are CLIP-related, but one is attentions missing from CLIPOutput and the other is hidden_states missing from CLIPVisionModel.forward; not the same concrete bug." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention-scaling being ignored are different training/runtime bugs." + "reason": "Qwen3/VL loading issues and fp8 support request are not duplicates." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading breakage and sorted state_dict load errors are distinct model-loading problems." + "reason": "Qwen3.5-VL MoE loading regression and state_dict-sorted load_model error are different load-time bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling with SDPA/FlashAttention are unrelated." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat completions API behavior and Qwen2.5-VL video vision_position_ids are unrelated." + "reason": "OpenAI API request rejection and Qwen2.5-VL video vision_position_ids are different bugs." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation drift for a pipeline flag is not the same as inability to save Pipeline objects." + "reason": "Documentation mismatch for return_all_scores and inability to save Pipeline objects are unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3 output missing fpn_position_embeddings are unrelated attribute errors." + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are different attribute regressions." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both concern loading/saving state, but one is a load error and the other is a save_pretrained regression for Qwen3.5 checkpoints." + "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are both save/load themed but not the same defect." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different serialization paths." - }, - { - "left": "issue:43352", - "right": "issue:43937", - "accept": false, - "reason": "Flash Attention support error for Nemotron differs from GLM generation-config validation failure." - }, - { - "left": "issue:43066", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer decoder type in v5 and Qwen2.5-VL video position IDs are unrelated regressions." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Different missing imports from different modules; no common code-path bug." - }, - { - "left": "issue:44220", - "right": "issue:44655", - "accept": false, - "reason": "Audio feature extraction and Pipeline.save_pretrained are unrelated." + "reason": "Quantized model save failure and Pipeline save_pretrained failure are different save code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and appropriately conservative overall. The only accepted duplicate pair (issue:43618 \u2194 issue:43761) is supported by the packet as the same CLIP vision output regression, and the other soft-edge verdicts stay on the cautious side without overclaiming shared causes." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -13431,15 +13480,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ - "issue:28282", - "issue:33453", + "issue:36010", "issue:36296", "issue:36683", "issue:41669", + "issue:42757", "issue:42890", "issue:43064", + "issue:43066", "issue:43097", "issue:43299", "issue:43352", @@ -13450,12 +13500,13 @@ "issue:43756", "issue:43867", "issue:43881", - "issue:43901", "issue:43906", + "issue:43937", "issue:43976", "issue:43992", "issue:44077", "issue:44117", + "issue:44220", "issue:44242", "issue:44246", "issue:44263", @@ -13467,30 +13518,31 @@ "issue:44492", "issue:44655", "issue:44855", - "issue:44857", "issue:44938", - "issue:44964", - "issue:44977", "issue:45216", "issue:45310", "issue:45357", "issue:45375", + "issue:45381", "issue:45440", "issue:45478", "issue:45479", "issue:45561", - "issue:45588", "issue:45753" ], "soft_pairs": [ + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:36010|issue:42757", "issue:43756|issue:44485", + "issue:44220|issue:44655", "issue:44263|issue:45440", "issue:36683|issue:43525", "issue:43618|issue:45216", "issue:43906|issue:45753", "issue:36683|issue:44242", - "issue:43299|issue:45753", "issue:36683|issue:43881", + "issue:43299|issue:45753", "issue:43352|issue:43976", "issue:43441|issue:44380", "issue:43352|issue:44380", @@ -13498,9 +13550,9 @@ "issue:44380|issue:45479", "issue:43867|issue:45375", "issue:41669|issue:44246", - "issue:43064|issue:44492", "issue:43352|issue:45478", "issue:43618|issue:44380", + "issue:43064|issue:44492", "issue:44355|issue:44855", "issue:36683|issue:44117", "issue:42890|issue:45561", @@ -13512,271 +13564,228 @@ "issue:43064|issue:44655", "issue:36296|issue:43575", "issue:44077|issue:44380", - "issue:43867|issue:44484", - "issue:28282|issue:33453", - "issue:43618|issue:44857", - "issue:43618|issue:45588", - "issue:43618|issue:44977", - "issue:43901|issue:44938", - "issue:44655|issue:44938", - "issue:42890|issue:44964" + "issue:43867|issue:44484" ], - "prepared_review_unit_hash": "7413898c4948b771711287688f34d6e1e1af7664dc13b0d950935fb75eb255df", + "prepared_review_unit_hash": "eb96307c0f8904c7e3d917679a011b40f7f6c099a610a4bb307a75d038d78083", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38412, - "estimated_input_tokens": 9603, - "estimated_eval_tokens": 19462 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy cluster of mostly unrelated Transformers regression reports (model config/loading, flash-attention, save/load, Python-version issues). I only found one convincing duplicate-like pair: import-time slowdown reports in issue:41669 and issue:44246. All other soft pairs look like different bugs that merely share a broad subsystem or symptom class.", - "confidence": 0.77, - "canonical_issue_reason": "issue:41669 is the best canonical issue because it most concretely describes the underlying import-time regression and cleanly subsumes issue:44246's vaguer 'import transformers takes long sometimes' report.", + "summary": "Mostly heterogeneous bug reports across unrelated models/features. The only plausible duplicate-like pair is the import-time slowdown reports (41669/44246); the rest share at most superficial keywords like model names, RoPE, or FlashAttention and are not the same concrete defect.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the strongest representative of the only clear duplicate-like topic in this set and is specific enough to serve as the anchor for deduping the import slowdown reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different models and different failures: FlashAttention 2 unsupported vs invalid GenerationConfig." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen, but one is tokenizer decoder type and the other is video position IDs; different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different packages/symbols, not the same missing-name regression." + }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different model-specific bugs: Smollm3 RoPE-layer count vs GLM-5 RoPE implementation." + "reason": "Both mention RoPE, but they concern different models and different implementation defects." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Unrelated areas: fbank feature extraction vs saving Pipeline objects." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Unrelated failures: a torch.split DSA indexer issue vs DeepseekV3MoE divergence from remote implementation." + "reason": "Different model/code paths: GlmMoeDsaIndexer split behavior vs DeepseekV3MoE divergence." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Similar shape (missing config attribute) but different models and missing fields; not the same bug." + "reason": "Same symptom class, but different configs, models, and missing fields." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "CLIPOutput attentions omission is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "A reproduction of an old issue vs a Qwen3_5 image-specific generation loop; no clear shared code-path." + "reason": "One is a reproduction of an older issue; the other is an infinite-loop bug for a specific image in Qwen3_5." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Both are model/config related, but one is missing vocab_size and the other is load-balancing loss logic." + "reason": "Gemma3 config attribute error vs MoE load-balancing loss computation; different defects." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Qwen3VL MoE loading breakage is unrelated to a Qwen3_5 infinite-loop generation bug." + "reason": "Different models and failure modes: Gemma3 config missing field vs glm-4v-9b loading failure." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Different model-loading failures with different missing attributes/behaviors." + "reason": "Both are Qwen-family issues, but one is a loading regression and the other is a model-generation infinite loop." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support error for a model vs Python version compatibility regression; not the same underlying issue." + "reason": "FlashAttention support issue vs Python-version compatibility issue." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both involve attention backends, but one is a specific model unsupported by FlashAttention 2.0 while the other is GPT-2 scaling being ignored." + "reason": "Different attention backends and different code paths; not the same model bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention-backend bugs affecting different models and code paths." + "reason": "FlashAttention support for Nemotron is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different loading failures: missing embed_tokens.weight for UMT5Encoder vs Qwen3.5 MoE from_pretrained error." + "reason": "Different models and loaders: UMT5Encoder missing weights vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention-backend scaling bug vs a classification-loss degenerate-zero-loss bug." + "reason": "Attention-scaling regression is unrelated to single-label classification zero-loss behavior." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Both are loading-related, but one is state_dict sorting and the other is a missing config field silently dropped by strict parsing." + "reason": "Generic state_dict loading error vs a missing Qwen3_5MoeVisionConfig field; not the same bug." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both report the same underlying import-time slowdown in transformers; one is the more specific root-cause report and the other is the user-facing symptom." + "reason": "Both describe Transformers import-time slowdown; one is a specific cause report and the other a broader symptom report." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." - }, - { - "left": "issue:43352", - "right": "issue:45478", - "accept": false, - "reason": "Similar FlashAttention/version wording, but the affected models and failure modes are different." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "Different attention-related regressions with different symptoms and models." + "reason": "Distributed training optimizer-state bug vs a cache-strategy typo." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file import errors are not the same as a torch.jit.script parsing/IndentationError regression." + "reason": "Compiled-file import errors and a Python 3.13 torch.jit.parse indentation problem are not the same failure." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Both involve missing metadata, but one is a config attribute bug and the other is tokenizer mapping returning None." + "reason": "Missing Gemma3Config field vs tokenizer mapping returning None; unrelated." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to xdist races on captured_info.txt." + "reason": "Test flakiness from missing set_seed and xdist file races are different issues." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "Removed tie_embeddings behavior and FlashAttention support are unrelated." + "reason": "API removal warning vs FlashAttention support bug; unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict sorting load failure vs incorrect visual encoder keys in save_pretrained; different serialization paths." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Both are Python-version compatibility reports, but they concern different versions and failure mechanisms." + "reason": "Both concern Qwen3.5 serialization, but one is a generic sorted-state_dict load error and the other is incorrect visual encoder keys on save; not clearly the same bug." }, { - "left": "issue:43992", + "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5 loading bugs with different missing/mis-generated weights." + "reason": "Same family name but different Qwen3.5 MoE import error vs Nemotron FlashAttention support." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "DSA ReLU absence in indexer is unrelated to DeepseekV3MoE divergence." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Training optimizer-state corruption is unrelated to saving Pipeline objects." + "reason": "Optimizer-state corruption during training vs inability to save Pipeline objects." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug is not the same as Qwen2-57B-A14B-Instruct OOM on load." + "reason": "Tensor-parallel training bug and tp-caused OOM are different symptoms and likely different root causes." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "Patchtsmixer optional post_init policy change is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + "reason": "PatchTSMixer post_init policy issue is unrelated to GPT2 attention scaling." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "A load-model error from sorted state_dict is unrelated to the 50GB max_shard_size question." - }, - { - "left": "issue:28282", - "right": "issue:33453", - "accept": false, - "reason": "Generic import/config errors, but one is an AutoModel PyTorch missing-dependency ImportError and the other is tokenizer loading regression." - }, - { - "left": "issue:43618", - "right": "issue:44857", - "accept": false, - "reason": "CLIP attentions assignment regression is unrelated to LwDetrImageLoss AMP/CUDA crash." - }, - { - "left": "issue:43618", - "right": "issue:45588", - "accept": false, - "reason": "Missing CLIPOutput attentions and flash_attention.py s_aux=None crash are different bugs." - }, - { - "left": "issue:43618", - "right": "issue:44977", - "accept": false, - "reason": "CLIP attentions regression is unrelated to Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:43901", - "right": "issue:44938", - "accept": false, - "reason": "Docs mismatch about return_all_scores is unrelated to Python 3.14 import/load failure." - }, - { - "left": "issue:44655", - "right": "issue:44938", - "accept": false, - "reason": "Saving Pipeline objects and loading transformers on Python 3.14 are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Test seeding flakiness is unrelated to Phi-4 multimodal loading failure." + "reason": "Model loading error vs save_pretrained shard-size question; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 41669/44246 pair is plausibly the only clearly duplicate-like import-slowdown cluster, and the rest of the soft-edge rejections are cautious rather than overstated." + "feedback": "The summary stays close to the packet and does not overclaim. The lone accepted soft-edge pair (41669/44246) is conservatively framed as a slowdown/import-time similarity, while the other verdicts are appropriately cautious about differing models, symptoms, or code paths." }, "evaluator_used": true, "retried": false, @@ -13795,29 +13804,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ + "issue:28282", "issue:30333", "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", - "issue:38617", - "issue:41628", "issue:42548", "issue:42757", "issue:42831", "issue:42890", "issue:43010", - "issue:43299", "issue:43502", "issue:43576", + "issue:43618", "issue:43723", - "issue:43824", "issue:43827", "issue:43874", - "issue:43976", + "issue:43901", "issue:44062", "issue:44075", "issue:44112", @@ -13833,35 +13840,44 @@ "issue:44556", "issue:44655", "issue:44749", + "issue:44857", "issue:44938", "issue:44961", + "issue:44964", + "issue:44977", "issue:45071", "issue:45125", "issue:45278", "issue:45341", "issue:45375", - "issue:45468", "issue:45478", + "issue:45588", "issue:45600", - "issue:45656", "issue:45850" ], "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:44655|issue:44938", + "issue:43901|issue:44938", + "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", "issue:43010|issue:44075", "issue:42890|issue:45341", - "issue:44222|issue:45125", "issue:42548|issue:44351", + "issue:44222|issue:45125", "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", "issue:30990|issue:31795", "issue:45125|issue:45375", "issue:44387|issue:44556", - "issue:30333|issue:33453", "issue:43010|issue:45278", + "issue:30333|issue:33453", "issue:43723|issue:44556", "issue:43502|issue:44222", "issue:43010|issue:44368", @@ -13870,292 +13886,257 @@ "issue:43502|issue:44961", "issue:42831|issue:43874", "issue:30333|issue:36296", + "issue:44355|issue:45071", "issue:44355|issue:44655", "issue:44222|issue:44230", - "issue:44355|issue:45071", "issue:43827|issue:44961", "issue:33453|issue:34689", - "issue:42757|issue:43576", - "issue:43299|issue:44556", - "issue:43010|issue:45656", - "issue:33453|issue:36296", - "issue:43576|issue:45071", - "issue:43576|issue:43824", - "issue:44961|issue:45468", - "issue:31795|issue:38617", - "issue:41628|issue:42548", - "issue:38617|issue:43576", - "issue:43010|issue:43976", - "issue:43576|issue:44938" + "issue:42757|issue:43576" ], - "prepared_review_unit_hash": "657b76dce04fcace7e111f8fb932c0e3b9715a0cb0a2754f7230cc0a059087a6", + "prepared_review_unit_hash": "23f9da61fc978a9e2fe4c2784fa93c4d07b685f3a875c6746bac11057cc2a7a0", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39096, - "estimated_input_tokens": 9774, - "estimated_eval_tokens": 19804 + "soft_pair_count": 36, + "serialized_chars": 37953, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, especially import/loading breakages, but many items are about different symbols, models, or unrelated test/feature bugs. I would not merge the soft pairs; they are too diverse to be true duplicates.", + "summary": "This cluster is mostly a set of superficially similar Transformers issues about loading/import regressions, but the concrete failures vary a lot (tokenizers, model configs, docs, flash attention, FP8, CI, etc.). I do not see any pair that clearly represents the same underlying bug/change.", "confidence": 0.83, - "canonical_issue_reason": "issue:45278 is the best umbrella issue: it broadly captures the recurring v5 import/load regressions that overlap with several other reports, without being as vague as the most generic complaints.", + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering multiple import failures after upgrading from 4.57.0 to 5.5.0 and thus best represents the general regression theme in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest representative for triage because it summarizes the dominant cluster theme (post-upgrade import failures) and is specific enough to anchor related reports.", + "best_issue_reason": "issue:45278 is the best single representative issue because it is wide in scope, user-facing, and aligned with the cluster\u2019s dominant v5 breakage pattern, while the other issues are narrower or unrelated specifics.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading/import problems, but one is a missing PyTorch dependency error and the other is a tokenizer loading regression; different root causes and fixes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions being unset and an AMP float16 crash are different model/runtime failures, not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "One is about CLIPOutput attentions assignment; the other is Qwen3.5 generation with flash-attention. Different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIP attentions regression and flash_attention.py crashing on sink-less models are unrelated issues." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs mentioning return_all_scores is a documentation mismatch, not the Python 3.14 loading problem." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ integration test due to missing set_seed() is unrelated to Phi-4 multimodal model loading." + }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both mention CI/test flakiness, but one is a seed-related SamHQ integration issue and the other is a GraniteSpeech stale device override test; different failing paths." + "reason": "Test flakiness from missing seeds and a GraniteSpeech device override CI failure are different test failures." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Both are test/CI-related, but the bugs are unrelated: missing set_seed in SamHQ tests vs broken auto_mappings references for removed configs." + "reason": "SamHQ test seed flakiness and auto_mappings breaking CI due to removed configs are unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "One is an offline/network regression in from_pretrained; the other is an AddedToken constructor TypeError. No shared concrete code path." + "reason": "local_files_only still triggering API calls is a network/offline bug; AddedToken() argument duplication is a tokenizer constructor bug." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache update no_grad and SGD optimizer args are separate runtime behaviors in different subsystems." + "reason": "Cache update no_grad decoration and SGD optimizer args being ignored are unrelated code-path issues." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Both touch testing utilities, but one is a model test needing seed setup and the other is a generic bug in testing_utils.py; too little evidence of the same defect." + "reason": "Both mention tests, but one is a seed-related integration test flake and the other is a specific bug in testing_utils.py." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Both involve Qwen3.5/MoE/FP8, but one is FP8 save_pretrained and the other is tensor-parallel _tp_plan loading; not the same bug." + "reason": "PreTrainedModel import failure and HybridCache import failure are distinct missing-symbol regressions." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Both are import errors, but for different symbols (PreTrainedModel vs HybridCache) and likely different missing-export paths." + "reason": "FP8 save_pretrained on moe and missing _tp_plan for tensor parallelism are different model export vs parallelism issues." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network access and GLM-5 RoPE implementation are unrelated." + "reason": "Offline API-call leakage and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a slowdown after upgrading to v5.3 are not the same underlying issue." + "reason": "Compiled Python file errors and slower filtering after upgrade are not the same failure." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one reports missing _tp_plan for tensor parallelism while the other is a broader from_pretrained error; insufficient evidence for one concrete fix." + "reason": "Missing tensor-parallel plan and Qwen3.5 MoE from_pretrained errors are related only by model family, not the same bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading gets stuck vs documentation confusion; these are not duplicate bugs." + "reason": "Stuck loading sentence transformers and confusing forward docs are different categories entirely." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "MoE tensor-parallel loading and a missing config field silently dropped by @strict are unrelated." + "reason": "Missing _tp_plan and a missing deepstack_visual_indexes field are different Qwen3.5 MoE issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Both are version-regression complaints, but one is int4 memory/OOM behavior and the other is checkpoint reload compatibility." + "reason": "Int4 quantization OOM from reserved memory growth and inability to reload checkpoints trained on v4.57 are not the same defect." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "MLflow reporting on training failure and tokenizer loading regression are unrelated." + "reason": "Decorator/no_grad concerns on cache updates and broad import errors after upgrade are different code paths." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "No overlap: no_grad cache update vs broad import errors after upgrade." + "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading and checkpoint reload after upgrade are both load-related, but not the same bug or code path." + "reason": "AutoTokenizer.from_pretrained v5 loading problem and checkpoint reload incompatibility are different failure modes." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leakage and FP8 MoE save_pretrained are unrelated." + "reason": "Offline network calls and FP8 moe save_pretrained are unrelated." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update semantics and a tie_word_embeddings warning in Qwen3.5 LoRA are unrelated." + "reason": "cache update no_grad and tie_word_embeddings warning during LoRA fine-tuning are different issues." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application and a DSA indexer ReLU discussion have nothing in common." + "reason": "Liger Kernel not applied with model_init and a DSA indexer missing ReLU are unrelated." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific no_grad cache bug and a generic 'too many models break' complaint are not duplicates." + "reason": "Cache update decoration and a broad complaint that 5.0 breaks too many models are not the same concrete bug." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No relation between offline file loading and the racoon issue." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-patch-count method in GLM46V are different model bugs." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training bug are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44655", - "accept": false, - "reason": "Compiled Python file handling and save_pretrained for Pipeline objects are different features." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related thematically but not the same concrete change." - }, - { - "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type-checking are separate regressions." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Docs still referencing pipeline() and the racoon issue are unrelated." - }, - { - "left": "issue:33453", - "right": "issue:34689", - "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are distinct failures." - }, - { - "left": "issue:42757", - "right": "issue:43576", - "accept": false, - "reason": "Missing is_offline_mode import and broken transformers env command are different v5 breakages." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Qwen3VL MoE loading and checkpoint reload incompatibility are both loading issues, but not the same bug." - }, - { - "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "No_grad cache updates and optimizer step called twice with deepspeed are separate optimizer/runtime behaviors." - }, - { - "left": "issue:33453", - "right": "issue:36296", - "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Offline-file loading bug and a placeholder issue titled 'racoon' are not meaningfully comparable." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Broken env command and PretrainedConfig type checking are not the same issue." + "reason": "FineGrainedFP8 accuracy issues and a missing image-patch-count method in GLM46V are different FP8/model bugs." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "CLI/env command breakage and missing Qwen2.5-VL export are distinct import/command problems." + "reason": "Failed MLFlow reporting and tensor parallel training bug are unrelated training issues." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "No meaningful overlap between the racoon issue and Gemma-4 audio positional encoding." + "reason": "Compiled Python file loading errors and PretrainedConfig type checking regressions are different problems." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Documentation confusion and missing layer_type_validation export are different kinds of issues." + "reason": "Compiled file errors and saving Pipeline objects are unrelated." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Both are import errors, but for different missing names and likely different modules/exports; too broad to merge." + "reason": "FP8 save_pretrained for moe and fp8 inference support for qwen3-vl/qwen3.5 are adjacent but not the same bug." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "An import name error and a broken env command are unrelated." + "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not the same issue." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Cache update no_grad and Python 3.9/3.10 compatibility are separate bugs." + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are different regressions." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are both compatibility issues, but not the same defect." + "reason": "Missing is_offline_mode import and broken 'transformers env' command are separate v5 import/CLI problems, not one bug." } ] }, @@ -14177,12 +14158,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ + "issue:31795", + "issue:33453", "issue:36296", + "issue:38617", "issue:41628", "issue:41669", + "issue:42548", "issue:42890", + "issue:43010", + "issue:43299", "issue:43352", "issue:43408", "issue:43525", @@ -14190,12 +14177,10 @@ "issue:43572", "issue:43576", "issue:43673", - "issue:43827", - "issue:43874", + "issue:43824", "issue:43901", "issue:43976", "issue:44038", - "issue:44077", "issue:44246", "issue:44261", "issue:44273", @@ -14207,12 +14192,9 @@ "issue:44360", "issue:44373", "issue:44393", - "issue:44492", "issue:44556", "issue:44623", "issue:44704", - "issue:44829", - "issue:44861", "issue:44908", "issue:44961", "issue:45003", @@ -14220,15 +14202,25 @@ "issue:45092", "issue:45125", "issue:45230", - "issue:45278", - "issue:45341", "issue:45362", - "issue:45478", + "issue:45468", "issue:45542", + "issue:45656", "issue:45753", "issue:45850" ], "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43010|issue:45656", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43010|issue:43976", + "issue:43576|issue:44351", "issue:44908|issue:44961", "issue:36296|issue:43901", "issue:41628|issue:44355", @@ -14239,16 +14231,16 @@ "issue:44623|issue:45230", "issue:44393|issue:45753", "issue:43576|issue:44556", - "issue:44038|issue:45125", "issue:44393|issue:45071", + "issue:44038|issue:45125", "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:44373|issue:44961", "issue:43572|issue:45850", "issue:45362|issue:45850", - "issue:44704|issue:44908", "issue:42890|issue:44908", + "issue:44704|issue:44908", "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:43976|issue:44393", @@ -14256,290 +14248,284 @@ "issue:43576|issue:44908", "issue:44908|issue:45071", "issue:44297|issue:45230", - "issue:41669|issue:44351", "issue:44295|issue:45230", - "issue:43673|issue:44492", - "issue:41669|issue:45341", - "issue:45278|issue:45850", - "issue:44393|issue:45478", - "issue:43874|issue:45850", - "issue:44315|issue:44829", - "issue:41669|issue:44492", - "issue:43827|issue:44908", - "issue:44077|issue:44861" + "issue:41669|issue:44351" ], - "prepared_review_unit_hash": "2082ef0bb15b724250fda3cd5be71d8f6fc34d4fa67aedd2d90e9c7b0845ffda", + "prepared_review_unit_hash": "be4369d3a697b11073603a1fb4d302183c07fadea12d9e813d4cd0e982026e18", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38444, - "estimated_input_tokens": 9611, - "estimated_eval_tokens": 19478 + "soft_pair_count": 40, + "serialized_chars": 38946, + "estimated_input_tokens": 9737, + "estimated_eval_tokens": 19730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of unrelated Transformers issues, with one clear duplicate-like pair around import/lazy-loading slowness. Most other pairs share only broad theme words (v5 regressions, import problems, specific model bugs) rather than the same concrete defect.", + "summary": "The set is a loose collection of mostly unrelated issues, with several broad v5 regression/import reports but no clear duplicate pairs. I would not merge any of the soft candidates; they share subsystems at most, not the same concrete bug.", "confidence": 0.73, - "canonical_issue_reason": "issue:44246 is the best anchor for the only clear duplicate subgroup: it is the broadest and most central report about `import transformers` being slow, and it aligns closely with the more specific lazy-loading complaint.", + "canonical_issue_reason": "issue:45850 is the best umbrella-style issue in this set: it is broad, open, and explicitly about many model breakages after v5, so it is the most plausible dedupe anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the strongest representative issue in this set because it captures the import/lazy-loading regression at a higher level and has the clearest overlap with the only accepted soft duplicate.", + "best_issue_reason": "Same choice; it is the only issue that reads like a catch-all report rather than a single narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 model-loading regressions, but they target different model families and different failure contexts." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache/no_grad decoration and double optimizer stepping are different training-path bugs." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are separate issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "An env command regression and a PretrainedConfig type-checking regression are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The titles are unrelated and point to different model/content areas." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion for forward arguments is unrelated to an import error." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import failures, but for different symbols with no evidence of one shared root cause." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing configuration_utils symbol and broken env command are different problems." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "A cache update autograd issue and a Python-version support issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Different missing/broken import paths; no clear single underlying code-path defect." + }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Different topics entirely: scheduler kwargs vs an unrelated one-word issue." + "reason": "Scheduler kwargs handling and a nonsensical title are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and a docs mismatch for text classification are unrelated." + "reason": "Tensor-parallel training and TextClassificationPipeline docs are not the same bug." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Both are errors, but one is a missing top-level import and the other is a runtime problem with compiled Python files." + "reason": "Top-level import failure and compiled-file execution errors do not match." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallelism vs a BeitImageProcessorFast `reduce_labels` bug; no shared code-path." + "reason": "Training bug and BeitImageProcessorFast label reduction bug are different code paths." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Different model families and different failures; not the same underlying bug." + "reason": "These are different numerical/model-component issues with no shared concrete defect." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch loading behavior, but one is lazy loading not working and the other is unsafe `sys.modules` access; too different to merge." + "reason": "Lazy loading failure and unsafe sys.modules access are related in theme but not clearly the same bug." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading/import behavior is unrelated to the TensorBoard-without-TF backend error." + "reason": "Lazy loading and a missing TensorFlow backend guard are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A specific `save_pretrained` file-missing bug and a generic bug report are not duplicates." + "reason": "A specific save_pretrained bug and a generic bug report title are not enough to establish duplication." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3-VL/Qwen3_5 vision behavior, but the symptoms and concrete failures differ too much." + "reason": "Both involve Qwen3 variants, but one is bbox output error and the other is an infinite loop on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but one is the `transformers env` command and the other is checkpoint reload incompatibility." + "reason": "Broken env command and checkpoint reload incompatibility are different regression reports." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "General Qwen3-VL-Moe bug vs missing `_tp_plan` for tensor parallelism; different problems." + "reason": "A vision-model output bug and a config type-checking regression are unrelated." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Vision hallucination/bounding-box failure is not the same as a `PretrainedConfig` type-checking regression." + "reason": "Qwen3-VL model loading and tensor-parallel plan support are different issues." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific missing config attribute in Llama4 vs a broad complaint that v5 breaks many models." + "reason": "A missing pad_token_id attribute in one config is much narrower than the broad v5-breakage umbrella." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star slowdown and missing generation cache in chunked prefill are different bugs." + "reason": "Import-* performance regression and generation cache missing during chunked prefill are different problems." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade compatibility issues, but they affect different model families and failure mechanisms." + "reason": "Both are upgrade/loading regressions, but they involve different model families and specific failure modes." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "A docstring bug and an unrelated issue title are not duplicates." + "reason": "Wrong docstring for position_ids and an unrelated title are not duplicates." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is too specific to be the same as a vague global v5 complaint." + "reason": "A specific StableLmConfig field regression is not the same as a broad 'many models break' report." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash is a concrete model bug, not the same as a broad regression report." - }, - { - "left": "issue:45278", - "right": "issue:45850", - "accept": false, - "reason": "Both are about v5 breakage, but one is specifically many import errors after upgrade and the other is a generic complaint; not the same bug." - }, - { - "left": "issue:43874", - "right": "issue:45850", - "accept": false, - "reason": "Specific GLM46V multimodal token bug vs a broad v5 breakage report." + "reason": "A specific Qwen3.5 chat crash is too narrow to be the same issue as a generic v5 breakage umbrella." }, { - "left": "issue:44704", + "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs handling are unrelated." + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." }, { - "left": "issue:42890", + "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Seed-related integration flakiness and scheduler kwargs are different problems." + "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are different code paths." }, { "left": "issue:44246", "right": "issue:44273", - "accept": true, - "reason": "These describe the same import/lazy-loading regression: one says imports are intermittently slow, the other says lazy loading is not working properly." + "accept": false, + "reason": "Import slowdown and lazy-loading malfunction are related only broadly; no same underlying bug is shown." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning and Liger Kernel application are different code paths and symptoms." + "reason": "A model-type warning and Liger Kernel not being applied are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility is unrelated to the Qwen3-VL bounding-box issue." + "reason": "Python support regression and Qwen3-VL bounding-box hallucination are not the same issue." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support limitations are a different issue from the Qwen3-VL output problem." + "reason": "Flash-Attention support warning and a vision output bug are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The env command regression is unrelated to scheduler kwargs." + "reason": "Broken env command and scheduler kwargs handling are unrelated." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer class metadata mismatch in `save_pretrained` is not the same as a generic bug report." + "reason": "Scheduler parameter forwarding and PretrainedConfig type checking do not share a concrete bug." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Import-star performance cost and missing `HybridCache` import are distinct import-related bugs." + "reason": "Tokenizer save_pretrained mismatch and a generic bug report title are not enough to infer duplication." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position-ids buffer reading error and a generic bug report do not match." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Chunked-prefill cache regression and a typo in cache strategies are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Import performance regression and a testing utility bug are not the same defect." - }, - { - "left": "issue:45278", - "right": "issue:45850", - "accept": false, - "reason": "Duplicate theme only at a very high level; the specific failure mode differs and should not be merged." - }, - { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen3.5/Qwen3-VL failure modes with no evidence of a shared code-path." - }, - { - "left": "issue:43874", - "right": "issue:45850", - "accept": false, - "reason": "Specific GLM46V multimodal-token bug vs a generic v5 complaint." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Liger Kernel not applied during model init and Flash Attention 3 degenerate training are different issues." + "reason": "position_ids buffer access error and a generic bug report title are not enough to infer duplication." }, { "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import slowdown vs a typo in cache strategy text are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44908", - "accept": false, - "reason": "Docs for removed pipeline APIs and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:44077", - "right": "issue:44861", + "right": "issue:44351", "accept": false, - "reason": "PatchTSMixer post-init policy and tied-weight key handling are different model internals, not the same bug." + "reason": "Both touch imports, but one is a performance cleanup and the other is a missing export/import error." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative: it identifies only one plausible duplicate-like pair (44246/44273) and treats the rest as largely unrelated. I don\u2019t see evidence of overstatement in the soft-edge verdicts." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14554,7 +14540,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-391", + "cluster_id": "cluster-15354-392", "nodes": [ "issue:30333", "issue:31515", @@ -14575,35 +14561,52 @@ "issue:43572", "issue:43576", "issue:43606", + "issue:43673", "issue:43704", + "issue:43827", + "issue:43874", + "issue:44077", "issue:44230", "issue:44261", "issue:44263", "issue:44273", "issue:44315", "issue:44360", + "issue:44393", "issue:44485", "issue:44492", "issue:44623", "issue:44655", + "issue:44829", "issue:44861", "issue:44908", "issue:44998", "issue:45092", "issue:45230", + "issue:45278", "issue:45290", "issue:45310", "issue:45341", "issue:45468", + "issue:45478", "issue:45850" ], "soft_pairs": [ + "issue:43673|issue:44492", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:44315|issue:44829", + "issue:41669|issue:44492", + "issue:43827|issue:44908", + "issue:44077|issue:44861", "issue:31795|issue:33453", "issue:41669|issue:44908", "issue:42371|issue:44492", "issue:43576|issue:44273", - "issue:44360|issue:45468", "issue:44655|issue:44861", + "issue:44360|issue:45468", "issue:44492|issue:45850", "issue:44273|issue:44908", "issue:45230|issue:45310", @@ -14641,286 +14644,340 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "74e0136bdbba713ac92fdbe20e7a436c69b67af734cf1a3c48b6088bda4b7351", + "prepared_review_unit_hash": "ed99a9b9ecb3d4bce0a2419324cd37a9084fbd01034a76c97c08cd9963b9c746", "component_budget": { - "node_count": 391, - "item_count": 391, - "soft_pair_count": 1476, - "serialized_chars": 759370, - "estimated_input_tokens": 189843, - "estimated_eval_tokens": 379942 + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 }, "budget": { - "node_count": 40, - "item_count": 40, - "soft_pair_count": 42, - "serialized_chars": 34927, - "estimated_input_tokens": 8732, - "estimated_eval_tokens": 17720 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 42263, + "estimated_input_tokens": 10566, + "estimated_eval_tokens": 21388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues. The only clear common thread is broad v5 regression fallout, but the individual soft pairs do not look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella report here: it explicitly frames Transformers v5 as breaking many models, so it can serve as the top-level tracker for related regression reports.", + "summary": "This cluster is noisy and mostly composed of unrelated issues that happen to mention Transformers v5 regressions, loading/import errors, or model-specific bugs. None of the soft edges are strong duplicates under a strict triage standard. Issue 45278 is the best umbrella representative for the cluster\u2019s dominant v5 import/model-loading regression theme.", + "confidence": 0.79, + "canonical_issue_reason": "45278 is the most concrete umbrella report: it describes broad import/model-loading failures after upgrading to v5.5.0 and is more actionable than the vaguer v5 complaints.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the best representative of the cluster because it is broad, current, and could subsume multiple v5-related complaints, even though it is not a precise root-cause report.", + "best_issue_reason": "45278 best represents the cluster because it captures the common post-v5 breakage theme without being too vague, unlike 45850.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Different bugs: generation cache missing vs a typo in cache strategies." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: import-star cleanup performance issue vs a testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is a concrete import-error report and the other is too vague to be the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific issues: 2D bbox hallucination vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Specific multimodal processor API crash vs a generic v5 complaint; not the same defect." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: model_init/Liger kernel application vs flash_attention_3 training degeneration." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star refactor/perf issue is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different failures: patchtsmixer post_init validation vs tied-weight key handling." + }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Different problem types: documentation wording vs tokenizer loading regression." + "reason": "Documentation confusion about model.forward args is not the same as tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Import-star cleanup is unrelated to scheduler kwargs not being passed." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings behavior and a cache-strategy typo are unrelated." + "reason": "TF32 settings documentation issue is unrelated to a cache-strategy typo." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command is not the same code path as lazy loading behavior." + "reason": "Broken env command and lazy loading failure are different features and different bugs." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "DSA indexer/ReLU complaint is unrelated to Gemma-4 audio positional encoding." + "reason": "Saving Pipeline objects and tied-weight key crashes are unrelated." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Saving pipelines and tied-weight-key crashes are different save-path bugs." + "reason": "DSA ReLU concern is unrelated to Gemma audio positional encoding." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo report is not the same as the broad v5 breakage umbrella." + "reason": "A typo in cache strategies is not the same as a generic complaint that v5 breaks models." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "The first is too generic to establish the same concrete from_pretrained failure as the Qwen3.5 MoE report." + "reason": "One is a generic bug report placeholder; the other is a specific Qwen3.5 MoE loading error." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different models and different logic: timestamp calculation vs RoPE implementation." + "reason": "Different model internals: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import cleanup/perf work is unrelated to a VRAM leak in dataloader threads." + "reason": "Import-star usage cleanup is unrelated to a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp math in Qwen3VL and scheduler keyword propagation are unrelated." + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion and Llama 3.2 model loading regression are not the same bug." + "reason": "Doc wording confusion is not the same as a Llama 3.2 model-loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Docs issue vs flash-attention import error; no shared code-path bug." + "reason": "Model.forward docs issue is unrelated to the missing flash-attention import error." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both mention loading/init, but they target different models and different failures." + "reason": "Liger/model_init application and old remote-code checkpoint meta-init incompatibility are different bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak under threading is unrelated to GLM-5 RoPE math." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation and audio positional encoding are different model-specific issues." + "reason": "Different models and different subsystems: RoPE vs audio positional encoding." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration and VRAM leakage are unrelated." + "reason": "TF32 API guidance is unrelated to a VRAM leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage and timestamp calculation are unrelated." + "reason": "local_files_only network requests and timestamp calculation are unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation bug is unrelated to missing processor save files." + "reason": "Timestamp math and missing files on save_pretrained are different issues." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different failures: timestamp math vs multi-thread VRAM leak." + "reason": "Qwen3VL timestamp calculation and VRAM leakage are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling and Gemma audio encoding are unrelated." + "reason": "torch.split return values issue is unrelated to Gemma audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a different bug than Gemma audio positional encoding." + "reason": "CPU offload device mismatch is unrelated to audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA and Gemma audio positional encoding are different implementation issues." + "reason": "MLA rms_norm_eps precision mismatch is unrelated to Gemma audio positional encoding." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak and a testing_utils bug are unrelated." + "reason": "VRAM leak bug is unrelated to a testing_utils issue." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-v5 complaints, but they describe different concrete failures and code paths." + "reason": "Both mention tokenizer v5 changes, but one is a broad behavior change and the other a specific decoder-type mismatch; not clearly the same defect." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder 'Unemployment' issue." + "reason": "Scheduler kwargs bug is unrelated to the placeholder unemployment issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash and apply_chat_template tool-call crash are different code paths." + "reason": "Tied-weight key crash and chat-template tool-call crash are different code paths." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak in threading and the unrelated placeholder issue are not duplicates." + "reason": "VRAM leak bug is unrelated to the placeholder unemployment issue." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star cleanup/perf issue does not match the unrelated placeholder issue." + "reason": "Import-star cleanup issue is unrelated to the placeholder unemployment issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id and tied_weight_key crashes are unrelated." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Wrong tokenizer decoder type and the unrelated placeholder issue are not the same bug." + "reason": "Tokenizer decoder-type bug is unrelated to the placeholder unemployment issue." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx and tied-weight-key crashes are separate compatibility bugs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key crashes." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Both are loading-related, but one is slow checkpoint loading and the other is an ImportError." + "reason": "Slow from_pretrained checkpoint loading and a missing import name are unrelated." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to the placeholder issue." + "reason": "DSA indexer ReLU concern is unrelated to the placeholder unemployment issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained missing files." + "reason": "FP8 support request is unrelated to missing processor files on save_pretrained." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow failure reporting and slow checkpoint loading are unrelated." + "reason": "MLflow reporting after failed training and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor-parallel training bugs are different issues." + "reason": "Slow checkpoint loading and tensor-parallel training bug are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and documentation confusion are unrelated." + "reason": "Checkpoint loading speed issue is unrelated to model.forward doc confusion." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5, but FP8 inference support and a from_pretrained error are not the same concrete bug." + "reason": "FP8 inference support request is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint load slowness and tokenizer-loading regression are not the same failure." + "reason": "Slow from_pretrained checkpoint loading is unrelated to tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and Qwen fp8 inference support are different feature gaps." + "reason": "Continuous batching not supporting audio models is unrelated to FP8 inference support." } ] }, @@ -14950,12 +15007,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "519d87cc20a230a2a3f40bc380aef1c2475c503c0ce9f47bc203d14abd88334a", + "prepared_review_unit_hash": "280e1d612c296538eee9e61be0408b96a4c8b34a3f3ed7e2b372b90d5eb322ed", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -14963,7 +15020,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -14972,18 +15029,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They concern different features and code paths, so the soft link should be rejected.", + "summary": "These are two separate feature requests in the same project area, but they target different integrations: Flash Attention 2 support vs GGUF support. They should not be clustered as duplicates or one canonical item.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue fits both items because they request different capabilities for different architectures/formats, with no shared code-path or concrete overlap.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #33260 is the more active and recent enhancement request, with more inbound references; it is the better representative issue in this cluster, though it is not a duplicate of #26350.", + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick one representative for its own topic, issue #26350 is the clearer single feature request, but it does not represent the GGUF request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying feature requests: Flash Attention 2 support vs GGUF support. They target separate functionality and are not the same bug or change." + "reason": "Different feature areas and underlying changes: Flash Attention 2 support is an attention backend/architecture feature, while GGUF support is a model-format/loader feature. They are not the same bug or change." } ] }, @@ -15020,70 +15077,70 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "57e9692166a6300ac44fc31a952b9144d3960b11c7d5cb8da932fc36bb01b983", + "prepared_review_unit_hash": "4700850f3349f8e408577c184590c602d100ceffb4c0f56f54a2d8c046c147b8", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all docs translation request issues with highly similar template titles, but they do not provide enough evidence to treat them as the same underlying request. The Turkish-specific issue is concrete; the others look like placeholder/template variants that may refer to different languages.", - "confidence": 0.94, - "canonical_issue_reason": "issue:27088 is the most concrete and specific item: it names Turkish explicitly, while the other issues use generic placeholder titles and do not show a shared target language or identical request.", + "summary": "These are all documentation-translation request issues, but they do not look like the same underlying request or bug. The Turkish-specific issue is distinct from the generic language-template issues, and the generic ones lack evidence that they refer to the same language or same translation task.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR] Turkish) and is more informative than the generic placeholder-style issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the best representative issue because it is specific, actionable, and not just a template placeholder.", + "best_issue_reason": "27088 is the best representative of the cluster because it has a specific target language and a fully qualified title, unlike the placeholder issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same broad i18n-docs theme, but no evidence they target the same language or the same request; one is Turkish-specific and the other is a generic template issue." + "reason": "Different translation requests: Turkish vs an unspecified language-template issue; same broad docs translation theme, but not the same underlying task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "The titles are superficially similar, but the generic placeholder issue does not show it is the same Turkish translation request." + "reason": "The titles indicate different language-targeted translation requests; no evidence they are duplicates of one another." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "No proof these are the same underlying issue; 27088 is explicitly Turkish, while 43834 is a generic language template." + "reason": "Turkish-specific request versus a generic language placeholder issue; similarity is only in the template text." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic translation-template issues, but there is no concrete language target or identical request evidence to merge them." + "reason": "Both are generic template-style issues, but there is no concrete evidence they refer to the same language or same translation effort." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "The near-identical template titles are not enough to confirm the same issue; they could be separate translation requests for different languages." + "reason": "Identical template phrasing alone is not enough to treat them as the same issue; they may represent different languages or separate requests." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "They look templated and similar, but without explicit language targets or shared unique details, they should not be treated as duplicates." + "reason": "Same placeholder title format, but no explicit target language or shared identifiers to confirm a duplicate." } ] }, @@ -15160,12 +15217,12 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "774ef35ef344ffc8d750041b305d6553f672888c3f09c1fb512514bd140073a8", + "prepared_review_unit_hash": "2d3a7ceb968fc82c3619d90a1f0763914c3e3976e13e728834b5ff1f2a2527f5", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20705, + "serialized_chars": 20708, "estimated_input_tokens": 5177, "estimated_eval_tokens": 10610 }, @@ -15173,7 +15230,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20705, + "serialized_chars": 20708, "estimated_input_tokens": 5177, "estimated_eval_tokens": 10610 }, @@ -15182,222 +15239,222 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are superficially similar model-request issues, but they target different architectures and products (vision, audio, OCR, BERT-like, etc.). They are not duplicates of the same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out: the cluster contains distinct requests for different models, not one shared bug or feature.", + "summary": "This cluster is mostly a set of separate model-request issues (BERT variants, ASR/TTS, OCR, DETR, perception encoders, sparse transformers). They share a generic \u201cadd model support\u201d pattern, but not the same underlying bug or change, so I found no true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items request different models and capabilities, so they are not duplicate reports of one bug/change.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping; the items are separate model-support requests and should remain independent.", + "best_issue_reason": "No best issue for deduplication: the cluster is too broad and the requests are independent, so none safely represents the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different requested models (EuroBert vs DEIMv2); only the generic 'add model' framing matches." + "reason": "Different model families: EuroBert vs DEIMv2; same broad request style only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions with different code paths." + "reason": "EuroBert config support vs Qwen3-TTS support; unrelated model types." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different model families; not the same feature request." + "reason": "EuroBert vs RF-DETR are different models and different code paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection models; no duplicate underlying change." + "reason": "RF-DETR and DEIMv2 are distinct vision models, not the same request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a vision model request, while LFM2.5 Audio is an audio-model request." + "reason": "RF-DETR vs LFM2.5 Audio 1.5B target different domains and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different model targets and likely different integration paths; not a single duplicate request." + "reason": "RF-DETR and circuit-sparsity are unrelated architecture requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different modalities and support requests." + "reason": "RF-DETR (detection) and Qwen3-ASR (speech recognition) are different features." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR (vision) and Qwen3-TTS (speech generation) are unrelated model additions." + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated models with different architecture and modality." + "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request are not the same model or code change." + "reason": "NeoBERT vs circuit-sparsity/circuitgpt are unrelated requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a BERT-like NLP model; LFM2.5 Audio is an audio model request." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are not the same underlying change." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model variants; similar naming only." + "reason": "NeoBERT and ModernVBERT are different BERT variants with distinct support needs." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct model requests across different domains." + "reason": "RF-DETR and NeoBERT are unrelated model support requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 model architecture and Qwen3-ASR support are different requests." + "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different models/tasks." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer proposal are not the same underlying model change." + "reason": "MiniCPM3 and weight-sparse transformer support are separate changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model additions, not duplicates." + "reason": "MiniCPM3 and ModernVBERT are distinct architectures, not duplicates." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model support requests with different modalities." + "reason": "MiniCPM3 vs Voxtral-4B-TTS-2603 are different model integrations." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests; only broad similarity exists." + "reason": "DEIMv2 and Qwen3-TTS are unrelated models and code paths." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are distinct speech/NLP model requests." + "reason": "ModernVBERT and Qwen3-ASR are different requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different models and different tasks." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are related only at a naming level, not the same concrete change." + "reason": "ModernVBERT and BERT-like models with RoPE overlap only in theme, not in concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are not the same feature." + "reason": "RoPE-enabled BERT-like models and Voxtral TTS are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are both audio-related but still different model support requests." + "reason": "Qwen3-TTS and Qwen3-ASR are related branding but different tasks and support work." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests, not one duplicate fix." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." + "reason": "Qwen3-TTS and weight-sparse transformer support are different underlying changes." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "TTS support and the weight-sparse transformer request are unrelated model changes." + "reason": "Qwen3-TTS and Voxtral TTS are different models, not one duplicate issue." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43671", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and EUPE are different model requests in different subsystems." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but not the same model or implementation." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio models." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model requests; no shared duplicate change." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families and tasks." }, { - "left": "issue:43671", - "right": "issue:43909", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model support requests." + "reason": "Weight-sparse transformer/circuitgpt and EUPE are unrelated architecture proposals." }, { - "left": "issue:44121", + "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model proposals with different semantics." + "reason": "Qwen3-ASR and EUPE are different domains with no shared code-path issue." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated changes." + "reason": "Qwen3-ASR support and weight-sparse transformer support are distinct changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech model support requests." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models/tasks." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model areas and changes." } ] }, @@ -15438,12 +15495,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "2465db6d3a1554098e99f145482d26e3767baebc94884ad91c807f8cff6eda83", + "prepared_review_unit_hash": "77ef16526c220b120ad705a68773149b9490ca1c85b97c48a0b194a9fca5d392", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6289, + "serialized_chars": 6291, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -15451,7 +15508,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6289, + "serialized_chars": 6291, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -15460,60 +15517,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: the issues span unrelated models, tokenizer warnings, config typing, and a stray typo. No soft edge should be accepted.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are unrelated bugs across different components (Llama4, Mask2Former, ModernBERT, quantization, tokenizer regex warnings).", + "summary": "These issues are only loosely similar by being small correctness/typo-style reports, but they cover different models, configs, and tokenizer behavior. I do not see any true duplicate pairs in this cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43668 is the cleanest representative of the loose similarity cluster: a small, concrete config/type-correctness bug. The other issues are separate model, loss, tokenizer, or typo problems rather than the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative; if forced, 43668 is the cleanest standalone bug report, but it does not represent the rest of the cluster.", + "best_issue_reason": "43668 is the most suitable anchor because it is precise and actionable, but it should still be treated as its own issue rather than a duplicate umbrella for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different model/component and different bug class: Llama4 norm behavior vs ModernBERT config type hint." + "reason": "Different bug classes: Llama4 normalization semantics vs ModernBERT config type hint. No shared code path or concrete duplicate signal." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value being unused is unrelated to kwargs not being forwarded to a loss function." + "reason": "Mask2Former ignore_value handling and loss-kwargs forwarding are distinct bugs in different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different subsystems and symptoms: model loss parameter handling vs tokenizer regex warnings." + "reason": "Segmentation loss parameter usage is unrelated to the tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "An unused loss parameter and a typo in a quantization attribute are not the same underlying bug." + "reason": "Unrelated issues: model loss parameter usage vs a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "These are separate issues in different models: Mask2former loss wiring vs ModernBERT config typing." + "reason": "Different subsystems and defects: Mask2Former behavior vs a ModernBERT config annotation bug." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding bug and a config type-hint error are unrelated." + "reason": "Loss-function kwargs propagation is unrelated to a config type-hint mistake." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERTConfig typing issue does not match the tokenizer regex warning regression." + "reason": "ModernBERT config typing and tokenizer regex warnings are separate, non-overlapping bugs." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Config type hint incorrectness and a typo in a quantization symbol are different problems." + "reason": "Both are small correctness issues, but one is a config type hint and the other is a string/attribute typo; not the same underlying bug." } ] }, @@ -15543,7 +15600,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "827e6bd2a0944778c7ad390c12ebb457d7fc7e7be8d36660672ebd8ea990a9c2", + "prepared_review_unit_hash": "c36a7eacc89892d9fa28a706ce07b0b0b2a36f68a5bdaa7afd47cbfbbb732b84", "component_budget": { "node_count": 2, "item_count": 2, @@ -15565,18 +15622,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated open issues: one about block decoding behavior and one about adding DeepSeek v3.2 support. No shared targets, filenames, or explicit linkage suggests duplication.", + "summary": "These two issues are unrelated: one requests block decoding support, the other requests DeepSeek v3.2 support. They should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "#41084 is the more specific implementation/behavior issue; #43037 is a model-support request and does not appear to be a duplicate of it.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong global canonical for the other because they cover different product areas and different kinds of work.", + "best_issue_reason": "Neither issue is a good canonical representative because they describe different feature requests and do not appear to be the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different subjects and likely different code paths: block decoding vs DeepSeek v3.2 model support. Soft similarity alone is not enough to treat them as the same underlying bug or change." + "reason": "Titles and likely intent differ substantially: block decoding vs. DeepSeek v3.2 model support. No evidence they target the same bug/change." } ] }, @@ -15606,7 +15663,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "932a3ee1df1b0e3bccc096c5ca5449d3ecc4bcd6ebff5514aacbb40ab393d1fe", + "prepared_review_unit_hash": "f0195d356360e4be2cf96a025d3e360b8b81ec2d6d81775a2a3a3b9b9ceaa5f2", "component_budget": { "node_count": 2, "item_count": 2, @@ -15628,18 +15685,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior/customization, the other about FLOPs estimation for custom trainers. They should not be clustered as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #43598 is the better representative because it states a specific Trainer customization problem and is more directly about a code-path behavior change.", + "summary": "These are related only at a broad theme level (custom trainers/Trainer extensibility), but they describe different problems and code paths: one is about `remove_unused_column`, the other about FLOPs estimation. I would not treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more specific Trainer customizability problem centered on `remove_unused_column`, making it a clearer canonical representative for that topic.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the strongest issue to keep as the cluster representative; #43600 is a separate Trainer accounting problem rather than the same bug.", + "best_issue_reason": "Issue #43598 is the best single issue to keep because it names a concrete Trainer behavior and likely has the most actionable scope among the two.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share a broad Trainer/customization theme, but the concrete problems differ: unused-column removal vs FLOPs estimation for custom trainers." + "reason": "Different underlying issues: `remove_unused_column` behavior vs FLOPs estimation for custom trainers. They share a general Trainer/custom-trainer context but do not look like the same bug or change." } ] }, @@ -15669,7 +15726,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "f4c92435dc4ee3df0a87e4596eb4d92012908abe7a0885c5b430b3e83c35fb23", + "prepared_review_unit_hash": "2285fc9cddcb14291f775cbae5a0e9c9d7f2343015c5eaa2b5b613e46a929b46", "component_budget": { "node_count": 2, "item_count": 2, @@ -15691,18 +15748,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one request is for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other is for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different head/task support.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits both; they describe different underlying changes and should remain separate.", + "summary": "These are both model-support requests for Qwen variants, but they target different capabilities and different model families: Qwen3-Omni auto-class registration versus Qwen3.5 sequence-classification support. They do not look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong global canonical for the cluster because the requests are unrelated in model family and API surface.", + "best_issue_reason": "No single issue cleanly represents both items because they request different functionality; if forced, issue 43684 is the broader registration request, but it 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 requests: Qwen3-Omni model registration vs Qwen3.5 sequence-classification support. They do not fix the same code path or change." + "reason": "Different model families and different requested support: AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni versus AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same code path or mergeable fix." } ] }, @@ -15739,12 +15796,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "279365bda713883de957e004ac3ce915d1284e6cf5084ffe538f356ac363dac6", + "prepared_review_unit_hash": "65e5db4f89c74b105667aaf03e8ce93cebc1381a6fb267c0fa92cbe6347c3f08", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15752,7 +15809,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15761,48 +15818,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly low-information spam-like issues. The three \"huggingface\" tickets are superficially similar, but there isn\u2019t enough body detail, repro, or target evidence to safely treat them as confirmed duplicates. \"Fett\" looks unrelated.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43845 is the best available anchor only because it is the earliest of the repeated \"huggingface\" reports; however, all of these issues are too sparse to prove a real duplicate bug.", + "summary": "This cluster looks like low-signal issue noise: three near-identical issues titled \"huggingface \" and one unrelated short title \"Fett\". There isn\u2019t enough substantive content to confidently merge any pair as the same underlying bug.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43845 is the best representative because it is the earliest of the repeated \"huggingface \" issues and closest to the apparent duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the most plausible cluster representative for triage since it matches the repeated title pattern and is the earliest candidate, but the report quality is too poor to call it a strong canonical.", + "best_issue_reason": "43845 is the most canonical issue candidate: earliest among the repeated-title issues, with the same minimal wording as 43846 and 43859.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared bug details, targets, or files; similarity alone is not enough." + "reason": "Different titles and no body or target details to indicate the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying problem." + "reason": "Different titles and no concrete evidence of a shared underlying problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No substantive content to connect \"Fett\" with the \"huggingface\" reports." + "reason": "Different titles; the available metadata is too thin to treat them as duplicates." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Identical titles, but the bodies are too thin to confirm the same bug or one concrete duplicate change." + "reason": "Identical short titles, but there is no substantive description or target evidence to confirm the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same broad title only; no repro, target, or code-path evidence tying them together." + "reason": "Same generic title text, but the record lacks enough detail to safely merge them as one bug." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Shared title pattern only; insufficient detail to accept as the same issue." + "reason": "Same generic title text, but no body/target evidence establishes a shared underlying issue." } ] }, @@ -15843,88 +15900,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "0b5dbb12d7c3895d4bfaab7863562af247e50e9b60c009ad856995977a29fc64", + "prepared_review_unit_hash": "6a037fe9c8df00aea33cf06d23992ec1d75af707ac746967ef7fa0185b2ac6e5", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like low-information or spam-like issues rather than a real duplicate set. The only somewhat descriptive item is the documentation suggestion issue; the others are placeholder/spam titles.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44418 is the most informative and least spam-like title in the set; the others are obvious placeholders or spam-style posts.", + "summary": "All items are low-information spam/placeholder issues with different surface titles and no evidence of a shared underlying bug or change. They should not be merged as duplicates; treat them as separate junk reports, with one generic spam issue as the best representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44371 is the earliest clear spam placeholder ('') and is as representative as any other item in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the best representative of the cluster because it has the clearest, non-placeholder title, even though the overall cluster is not a strong duplicate group.", + "best_issue_reason": "issue:44371 is the best representative because it is a generic spam placeholder and predates the other similarly empty items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are placeholder '' issues, but there is no evidence they describe the same underlying report rather than separate spam posts." + "reason": "Both are generic spam placeholders, but there is no concrete shared bug/change to justify duplicate merging." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same title is not enough here; these look like independent spam/placeholder issues with no shared substantive content." + "reason": "Both are generic spam placeholders, but the cluster lacks any actual technical issue identity to unify." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a documentation suggestion; they do not appear to be the same issue." + "reason": "One is spam-like and the other is a documentation suggestion; they do not describe the same underlying problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a specific-sounding title are not enough to conclude a shared underlying bug/change." + "reason": "'' and 'Check out \"Google LLC\"' are different spam-style titles with no evidence of the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement vs placeholder spam; no concrete overlap in problem statement." + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement vs placeholder spam; they are not the same underlying issue." + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam titles alone are insufficient evidence of the same underlying bug/change." + "reason": "They are both spam placeholders, but there is no concrete underlying bug/change to establish a true duplicate." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Placeholder spam and a specific named-check title do not clearly match the same report." + "reason": "Different spam-like titles with no shared technical subject or code path." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No substantive evidence ties these together as the same issue; titles point to different content." + "reason": "Different spam-like titles with no shared technical subject or code path." } ] }, @@ -15954,7 +16011,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f213f635b28561fb70ebcb6d958345f272a008a50a1a99f4297dc33fead21fb4", + "prepared_review_unit_hash": "30781db1a62da1fafdfeeee6d00a3023179924a5762c35e279add45455063975", "component_budget": { "node_count": 2, "item_count": 2, @@ -15976,24 +16033,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are very likely duplicates: they share the exact same title, close creation times, and similar body sizes, with soft-similarity support. The evidence is strong enough to treat them as the same issue thread, though not as absolute certainty.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #45145 is the better canonical representative because it was created first and has an inbound reference, making it the slightly more established thread.", + "summary": "#45145 and #45151 look like a likely duplicate pair: they have identical titles, very similar body lengths, and a soft-similarity signal. The evidence is suggestive but not definitive, so the duplicate assessment should stay conservative. #45145 is a reasonable canonical choice because it has an inbound reference.", + "confidence": 0.8, + "canonical_issue_reason": "#45145 is a reasonable canonical issue because it has one inbound reference and the pair appears to be a likely duplicate based on identical titles and soft similarity. The packet does not prove the two reports are identical, so this is a conservative choice rather than a definitive identity claim.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best representative for the cluster because it is the earliest instance of the identical issue title and already has some reference activity.", + "best_issue_reason": "#45145 is the best issue candidate because it is the likelier canonical representative of this duplicate pair and has the only inbound reference. The available evidence supports similarity, but not certainty that the two reports are the same.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept: the issues have the exact same title and similar-sized bodies, and the packet flags soft similarity between them. This is consistent with a duplicate issue rather than a distinct report." + "reason": "Likely duplicate pair: identical titles, very similar body lengths, and a soft-similarity signal. The evidence is enough to treat them as the same underlying report for triage, but not strong enough to claim strict identity." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports a strong similarity/duplicate hypothesis, but the analyst slightly overstates the evidence. In particular, phrases like \"clearly the same underlying proposal\" and the 0.99 confidence go beyond what is directly grounded in the packet, which only shows identical titles, similar body sizes, and soft-similarity evidence. A more conservative wording would be safer." + "feedback": "The conclusion is a bit too strong for the evidence in the packet. The packet supports that #45145 and #45151 have identical titles, similar body lengths, and a soft-similarity signal, but it does not show the bodies themselves or prove they are the same report. The canonical-choice rationale is also only weakly grounded: having one inbound reference makes #45145 a reasonable pick, but not definitively the same duplicate. Please phrase this as a conservative similarity/likely-duplicate assessment rather than a firm identity claim." }, "evaluator_used": true, "retried": true, @@ -16074,40 +16131,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "5f8153d558f6a927653737f9f3a7de72453ba19fdea0a5211284060859ea898e", + "prepared_review_unit_hash": "fe1979d9764c81cd6adcdc76743dcc7300d6132e514bc92e4a2d21f4b821af5e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs: one is a Gemma4/audio-module uint8 torch.finfo crash, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "summary": "These are two different 4-bit inference bugs in the same general area, but they do not appear to share the same root cause or fix path. One is a Gemma4/audio-module uint8 `torch.finfo()` TypeError; the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the reports describe different failure modes and different root causes/code paths.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one report must be preferred as the broader/clearer issue, issue 45674 is more general and actionable; 45672 is model-specific and unrelated to the skip_modules regression.", + "best_issue_reason": "Issue 45674 is the more general and clearly actionable BitsAndBytesConfig regression, with higher discussion activity; if a single representative issue is needed, it is the better anchor, though it is not a duplicate of 45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: different underlying bugs and fixes. 45672 is a Gemma4/audio-module uint8 torch.finfo TypeError during NF4 inference, while 45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion." + "reason": "Different failure modes and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion logic. Shared 4-bit inference context is too broad to treat as the same bug." } ] }, @@ -16137,7 +16194,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "f92ab211d7336bee30bffa8aa6b52122d78b160533114577dbda37ffd78cc7c8", + "prepared_review_unit_hash": "f764d3673d0ebed7502fa72c8dc50f4e42af523ca86355385eefb7930eff99ba", "component_budget": { "node_count": 2, "item_count": 2, @@ -16159,18 +16216,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates; they are separate closed items with different personal-name/date titles and no body, links, or shared context beyond superficial similarity.", - "confidence": 0.99, - "canonical_issue_reason": "issue:45762 is only a marginally better representative because it was created first, but neither issue is a meaningful canonical duplicate target.", + "summary": "The two issues are not duplicates: they reference different people and different dates, with only a shared surname-like token creating weak similarity.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue exists; both are low-information, unrelated-looking issues and should not be merged as duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates with no supporting body or references; superficial resemblance only, not the same underlying issue." + "reason": "Different names and birth dates; no evidence they describe the same underlying issue or content." } ] }, @@ -16200,7 +16257,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "3ee35c90b902a4631387ad8b0e2ecaedffff191938842c628fa80c70723e9311", + "prepared_review_unit_hash": "bcec43db9aaf53e57742d54e5153f5efa7382e045bee057d91f46cd0c7d95278", "component_budget": { "node_count": 2, "item_count": 2, @@ -16222,18 +16279,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are unrelated: they are just distinct name/date strings with no shared topic, code location, or discussion context. No duplicate relationship is evident.", - "confidence": 0.99, + "summary": "Both items are closed, empty issues with unrelated person-name/date titles. There is no evidence they describe the same bug or even a software problem; they look like separate low-signal/possibly spam issues.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical choice because there is no shared underlying bug or request to consolidate.", + "best_issue_reason": "Neither issue is a good canonical representative: both have no body, no links, and no technical content to identify a shared underlying report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles refer to different people and different dates; there is no sign of the same underlying issue." + "reason": "Only superficial similarity in title structure; the names/dates differ and there is no technical content indicating the same underlying issue." } ] }, @@ -16292,154 +16349,154 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "8e20c9186238d166d1a988d06c7e9922cecb54000799f18c1d40480c07a66b59", + "prepared_review_unit_hash": "4285980add19684098a6eb3132da3a02a9a9ba5364f5062529421d70e35f1f3e", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35200, - "estimated_input_tokens": 8800, - "estimated_eval_tokens": 17856 + "serialized_chars": 35196, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35200, - "estimated_input_tokens": 8800, - "estimated_eval_tokens": 17856 + "serialized_chars": 35196, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that happen to share broad themes like model additions, docs, or refactors. The only strong duplicate-like pair is the two `fixed_cross_entropy` changes, which target the same function and same loss kwargs fix.", - "confidence": 0.97, + "summary": "The set is mostly a grab bag of unrelated PRs across models, docs, tests, and utility refactors. Only the two loss-utils PRs (43251 and 43254) look like true duplicates of the same cross-entropy kwargs fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative: it directly fixes the issue-linked `fixed_cross_entropy` behavior and cleanly forwards the new cross-entropy kwargs. PR 43254 is the same underlying change with a slightly different API wording.", + "canonical_pr_reason": "PR 43251 is the clearest canonical representative for the duplicated loss-utils fix: it directly updates `fixed_cross_entropy` to pass supported kwargs into `nn.functional.cross_entropy` and is tied to the tracking issue. PR 43254 is a narrower rephrasing of the same code-path change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best global representative because it is the clearest, issue-linked implementation of the only true duplicate pair in the cluster.", + "best_pr_reason": "PR 43251 is the best overall PR candidate because it is the most complete and explicit implementation of the shared bug fix, with a direct issue link and the same concrete code-path change as 43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition and an executorch dynamic-shape test are unrelated changes; they do not fix the same bug or implement the same feature." + "reason": "Different domains: VideoPrism model addition vs. ExecuTorch export dynamic-shape test. No shared bug or mergeable code change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods and adding MobileLLM are unrelated model-level changes." + "reason": "Mistral tokenizer helper methods vs. adding MobileLLM model support. Unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions and executorch export tests are unrelated." + "reason": "Tokenizer API additions and an ExecuTorch test are unrelated and do not fix the same underlying problem." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "A processor-loading robustness fix is not the same underlying change as adding a new model implementation." + "reason": "Processor auto-loading robustness changes vs. adding a new model. Same broad area of model support, but not the same concrete bug." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "A cross-entropy kwargs fix and a MobileLLM model add are unrelated." + "reason": "Cross-entropy loss kwargs fix and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch training/model code, but one fixes loss kwargs while the other updates Mistral4 tests and MoE behavior; not the same bug/change." + "reason": "Loss utility kwargs plumbing vs. Mistral4 test/model fixes; different code paths and problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test coverage and Mistral4 test fixes are different test changes for different subsystems." + "reason": "ExecuTorch dynamic-shape test and Mistral4 test fixes target different systems." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape executorch tests and MobileLLM model addition are unrelated." + "reason": "ExecuTorch export test vs. new model support. No shared underlying bug." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing `cls.config` resolution order are unrelated code paths." + "reason": "New model implementation vs. config-resolution order fix. Completely different changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition and Falcon output-interface refactoring are not the same change." + "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output refactoring and Mistral4 test fixes do not target the same underlying bug." + "reason": "Falcon refactor and Mistral4 test fix affect different models and different issues." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "A model refactor and the model-creation skill/docs are unrelated." + "reason": "Falcon model refactor vs. repository-wide model-creation skill; not the same code-path change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and a `layrnorm`\u2192`layernorm` rename pass are unrelated changes." + "reason": "Mistral4 tests/integrations fix vs. CLIP-like `layrnorm` renaming cleanup; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 tests and audio/video processor docs are unrelated." + "reason": "Mistral4 test fixes and docs for audio/video processors do not address the same bug or feature." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test changes and `cls.config` resolution order fixes are different issues." + "reason": "Model-specific Mistral4 test work vs. config resolution order in `modeling_utils.py`; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Test fixes for Mistral4 are unrelated to the model-creation skill draft." + "reason": "Mistral4 tests vs. a draft model-creation skill scaffold are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and introducing the model-creation skill are unrelated." + "reason": "Adding MobileLLM support is unrelated to adding a model-creation skill and docs." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model code and docs for audio/video processors are unrelated." + "reason": "MobileLLM model code and docs for audio/video processors are different repository features." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change `src/transformers/loss/loss_utils.py` in the same way: they extend `fixed_cross_entropy` to forward supported `nn.functional.cross_entropy` kwargs for the same underlying loss behavior fix." + "reason": "Both PRs patch `fixed_cross_entropy` in the same way: plumbing supported kwargs to `nn.functional.cross_entropy`. They are near-duplicate fixes for the same concrete bug and could plausibly be merged as one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The cluster appears mostly unrelated, and the only clearly mergeable duplicate pair is PR 43251/43254: both touch `src/transformers/loss/loss_utils.py`, share issue target 43240, and implement the same `fixed_cross_entropy` kwargs-forwarding fix with minor API-shape differences. The other soft-edge verdicts stay conservative and do not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, 43251/43254, is well supported by the shared filename and shared issue target, and the rest are reasonably treated as unrelated or at least not the same concrete bugfix. I don\u2019t see an overstatement that would warrant rejection." }, "evaluator_used": true, "retried": false, @@ -16466,7 +16523,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "cb6cc1072a53783e76a994e92ced85a5c190039577b8126d4abc504f3319c677", + "prepared_review_unit_hash": "9299a110dfb22004b99c755f0114cc88dc4fc24ca8511cc44cbc556ef2d0db2a", "component_budget": { "node_count": 2, "item_count": 2, @@ -16488,18 +16545,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch VibeVoice, but they are not the same change: #40546 implements the base VibeVoice integration, while #42781 adds a separate realtime variant plus acoustic-tokenizer work. Shared filenames are mostly the common model scaffold, not evidence of the same concrete fix.", - "confidence": 0.92, + "summary": "Two open PRs overlap on the VibeVoice family, but they are not duplicates: one implements the base model, the other adds the realtime variant and related tokenizer/generation pieces.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the better canonical PR because it is the broader, non-draft base VibeVoice implementation and appears to establish the core model package that later work extends.", + "canonical_pr_reason": "PR #40546 is the core VibeVoice implementation and appears more mature/reviewed; PR #42781 is a separate realtime extension rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative of the cluster since it covers the primary VibeVoice integration rather than a narrower realtime follow-up.", + "best_pr_reason": "PR #40546 is the strongest single representative of the cluster because it targets the base model implementation and has substantial review activity, while #42781 is a draft extension.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related VibeVoice work, but different scope and code path: base model integration versus realtime/acoustic-tokenizer additions. They share scaffold files, not the same underlying change, so they should not be merged as duplicates." + "reason": "Different scope and code change: 'Implement VibeVoice' vs 'Add VibeVoice Realtime'. The second PR adds realtime-specific support and acoustic tokenizer work, so they are not the same concrete fix/change and would not plausibly be merged as one PR." } ] }, @@ -16529,7 +16586,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "c1c706f1f74c0978886eddd287a0d82ccfc49f26afe881c79cffafcf910ea7d2", + "prepared_review_unit_hash": "8202cbb704d5d8049b6805241660fb4d823ccb08cb92f039b791d2d763ab6da3", "component_budget": { "node_count": 2, "item_count": 2, @@ -16551,18 +16608,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not describe the same bug or change, so the soft duplicate link should be rejected.", + "summary": "These PRs are unrelated: one adds covariate-based forecasting support for TimesFM, the other adds DINOv3 image-classification support. They do not fix the same code path or represent the same change.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the more self-contained and concrete change, adding a specific DINOv3 image-classification path; however, it is not a duplicate of the TimesFM covariate PR.", + "canonical_pr_reason": "No true canonical PR for this cluster; if forced, #41224 is the cleaner standalone feature PR, but it is not a duplicate of #40755.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the best representative of the cluster because it is narrowly scoped and clearly tied to one model capability, whereas PR #40755 addresses a separate forecasting feature in a different subsystem.", + "best_pr_reason": "#41224 is the better standalone PR: it is focused, has a clear API addition, and shows more review activity. #40755 is a separate, unrelated feature area.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, tasks, and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not the same underlying change and should not be merged as duplicates." + "reason": "Different models and different functionality: TimesFM covariate forecasting versus DINOv3 image classification. They do not share the same underlying bug or change and could not plausibly be merged into one PR." } ] }, @@ -16657,7 +16714,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "12af8159060eea929c5fcdf1fc4d8ec4a46cb67384cc3c8bd5b9e113e8496773", + "prepared_review_unit_hash": "d00618cb833b500279edac13d3ce8dd2b7293cb6830c50a7e4eeec8f24467f8b", "component_budget": { "node_count": 3, "item_count": 3, @@ -16679,24 +16736,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). Their overlaps are mostly boilerplate registration/docs changes, not the same underlying bug or feature, so the soft similarity edges should be rejected.", - "confidence": 0.98, + "summary": "These are three unrelated pull requests adding support for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share framework boilerplate and auto-registration files, but not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items introduce different models and do not represent duplicate fixes or the same concrete code change.", + "canonical_pr_reason": "No canonical PR: the items are separate model-addition PRs for different models and do not represent one duplicate change.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication purposes; each PR targets a different model integration and should stand on its own.", + "best_pr_reason": "No single PR is a good cluster representative because the PRs target different model integrations rather than one shared fix or feature.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto-registration/docs files are generic scaffolding, not evidence of the same fix." + "reason": "Both are model-addition PRs, but for different models (DeepSeek OCR vs Isaac). Shared registration/docs scaffolding is not enough to treat them as the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6). The overlap is broad framework wiring, but the concrete changes and model code paths are unrelated." + "reason": "They add different models (Isaac vs Kimi2-6) and touch shared transformer plumbing only as part of separate integrations, not one mergeable fix." } ] }, @@ -16726,7 +16783,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "e1b761349bcc15ce2d757565f7bcd60611c9b468b191b5efb180ea36f0922c64", + "prepared_review_unit_hash": "8e36c6824715235e1423b1dc913722c50e29b28e4fc76ffa52110040a0e4c913", "component_budget": { "node_count": 2, "item_count": 2, @@ -16748,18 +16805,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate GitHub Actions maintenance PRs: one upgrades core workflow actions for Node 24 compatibility, the other bumps docker/build-push-action for Docker image workflows. They overlap in subsystem but not in the underlying change or fix.", - "confidence": 0.96, + "summary": "Two workflow-maintenance PRs with overlapping GitHub Actions files, but they upgrade different action families and target different concerns; not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the cleaner canonical representative: it has the more specific problem statement (Node 24 compatibility) and a broad set of workflow-action version bumps.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the broader representative of the cluster theme because it updates multiple workflow actions across many CI jobs for Node 24 compatibility; PR 42976 is a narrower Docker action version bump.", + "best_pr_reason": "PR 42975 is the best single representative of the cluster because its scope and motivation are explicit, while PR 42976 is a separate general update focused on newer versions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 updates checkout/cache/upload-artifact and related workflow actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action from v5 to v6 in Docker image workflows. Same broad area, but not the same concrete fix." + "reason": "They are both GitHub Actions upgrade PRs, but the concrete changes differ: 42975 updates checkout/cache/upload-artifact and related workflow actions for Node 24 compatibility, while 42976 bumps docker/build-push-action and a different set of workflow actions to latest versions. Shared workflow filenames alone are not enough to treat them as the same underlying change." } ] }, @@ -16802,7 +16859,7 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "8ca98e9bb2b8e0745e9789b25f981163a31083dd71daaf1a8cb04b33782cd19f", + "prepared_review_unit_hash": "eac57268e2d9d84a5b8f5c3b38668ef7837009afaf26db235acb2cb3183f704a", "component_budget": { "node_count": 7, "item_count": 7, @@ -16824,66 +16881,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, LFM2 audio, CTSM, PP-OCRv6) plus a distributed pipeline-parallel infrastructure PR. The shared files are mostly boilerplate registration/docs, not the same concrete bug or change.", - "confidence": 0.98, + "summary": "No true duplicate pairs here: the PRs are separate model additions or an unrelated distributed-loading change, with only superficial overlap in boilerplate docs/auto-registration files.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43451 is the strongest standalone candidate to keep: it is the most mature and comprehensive model-addition PR in this set, with extensive implementation, processor/image/video support, tests, and the highest discussion activity; the others are different changes.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43451 is the best representative PR overall because it is the most complete and reviewed change in the group, while the other PRs are clearly separate features rather than the same fix or model add.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and different feature scopes: ViT NEPA vs Molmo. Shared docs/auto-registration files are boilerplate, not evidence of the same change." + "reason": "Both are model-addition PRs, but they add different models (ViT NEPA vs Molmo) with different codepaths and targets; shared docs/auto files are just boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model additions with distinct architectures and code paths; no same underlying bug or mergeable combined PR." + "reason": "ViT NEPA and Molmo2 are distinct model families with different implementations and tests; overlap is only in registration/docs scaffolding." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions in different domains; overlap is only in generic transformer model registry/docs." + "reason": "ViT NEPA and CTSM are unrelated model additions; no same underlying bug or change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name and domain, but they are different model families and implementations, not the same concrete change." + "reason": "Molmo and Molmo2 are different model releases with separate model/processor stacks; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM is unrelated; the shared files are broad auto/model registration updates and do not indicate the same fix." + "reason": "Molmo and CTSM are unrelated model additions; shared auto/model registry edits do not make them duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model additions with no shared bug or code path beyond generic framework plumbing." + "reason": "Molmo2 and CTSM are separate model implementations with different architectures and files; not mergeable as one PR." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "LFM2 audio is an audio ASR model, while PP-OCRv6 text recognition is an OCR vision/text model; these are entirely different changes." + "reason": "Lfm2 audio support and PP-OCRv6 text recognition are different domains and codepaths; the overlap is only generic model-addition boilerplate." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel infrastructure support is orthogonal to PP-OCRv6 model support; they do not fix the same concrete code-path problem." + "reason": "Pipeline-parallel loading support is an infrastructure change, while PP-OCRv6 is a model-family addition; they do not fix the same problem." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM time-series model support and PP-OCRv6 text recognition support are unrelated model additions, not a duplicate or combined PR candidate." + "reason": "CTSM and PP-OCRv6 are different model additions with different implementations, tests, and documentation; not duplicates." } ] }, @@ -16916,52 +16973,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "d954f0ef8b843168b9a9434f7154d50cb201987e19db618df067240dd19f6ad7", + "prepared_review_unit_hash": "4014f1af4925a56cc392ba522c70a122c03bec943bd7d21808539319dc2e63bf", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests address different changes: a Whisper tokenizer/test fix, unrelated test edits for CLIP/ViT, and a broader dequantization/fine-grained FP8 loading fix. None look like duplicates of the same underlying bug or patch.", - "confidence": 0.91, + "summary": "No pair looks like the same underlying PR/change. The cluster mixes an unrelated Whisper tokenizer fix, a test-only CLIP/ViT PR, and a substantive FP8 dequant/model-loading fix. PR 44815 is the strongest standalone change, but it is not a duplicate of the others.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest canonical PR because it is the most substantive and coherent fix, spanning the dequantization/loading path with a focused change set across implementation and tests.", + "canonical_pr_reason": "PR 44815 is the most substantive and concrete code fix in the set, with a clear bugfix path in model loading / fine-grained FP8 integration. The other PRs are unrelated or test-only.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best standalone PR: it targets a concrete code-path problem in model loading / FP8 dequantization and has a consistent scope. The other PRs are narrower test-centric changes.", + "best_pr_reason": "PR 44815 is the best representative because it fixes a specific runtime/code-path issue and has a meaningful implementation diff, unlike the test-only or unrelated Whisper PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different areas and intents: Whisper tokenization/test cleanup versus unrelated CLIP/ViT test edits. They do not fix the same bug or change the same code path." + "reason": "Whisper tokenizer decode logic vs CLIP/ViT test edits; different subsystems and different kinds of changes, so not the same bug or patch." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "One is a Whisper-specific tokenizer/test fix; the other is a model-loading/FP8 dequantization fix. No shared underlying defect." + "reason": "Whisper timestamp decoding fix is unrelated to FP8 dequant/model-loading changes; no shared concrete code path." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Although both touch tests, 43665 is just arbitrary failing-test assertions, while 44815 fixes dequantization/model-loading behavior. Not the same change and not mergeable as one PR." + "reason": "Test-only CLIP/ViT PR does not match the FP8/core loading bugfix; they could not plausibly be merged as one duplicate change." } ] }, @@ -16991,7 +17048,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "fb99b8e13ee84a1402ed33c35fb5a0f8b44af7b635925c8f5dfd883aea8bf684", + "prepared_review_unit_hash": "40f0a6496ddcde9980b4f95c4ca2ecf6c78a53667f6312b9befc45cc67001e25", "component_budget": { "node_count": 2, "item_count": 2, @@ -17013,18 +17070,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one is a narrow repo-bot/setup/test tweak, the other is a broader CI/workflow/testing utility change. They do not look like the same underlying fix or mergeable into one PR.", - "confidence": 0.96, + "summary": "The two pull requests are not duplicates: one is a small repo-bot/setup formatting check, while the other makes broader CI/workflow and testing changes. Shared Vit test edits are incidental and not enough to unify them.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the more substantial and representative change in this cluster; PR 43488 is a small, unrelated experimental setup/version tweak.", + "canonical_pr_reason": "PR 43532 is the better representative of the cluster because it contains the substantive workflow/testing changes; PR 43488 is a tiny synthetic \"don't merge\" repo-bot check and does not capture the same change set.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best representative PR because it has the broader, more substantive code and workflow changes, whereas 43488 is a tiny targeted setup/test adjustment.", + "best_pr_reason": "PR 43532 is the strongest standalone PR in the set: it touches multiple CI/workflow files plus test utilities, whereas PR 43488 is a narrow setup/version tweak meant for bot-checking rather than representing the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different change sets and purposes: 43488 adjusts packaging/versioning and a Vit test for repo-bot formatting, while 43532 rewires CI/workflow and testing utilities. They do not fix the same concrete bug or belong in one merged PR." + "reason": "Different underlying changes and code paths: 43488 is a setup/version/repo-bot formatting test, while 43532 changes CI workflows, notification logic, and test utilities. The shared Vit test file is not enough to treat them as the same PR." } ] }, @@ -17054,12 +17111,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "b211b49304801b3f3678ba231aafe9b5aead179ae042955d4d4d4986adf21403", + "prepared_review_unit_hash": "cec91b7dffd3300698ae4385fc67d99a23f05c85bbcc2433d04dc1988817c31a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17067,7 +17124,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17076,18 +17133,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate pipeline additions for different segmentation tasks: promptable concept segmentation vs promptable visual segmentation. They share some framework/doc scaffolding, but the underlying feature scope and model backends differ, so they are not duplicates.", - "confidence": 0.98, + "summary": "The two PRs share pipeline/docs infrastructure, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation, with different model and test coverage. They are related in theme, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR here: PR 43612 and PR 43613 implement different segmentation pipelines with different backends and test suites.", + "canonical_pr_reason": "No canonical PR: these are separate pipeline additions for different segmentation tasks and should not be merged as duplicates.", "best_issue_reason": null, - "best_pr_reason": "If one must be used as a representative anchor, PR 43613 is the broader pipeline addition, but it is still not a duplicate of PR 43612.", + "best_pr_reason": "Neither PR is a global best representative of the other; each targets a distinct feature area and code path.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different feature targets and code paths: concept segmentation with SAM3 vs visual segmentation with SAM/SAM2/EdgeTam/tracker. Shared plumbing alone is not enough to merge them as one change." + "reason": "Different pipelines/features with different model and test files; shared docs and infrastructure are not enough to treat them as the same change." } ] }, @@ -17117,12 +17174,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d19c5e7f6d947b65fd0e4d27710b75936b33d2f56a91f5ac5445998f16fa16c1", + "prepared_review_unit_hash": "2b74cf837e6a9180198cd641a8ab1d4d766fcb2591dd2fdcbf8997ffed1f5a84", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4289, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -17130,7 +17187,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4289, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -17139,18 +17196,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py`, but they solve different problems: one adds a hook for gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not duplicates.", - "confidence": 0.98, + "summary": "Both PRs touch `src/transformers/trainer.py` and add overridable trainer hooks, but they solve different problems: one changes gradient-accumulation loss scaling, the other changes input-signature/column filtering. They are related in theme but not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes address separate trainer code paths and are not mergeable as one fix.", + "canonical_pr_reason": "PR 43651 is the better representative of the cluster because it changes the core training-step loss-scaling path; PR 43663 is a separate refactor for signature-column handling.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good cluster representative for duplicate triage because they are unrelated enhancements in the same file, not the same underlying change.", + "best_pr_reason": "PR 43651 is the stronger standalone candidate: it addresses a concrete training behavior change and adds a focused hook that custom trainers can use to control loss scaling.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different features and different code paths in `trainer.py` (`training_step` loss scaling vs signature-column filtering); they should not be treated as the same PR." + "reason": "Not the same underlying change. 43651 adds `_loss_is_scaled_for_ga` to control gradient-accumulation loss normalization, while 43663 adds `_get_signature_columns` to control column filtering. Same file and extensibility theme, but different code paths and merge intents." } ] }, @@ -17182,56 +17239,56 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "59435728ce49d97e28a589aa75a7a52bf78e82f6c0457920ba7a99ae060deece", + "prepared_review_unit_hash": "0b062511e6c4bee14f4c2d56c7ca0f9680401ade583a898afc6a46e7e2e92998", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs appear to address the same underlying import-time TypeAdapter annotation NameError in `src/transformers/cli/serve.py`, with different levels of scope. The most focused fix is 43842.", - "confidence": 0.81, + "summary": "All three PRs touch `src/transformers/cli/serve.py` and are related to typing/import-time annotation issues, but only PR 43842 cleanly targets the specific `TypeAdapter`/`pydantic` NameError. PR 43656 is a broader `__future__.annotations` and annotation-cleanup change, and PR 43836 is a wider Serve refactor; neither is conservative enough to treat as the same concrete fix as 43842.", + "confidence": 0.8, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the clearest, most minimal fix: it directly prevents runtime evaluation of `TypeAdapter` by moving the import under `TYPE_CHECKING` and quoting the annotation where used.", + "canonical_pr_reason": "PR 43842 is the most precise, minimal fix: it explicitly imports `TypeAdapter` under `TYPE_CHECKING` and quotes the annotation at the use site to avoid the runtime NameError.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it precisely targets the reported NameError with the smallest blast radius and the clearest description.", + "best_pr_reason": "PR 43842 is the best representative because it directly addresses the concrete failure mode with the narrowest change set and least unrelated annotation churn.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both target the same `TypeAdapter` NameError in the CLI serve module; 43656 and 43842 are different implementations of the same import-time annotation problem." + "accept": false, + "reason": "Both are in `serve.py`, but 43656 is a broader annotation cleanup (`__future__.annotations`, unquoting other types) while 43842 is a targeted `TypeAdapter` import/type-checking fix; they are related, but not the same mergeable bugfix." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": true, - "reason": "Both are fixing the same concrete `TypeAdapter` annotation/runtime-evaluation bug in `src/transformers/cli/serve.py`, and their changes could plausibly be combined into one PR." + "accept": false, + "reason": "43836 is a larger Serve refactor that happens to mention `TypeAdapter`, but it is not clearly the same concrete `pydantic` import-time NameError fix as 43842." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet: 43842 is clearly the most minimal TypeAdapter NameError fix, and the other PRs are plausibly related changes in the same file. The soft-edge judgments are conservative enough, especially since 43836 and 43842 share the same explicit issue target and 43656 is at least title-aligned with the same bug class." + "accept": false, + "feedback": "The summary is a bit too strong on PR 43656 vs 43842. The packet only shows they share `serve.py` and a generic NameError/theme similarity; 43656 appears to be a broader `__future__.annotations`/annotation cleanup, while 43842 is specifically about importing `TypeAdapter` under `TYPE_CHECKING`. That is not enough to confidently call them the same concrete bugfix or a single mergeable PR. The rejection of 43836 vs 43842 is grounded, but the accepted pair is not conservative enough." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17362,19 +17419,19 @@ "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:44071|pull_request:44722", "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:44068|pull_request:44086", "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:44722", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:44071|pull_request:44086", @@ -17384,15 +17441,15 @@ "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", "pull_request:44056|pull_request:44101", - "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", "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:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", @@ -17416,190 +17473,184 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "d8bd8cec9a2e933dd09b671a715d8bb528789a3b98f071340df4ea6157283ccc", + "prepared_review_unit_hash": "e74478f6ffe85fbc82cd9787c8ed9db9af2036bf6940989818d32278fb3a2aa4", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75099, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors for standardized output tracing. Most pairs share only the umbrella issue target and should not be merged; the true duplicates are the GPT-J/CodeGen family and the GPT-Neo pair.", - "confidence": 0.86, + "summary": "This cluster is mostly a set of model-specific refactors to a standardized output-tracing API. Most PRs are not true duplicates because they touch different model families/code paths. The only clear duplicate groups are the GPT-Neo pair and the GPT-J/CodeGen pair(s).", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the most complete representative of the duplicated GPT-J/CodeGen refactor family: it explicitly targets the standardized output-tracing change and appears to subsume earlier GPT-J-only revisions.", + "canonical_pr_reason": "PR 44722 is the clearest canonical PR among the true duplicates: it is a later, broader GPT-J/CodeGen output-tracing refactor with the same concrete decorator migration and explicit issue linkage.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best cluster representative because it is the newest consolidated version of the concrete output-tracing refactor and covers the same code paths as the earlier GPT-J/CodeGen PRs.", + "best_pr_reason": "PR 44722 is the best representative of the actual duplicated work: it captures the GPT-J output-tracing refactor cleanly and subsumes the related GPT-J/CodeGen changes.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue target is not enough." + "reason": "Both are output-tracing refactors, but they target different model families and different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet and DeBERTa are unrelated implementations; only the tracking issue is shared." + "reason": "Different models and implementations; only the shared umbrella refactor theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; 44085 looks like an overlapping/earlier revision of the same change." + "accept": false, + "reason": "Same GPT-J area, but the previews suggest different refactor versions rather than one identical change set." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model refactors; shared issue target alone is insufficient." + "reason": "Different model families; same standardized-output theme is too broad to count as a duplicate." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are different model changes, not the same underlying bug." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor and EfficientNet refactor are unrelated changes." + "reason": "Different model families and separate files; not the same underlying fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are distinct model implementations with different refactors." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations despite similar API migration goals." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are different model-specific changes." + "reason": "GPT-J/CodeGen refactor versus MGP-STR; no shared concrete bug or code path." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate code paths; same broad refactor theme is not enough." + "reason": "GPT-J/CodeGen and MPT are distinct model refactors, not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both PRs refactor GPT-Neo output tracing in the same file and appear to address the same concrete change." + "reason": "Same GPT-Neo model family, same output-tracing migration, and overlapping files/tests indicate the same concrete refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different models; they do not fix the same concrete path." + "reason": "GPT-J/CodeGen versus GPT-Neo; only the high-level decorator migration is shared." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model refactors, not mergeable duplicates." + "reason": "Different model families and code paths; not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "ResNet refactor is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model changes." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J refactors are unrelated." + "reason": "ResNet and GPT-J are unrelated; same umbrella issue target does not make them duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; no shared concrete change." + "reason": "GPT-Neo and ResNet are separate model families with different refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT output tracing are separate refactors." + "reason": "ResNet and MPT are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model changes." + "reason": "GPT-Neo and Flaubert are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor is not the same underlying change as GPT-J/CodeGen." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model-specific output-tracing changes." + "reason": "GPT-Neo and Flaubert are unrelated changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and Flaubert are distinct changes." + "reason": "MPT and GPT-J/CodeGen do not share the same concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "GPT-Neo and MGP-STR are unrelated model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J are different model refactors." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "GPT-Neo and GPT-J are different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are separate output-tracing refactors." + "reason": "MPT and MGP-STR are unrelated; only the refactor pattern matches." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different model-specific changes." + "reason": "GPT-2 and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44085", @@ -17611,187 +17662,241 @@ "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 output tracing is not the same concrete change as GPT-J/CodeGen." + "reason": "GPT-2 refactor versus GPT-J/CodeGen refactor; different concrete code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are separate model refactors." + "reason": "ViLT and Flaubert are separate models with no shared fix." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models and code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated output-tracing refactors." + "reason": "GPT-Neo and MPT are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different model changes." + "reason": "SegFormer and LongT5 are unrelated model families." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are unrelated model refactors." + "reason": "SegFormer and VisualBert are separate code paths." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "GPT-Neo and MPT are different models; same broad API migration is not enough." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate output-tracing changes." + "reason": "MPT and ImageGPT are unrelated changes." }, { - "left": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are not the same underlying bug or refactor." + }, + { + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are unrelated model refactors." + "reason": "MPNet and Flaubert are unrelated model changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and Segformer are different models; shared umbrella issue is not enough." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are distinct refactors." + "reason": "RegNet and MPNet are unrelated refactors." }, { - "left": "pull_request:43997", + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are unrelated model implementations." + }, + { + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model changes." + "reason": "MPNet and LongT5 are different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and TextNet are different output-tracing implementations." + "reason": "RegNet and GPT-Neo are unrelated models." }, { "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are separate model refactors." + "reason": "MPT and SpeechT5 are separate model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT and SegFormer are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different code paths." + "reason": "SqueezeBERT and MPT are unrelated changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model changes." + "reason": "SqueezeBERT and VisualBert do not share the same concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44074", + "accept": false, + "reason": "CVT and TextNet are unrelated model-specific refactors." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model refactors." + "reason": "SqueezeBERT and DeBERTa are separate code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are separate output-tracing changes." + "reason": "DeBERTa and TextNet are unrelated model families." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing refactor family; 44722 looks like the consolidated version of the same concrete change." + "reason": "Same GPT-J/CodeGen output-tracing refactor and same concrete decorator migration; 44722 looks like the broader later version of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target GPT-J output tracing on the same code path, and 44722 appears to be the consolidated follow-up." + "reason": "Both touch GPT-J output tracing in the same file and replace the same legacy return path with standardized decorators; 44722 subsumes the GPT-J portion." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model refactors." + "reason": "GPT-J and SpeechT5 are unrelated; the shared issue target is just an umbrella refactor label." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are different model changes." + "reason": "CVT/FNet versus ResNet/RT-DETR-ResNet are unrelated model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated refactors." + "reason": "CVT and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model-specific changes." + "reason": "DeBERTa and SpeechT5 are separate model families." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated output-tracing refactors." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44017", - "accept": false, - "reason": "ViLT and Segformer are different models." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44073", - "accept": false, - "reason": "ViLT and VisualBert are distinct changes." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44116", - "accept": false, - "reason": "Flaubert and VITS are unrelated model refactors." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are separate output-tracing changes." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44018", - "accept": false, - "reason": "MPNet and GPT-Neo are different model implementations." + "reason": "DeBERTa and Vits are unrelated model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairs all look mergeable as overlapping revisions of the same model-specific output-tracing bugfix, especially the GPT-J/CodeGen family and the GPT-Neo pair. The rejected pairs mostly rely only on the shared umbrella issue and correctly avoid overstating duplication across different model implementations." + "feedback": "The summary is grounded in the packet and stays conservative: it only treats the GPT-Neo pair and the GPT-J/CodeGen cluster as clear duplicates, which matches the deterministic accept pairs. The canonical/best-PR reasoning is also supported by the packet details for PR 44722. No soft-edge verdict appears to overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -17829,14 +17934,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "039519c8a1d555417675dd12f030731906cab5c5e261950b23c524ec8b6eba9e", + "prepared_review_unit_hash": "a9f3c614e6cb30919622da93f9c1d1e1fe0b7ef7cc5ff19f603d41d9d071a4ed", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, @@ -17851,48 +17956,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific refactors to standardize output tracing/capture_outputs across different Transformers architectures. They share a common theme, but they are not the same concrete code change or bug fix.", - "confidence": 0.93, + "summary": "These PRs form a loose theme of per-model migration to standardized output tracing, but they are not duplicates of the same underlying fix. Each one targets a different model/file and changes a different code path, so the soft edges should be rejected under strict PR deduping.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly frames the change as output tracing standardization, uses the new decorators, and its scope is easy to understand from the title and diff.", + "canonical_pr_reason": "There is no true canonical duplicate PR here; if one representative is needed, PR 44073 is the clearest exemplar of the shared refactor theme because it explicitly wires `_can_record_outputs` and `capture_outputs` in a single model-specific migration.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best cluster representative because it is a well-scoped, clearly titled example of the broader standardized output-capture refactor and is easier to interpret than the more vague or typo-prone alternatives.", + "best_pr_reason": "PR 44073 is the best representative artifact for the cluster\u2019s theme, but only as a topic exemplar: it is a focused, well-scoped output-tracing migration with clear model-specific changes. It is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model implementations (FocalNet vs ImageGPT) and are separate architecture-specific changes, not one mergeable code-path fix." + "reason": "Both are standardized output-tracing refactors, but they touch different models and different execution paths (FocalNet vs ImageGPT). Similar migration pattern is not enough to treat them as the same change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These are related standardization refactors, but they apply to different models (VisualBert vs TextNet) with different forward paths and test impact; too broad to treat as the same PR." + "reason": "VisualBert and TextNet are separate model implementations with distinct forward paths. These are parallel refactors, not one concrete bug fix that could be merged into a single PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both modernize output capture in distinct models, but the affected code paths are unrelated model-specific implementations, so they do not look like one underlying change." + "reason": "MPNet and VisualBert each introduce model-specific output-capture wiring. They share a refactor style, but not the same underlying code-path problem." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are separate model refactors; the similarity is only the shared migration pattern, not the same concrete bug or patch." + "reason": "MPNet and TextNet are unrelated model code paths. The overlap is only the generic standardized-output migration pattern, which is too broad for duplicate PR treatment." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different architectures and the diffs are separate refactors toward standardized output handling, not the same fix." + "reason": "RegNet and SqueezeBert change different model internals. They are not the same fix; they just both adopt the new output-capture decorators." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "They both relate to output tracing, but SpeechT5 is a different subsystem and includes distinct signature/behavior changes; this is not a single shared change." + "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors. The shared theme is output tracing, but the concrete code paths and changes differ." } ] }, @@ -17972,274 +18077,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "450f4f3c6c37f0f2b5b662dd094b6405e54cdd1a39da60f8fb1bbbab3fb0eb1b", + "prepared_review_unit_hash": "895d3659c51d21b153d756ff0c109bbc2ed2bd43b9621d45097fdf1cdba63995", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40159, - "estimated_input_tokens": 10040, - "estimated_eval_tokens": 20336 + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40159, - "estimated_input_tokens": 10040, - "estimated_eval_tokens": 20336 + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all variations of the same refactor theme, but they target different model implementations and code paths, so they are not duplicates of one another. The cluster should be treated as related-but-separate model-specific changes, not one mergeable fix.", - "confidence": 0.91, + "summary": "These PRs share a broad \"refactor output tracing\" theme, but they target different model families and concrete forward paths, so they should not be treated as duplicates. The best anchor for the cluster is the broader mamba/falcon_mamba refactor.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative because it is the broadest coherent change in the set, touching both falcon_mamba and mamba with the new output-capture plumbing. It best reflects the underlying refactor pattern without being just a tiny one-model tweak.", + "canonical_pr_reason": "PR 44003 is the most representative anchor: it spans two closely related modules and introduces the output-capturing plumbing, making it the broadest concrete example of this refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest representative PR in this cluster: it spans two closely related model files and introduces the output tracing changes directly, making it more substantive than the single-model refactors.", + "best_pr_reason": "PR 44003 is the strongest standalone representative because it makes the most substantial tracing change across related codepaths, while the others are narrower model-specific variants.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same high-level refactor style, but timm_backbone and upernet are different models with different forward paths and outputs; not the same concrete change." + "reason": "Different model families and different forward codepaths; same maintenance theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and different forward signatures; only the tracing refactor theme is shared." + "reason": "Unrelated architectures with separate output-handling logic; not one concrete bug or fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "UnivNet is a separate audio model with a distinct code path, so this is not the same underlying change as timm_backbone." + "reason": "Both are tracing refactors, but they modify different models and codepaths." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone and mamba/falcon_mamba are unrelated implementations; the shared wording is just a refactor pattern." + "reason": "Timm backbone vs mamba/falcon_mamba are distinct implementations; no shared concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model and different output-capturing context; not mergeable as one PR." + "reason": "Separate model-specific refactors; too broad to count as the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; the overlap is only that both refactor return/output handling." + "reason": "Different model implementations and output plumbing; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 and UperNet have different forward logic and outputs; this is not the same bug or change." + "reason": "MobileNetV1 and UperNet have unrelated forward paths despite similar refactoring style." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are separate vision models with distinct tracing changes." + "reason": "Distinct model families; similar refactor pattern does not make this the same change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "VisionEncoderDecoder and MobileNetV1 are unrelated code paths; similar decorator/signature cleanup is not enough to merge." + "reason": "Different codepaths and modules; no shared concrete bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "SpeechEncoderDecoder is a different model wrapper and does not fix the same concrete issue as MobileNetV1." + "reason": "These are unrelated encoder/decoder refactors, not the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are completely different model classes; same refactor motif only." + "reason": "Vision-text dual encoder and UnivNet are separate models with different output semantics." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward contracts; not the same underlying fix." + "reason": "Different architectures and forward signatures; only the refactor theme is shared." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs mamba/falcon_mamba are unrelated code paths; shared output-tracing language is superficial." + "reason": "Separate model families and distinct tracing plumbing; not the same code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These are different model families with different outputs and tracing behavior, so they are not duplicates." + "reason": "These target unrelated models, so they cannot be one duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated implementations; the PRs are only similar in style." + "reason": "UnivNet vs UperNet are unrelated; similar output-tracing cleanup only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different changed files; no evidence of a shared underlying bug." + "reason": "Different model families and different forward behavior; not the same fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Depth Anything and UnivNet are separate domains and code paths; not one mergeable fix." + "reason": "Separate model-specific tracing refactors, not one concrete change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated model architectures, so these are not the same change." + "reason": "UperNet and RWKV are unrelated codepaths with different output handling." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and mamba/falcon_mamba do not fix the same concrete issue; only the refactor theme matches." + "reason": "Different models and plumbing; no common underlying bug." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "FalconMamba/Mamba and SuperPoint are unrelated code paths; the shared output-tracing modernization is too broad to merge." + "reason": "Mamba/falcon_mamba vs SuperPoint are unrelated implementations; similar refactor style only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/falcon_mamba and CodeGen are different model implementations with different tracing behavior." + "reason": "CodeGen cache/output signature cleanup is a different concrete change than mamba tracing refactors." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated modules; similar signature cleanup does not make them duplicates." + "reason": "Timm backbone and CodeGen address different model internals and different API adjustments." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different models and different code paths; not the same concrete fix." + "reason": "UnivNet and CodeGen are separate models; not the same underlying fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated implementations; the common theme is only output-tracing refactoring." + "reason": "Different architectures and output contracts; too broad to merge as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated; no shared bug or change beyond generic refactor style." + "reason": "Vision-text dual encoder and CodeGen are unrelated codepaths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model wrappers and forward paths; similar decorator cleanup is not enough." + "reason": "Depth-Anything and Vision-Encoder-Decoder are different model families; same refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are separate models with different code paths, so not the same underlying change." + "reason": "These are separate model-specific output tracing refactors, not one concrete bug fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are different vision models; these PRs are not duplicates." + "reason": "Depth-Anything and SuperPoint have unrelated forward paths and output logic." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV address different architectures and output handling." + "reason": "Different model families; no shared codepath or merged fix opportunity." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated models; the overlap is only that both refactor output tracing." + "reason": "Depth-Anything and DPR are unrelated implementations despite both touching tracing." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated code paths and do not appear to fix the same issue." + "reason": "Vision-Encoder-Decoder and RWKV are unrelated; not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are analogous wrappers, but they are still different model paths and changes." + "reason": "Different encoder/decoder stacks and different tracing adjustments." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are separate models; no evidence they are the same concrete change." + "reason": "Separate models with different output contracts; not a duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are different architectures and different forward logic." + "reason": "Vision-Encoder-Decoder and DPR are unrelated codepaths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated modules; only the refactor theme is shared." + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated model families." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different model families with different output contracts." + "reason": "Different models and output plumbing; only the general refactor theme matches." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR do not share the same underlying bug or code path." + "reason": "Speech-Encoder-Decoder and DPR are separate codepaths with different fixes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated architectures; not a duplicate fix." + "reason": "SuperPoint and RWKV are unrelated implementations, so this is not the same change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different models with different output handling, so they should stay separate." + "reason": "Different model families and output semantics; not mergeable into one PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations; similar output-tracing refactors do not make them the same change." + "reason": "RWKV and DPR are unrelated model-specific refactors, not a shared concrete fix." } ] }, @@ -18272,7 +18377,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "6398e298064659d1e33aa50717ce4f7a9e0ed5ddc16fad98ba731e1af032e828", + "prepared_review_unit_hash": "f7c0301a5f440dc25e48eff6d8b8ea974a7eead802a0f64ec19e63d94ad58798", "component_budget": { "node_count": 3, "item_count": 3, @@ -18294,30 +18399,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They only overlap on common Transformers integration scaffolding and docs, not on the same underlying bug or change, so they should not be clustered as duplicates.", + "summary": "All three pull requests are separate model additions (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share generic Transformers integration files, but they do not fix the same bug or implement the same model/change, so none should be deduplicated together.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-support additions for different architectures and use cases, with only broad framework-registration overlap.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest representative of the cluster: it is non-draft, has the highest review activity, and contains a full model integration. The others are for different models, and 45401 is still draft.", + "best_pr_reason": "No single PR is a better duplicate representative than the others because they are unrelated changes rather than variants of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations (PenguinVL vs Voxtral TTS); shared auto/docs files are generic integration boilerplate, not the same fix/change." + "reason": "Different model integrations: PenguinVL vs Voxtral TTS. Shared auto/docs plumbing is expected for any new model, but the code and purpose are unrelated." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2) with distinct configs, processors, and model code; overlap is only in common registration/docs plumbing." + "reason": "Different model integrations: PenguinVL vs DeepSeek-OCR-2. They touch similar registration files, but implement separate architectures and do not appear mergeable as one PR." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different concrete changes for different models (DeepSeek-OCR-2 vs Voxtral TTS); they cannot plausibly be merged as one PR for the same code-path problem." + "reason": "Different model integrations: DeepSeek-OCR-2 vs Voxtral TTS. The overlap is only in generic Transformers scaffolding, not the same concrete change or bug fix." } ] }, @@ -18347,7 +18452,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "d49ea25632609450da2ec1e8c905aa7d6a1e7d852ad355c1b1be99fe3fc422ac", + "prepared_review_unit_hash": "572edba53e7ceb1dd52f3d8ebbe0513bec879a4e6dd180690fa0f6c8670fb5f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -18369,18 +18474,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the broad fusion/kernel-optimization area, but they are not the same change: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integrations. They should not be treated as duplicates.", + "summary": "These PRs are related around module/kernel fusion, but they do not look like the same underlying change. #44979 adds a new Module Fusion API and test coverage; #45363 wires n-to-1 kernel fusion through KernelConfig and model-loading paths with an example. They are conceptually adjacent but not duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational and reusable change: it introduces the generic Module Fusion API and test coverage for the abstraction itself. PR #45363 is a narrower, downstream kernel-fusion configuration feature built on top of that idea.", + "canonical_pr_reason": "No canonical PR duplicate here: #44979 is an API layer for module fusion, while #45363 is a separate kernel-fusion integration change across loading/integration code.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best cluster anchor because it defines the core fusion abstraction rather than one specific application of it, making it the more representative and durable reference point.", + "best_pr_reason": "#45363 is the better representative for the cluster topic because it is the more end-to-end, user-facing fusion implementation and touches the concrete code paths where fusion is enabled.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Same broad fusion theme, but different concrete implementations and code paths: generic module-fusion API vs KernelConfig-driven n-to-1 kernel fusion. Not close enough to be duplicates." + "reason": "Related theme, but different concrete changes: one introduces a module-fusion API, the other implements n-to-1 kernel fusion plumbing via KernelConfig. They would not plausibly be merged into a single duplicate PR." } ] }, @@ -18410,12 +18515,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ddb9a23444c59c77aa4b77173cc343e32886b6bc0f2103fa316931467bc8f721", + "prepared_review_unit_hash": "d51656b6d00d95ed7ff006f8a6aa41b3e9d6cc21ef95ecd6541eeaf37e25ba75", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -18423,7 +18528,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -18432,18 +18537,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py` against issue #45081; 45317 is the more complete version because it adds tests in addition to the code fix.", - "confidence": 0.97, + "summary": "Both pull requests patch the same _patch_mistral_regex AttributeError in the same file and target the same issue, with the second PR adding test coverage. They look like duplicates and could plausibly be merged into one fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it fixes the same concrete bug as 45086 and also includes test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same code fix as #45086 plus test coverage and slightly broader discussion/activity, making it the more complete representative.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR candidate: same fix, same target issue, and it adds verification via tests rather than only the code change.", + "best_pr_reason": "PR #45317 is the best overall representative of the change: same fix, same target issue, and it includes verification tests. #45086 is the thinner precursor.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same shared issue target, and the diffs are the same code-path change; 45317 simply adds tests." + "reason": "Same underlying bug fix in _patch_mistral_regex, same target issue, same code path, and the later PR adds tests rather than changing scope; they are duplicate-level similar." } ] }, @@ -18473,7 +18578,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "c6e21db8fe39d78ba480a5b3274c9a008cc414857da0c0e8ab80d9a07a7da12d", + "prepared_review_unit_hash": "dd05c3f80dbb609fa5ec832dda14ff799d9efb7de041c77241b26037716abe8a", "component_budget": { "node_count": 2, "item_count": 2, @@ -18495,18 +18600,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are NemotronH-related, but they address different changes: 45115 is a narrower conversion-mapping/refactor for NemotronH compatibility, while 45569 is the broader model-family split introducing nemotron_h_dense and nemotron_h_sparse plus docs, auto-mappings, and tests. They overlap in shared model files, but not in the same underlying change.", - "confidence": 0.91, + "summary": "Two open NemotronH PRs overlap on shared model files, but they target different changes: one is a structural refactor/conversion-mapping update, the other splits NemotronH into dense/sparse variants with docs and auto-mapping updates. They are related, not duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "45569 is the better cluster representative because it is the more complete, user-facing NemotronH change set; 45115 is a narrower conversion-mapping/refactor and not the same change.", + "canonical_pr_reason": "PR 45569 is the broader, more user-facing change: it introduces the dedicated NemotronHDense/NemotronHSparse variants, updates docs and auto-mapping, and appears to subsume the model-splitting direction more completely.", "best_issue_reason": null, - "best_pr_reason": "45569 best represents the cluster because it introduces the actual NemotronH dense/sparse model split and updates the surrounding API/docs; 45115 is a smaller compatibility refactor.", + "best_pr_reason": "PR 45569 is the best representative because it covers the full architectural reorganization and public API/docs surface, while PR 45115 is a narrower internal refactor focused on conversion key renames and inheritance plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related theme and shared files, but different concrete changes: conversion-mapping refactor vs architecture/model split with docs and tests. Not the same underlying PR." + "reason": "Overlapping NemotronH internals, but not the same fix: 45115 is a refactor/conversion-mapping/inheritance change, while 45569 adds separate dense/sparse model variants plus docs and auto-mapping changes. They could coexist, but they are not one mergeable PR for the same underlying bug/change." } ] }, @@ -18536,7 +18641,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "33e974db553f53d158706a9ad7ed5057c48eb64e2274d9acddd01712edd5ba64", + "prepared_review_unit_hash": "a1af9e461c784e1bac082be504bf8201b663b6ead12f3c88dfdc8795aa2e25f1", "component_budget": { "node_count": 2, "item_count": 2, @@ -18558,18 +18663,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds heterogeneous per-layer config infrastructure, the other adds broader heterogeneous modeling/runtime support that appears to build on that config work. They should not be deduplicated.", - "confidence": 0.93, + "summary": "Related feature work, but not duplicates: PR 45333 adds heterogeneous per-layer config plumbing, while PR 45332 extends cache/modeling code to use that support.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45333 is the more foundational, narrowly scoped change: it introduces heterogeneous per-layer configuration support and the shared config helpers/classes. It is a cleaner canonical representative than the broader modeling PR.", + "canonical_pr_reason": "PR 45332 is the broader, more representative artifact because it covers the end-to-end heterogeneous model path, not just config plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 is the best single PR to represent the cluster because it defines the underlying config mechanism that the other PR seems to consume. PR #45332 is broader and depends on the same heterogeneity groundwork, so it is less suitable as the canonical representative.", + "best_pr_reason": "PR 45332 is the best representative of the cluster if one must be chosen, since it subsumes the config work and adds the actual modeling/cache integration.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Different changes: #45333 adds per-layer heterogeneous config support and helpers, while #45332 adds heterogeneous model/runtime behavior across cache, masking, modeling, and GPT-OSS integration. They are related but not the same bug/change and would not be merged as one PR." + "reason": "They are closely related feature PRs, but not the same underlying change: 45333 adds per-layer heterogeneous config support, while 45332 implements broader model/cache behavior on top of that. They could stand as separate PRs and are not safe to merge as duplicates." } ] }, @@ -18599,12 +18704,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "dd0c2945a0f477996e6128c1281138bef86a8c9902bc23dc094f012fc87c60d9", + "prepared_review_unit_hash": "431c69196f7cd7d336851b59ab40e4147871aee336a72583341cd000c34592c3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18612,7 +18717,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18621,18 +18726,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are type-checking/typing-oriented, but they address different scopes: #45415 is a broad repo-wide typing cleanup and mypy/config adjustment, while #45425 adds specific typing protocols/aliases for modeling_utils/peft-related code paths. They are related in theme, not the same change.", - "confidence": 0.91, + "summary": "Both pull requests are typing-related and overlap in a few files, but they are not the same change: PR 45415 is a broad repo-wide type-checking sweep, while PR 45425 adds specific typing protocols/aliases and related modeling_utils support. They are related work, not duplicate fixes.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "#45415 is the broader, more representative typing initiative across many files and configuration, so it is the better canonical PR for this cluster.", + "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change; PR 45415 is a much broader type-checking pass across many files.", "best_issue_reason": null, - "best_pr_reason": "#45415 is the best overall representative for the cluster because it spans the widest set of typing changes and subsumes the general theme better than the narrower follow-up typing support in #45425.", + "best_pr_reason": "PR 45425 is the better representative of the narrower concrete typing refactor, whereas PR 45415 is a large sweeping enablement change and not the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: both are typing-related, but #45415 is a broad type-checking pass over many modules, while #45425 adds focused protocol/alias support for specific modeling_utils and PEFT integrations. They do not appear to fix the same concrete bug or be mergeable as one PR." + "reason": "Overlapping typing scope and some shared files, but PR 45415 is a broad type-checking rollout and PR 45425 adds specific type aliases/protocols for modeling_utils/PEFT; they do not fix the same concrete code-path problem." } ] }, @@ -18667,58 +18772,58 @@ "pull_request:45817|pull_request:45843", "pull_request:45836|pull_request:45843" ], - "prepared_review_unit_hash": "f22783679188155488146f1254baace45e22287936a170f5ab4f9025f9e1ca71", + "prepared_review_unit_hash": "c4a72e4167a84aa143d7acb0f874d7891c780d227b317b198662f7a122c5afb7", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9783, - "estimated_input_tokens": 2446, - "estimated_eval_tokens": 5148 + "serialized_chars": 10386, + "estimated_input_tokens": 2597, + "estimated_eval_tokens": 5450 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9783, - "estimated_input_tokens": 2446, - "estimated_eval_tokens": 5148 + "serialized_chars": 10386, + "estimated_input_tokens": 2597, + "estimated_eval_tokens": 5450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate pull requests for different models and different fixes: two model-parallel device-placement bugs, one additional model-parallel bug in Gemma4, and one test skip for MiniCPM-V 4.6. They are related only at a broad theme level, not the same underlying change.", - "confidence": 0.94, + "summary": "These PRs are all in the same broad area of model-parallel/device-placement stability, but they target different models and different concrete problems, so they should not be merged as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the broadest concrete code fix in the set: it patches device placement in AltCLIP/ChineseCLIP model-parallel paths and includes targeted test updates. The others are different model-specific fixes or a test-only skip, so they are not better canonical representatives.", + "canonical_pr_reason": "No single canonical PR: 45487 fixes AltCLIP/ChineseCLIP device placement, 45817 fixes Gemma4 model-parallel handling, 45843 fixes Deimv2 backbone split propagation, and 45836 only skips failing tests for MiniCPM-V/Qwen3.5. They are related in theme but not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative PR because it contains an actual bug fix affecting multiple code paths, not just a test adjustment, and it is more substantial than the other single-model patches.", + "best_pr_reason": "PR 45817 is the strongest standalone representative because it contains an actual code-path fix for a specific model-parallel bug plus a clear model-specific scope and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but for different architectures (AltCLIP/ChineseCLIP vs Deimv2) and different code paths. They are not the same concrete bug and would not plausibly merge into one PR." + "reason": "Different models and different fixes: AltCLIP/ChineseCLIP token-type device placement vs Deimv2 backbone split propagation. Same theme, not the same underlying bug." }, { "left": "pull_request:45487", "right": "pull_request:45836", "accept": false, - "reason": "45487 fixes runtime device-placement logic; 45836 only skips a failing test for MiniCPM-V 4.6. This is not the same underlying change." + "reason": "45836 only skips invalid tests for MiniCPM-V/Qwen3.5; 45487 fixes device placement in AltCLIP/ChineseCLIP. Not the same code-path issue." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4 and Deimv2 have separate model-parallel device-placement fixes in different forward paths. Same broad theme, but distinct bugs." + "reason": "Both are model-parallel related, but they fix different model implementations and different failure modes. Too broad to treat as one duplicate PR." }, { "left": "pull_request:45836", "right": "pull_request:45843", "accept": false, - "reason": "One is a test skip, the other is a code fix for Deimv2 model parallelism. They do not describe the same bug or change." + "reason": "45836 is a test-skip cleanup, while 45843 is a code fix in Deimv2. They do not share the same underlying bug or mergeable change." } ] }, @@ -18748,7 +18853,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "89c24f112bb465c101cbeb673bbc7a94f6aa4cf6de993a72e9894adc74d6cf96", + "prepared_review_unit_hash": "f749a2afe4545eda49a78ad39a75e1649ab44e7a72e973ecc3d1f277e9ae9a5e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18770,18 +18875,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related EP/distributed-loading PRs, but they fix different failure modes: one is about preserving/reading distributed_config during load, the other about expert tensors being overwritten during rank-0 broadcast in FSDP2. They should not be treated as duplicates.", - "confidence": 0.93, + "summary": "These two pull requests both touch EP-related loading paths, but they address different concrete failures: one fixes EP + ZeRO-3 loading via accelerate launch, while the other fixes experts being overwritten during FSDP2/rank-0 broadcast. They are related, but not the same underlying bug/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR as a duplicate target; 45662 is the broader fix for the rank-0 broadcast overwrite bug, while 45548 addresses a separate accelerate/ZeRO-3 loading path.", + "canonical_pr_reason": "No clear canonical duplicate PR here; the two PRs solve different EP code-path bugs. If a single representative PR had to be picked, 45662 is the broader and more substantive fix, but it should not subsume 45548.", "best_issue_reason": null, - "best_pr_reason": "45548 is a narrower loader/config serialization fix, but 45662 is the more substantive and multi-file change for the concrete expert-overwrite issue. If forced to pick one representative, 45662 is the better umbrella PR for EP distributed-loading problems.", + "best_pr_reason": "pull_request:45662 is the stronger representative of the cluster because it targets a concrete EP corruption bug in distributed loading/broadcast paths and spans more of the affected code, whereas 45548 is a narrower serialization/loading fix for a different failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different root causes and code paths: 45548 adds distributed_config serialization and a has_ep helper for EP/ZeRO-3 loading via accelerate, while 45662 fixes experts being clobbered by rank-0 broadcast with FSDP2. Shared EP context is too broad to call them the same change." + "reason": "Same general EP area, but different bugs and code paths: 45548 fixes loading via accelerate/ZeRO-3 and config serialization of distributed_config, while 45662 fixes experts being overwritten by rank-0 broadcast during FSDP2 handling. Not mergeable as one PR." } ] }, @@ -18811,7 +18916,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "2ef108318803ee0f07caedd4f46ecaaf576d254b8b8f777b1b656b3ec58411d4", + "prepared_review_unit_hash": "4fc6df5c20a310d140cb28a298e8a91920250f7ed3ce703dcb095c2f65b61fc0", "component_budget": { "node_count": 2, "item_count": 2, @@ -18833,18 +18938,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info logging problem; PR 45645 is the broader, more complete fix and subsumes the narrower utility change in 45639.", - "confidence": 0.91, + "summary": "Both PRs address the same underlying xdist collision problem around `captured_info` debug artifacts. PR #45645 is the broader, more complete fix because it covers both the writer-side file splitting and the CI-side log collection changes; PR #45639 is a narrower subset of that change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it addresses the captured_info xdist collision in the code and also updates the CI workflow to consume multiple captured_info files, making it the more complete end-to-end fix.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it implements the end-to-end fix: xdist-safe output file handling plus workflow updates to collect all `captured_info*.txt` artifacts.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative: it fixes the xdist-safe output handling and preserves CI debug log collection, whereas 45639 only changes the test utility side.", + "best_pr_reason": "PR #45645 is the strongest representative for the cluster since it resolves the same concrete bug more completely and includes the CI/log-preservation follow-up needed for the xdist-safe artifact change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info/xdist collision path in testing_utils, and 45645 appears to extend rather than diverge from 45639 by adding workflow support for the same artifact change." + "reason": "Same underlying bug: xdist workers colliding on `captured_info` output. The second PR extends the same fix into CI artifact collection, so these are compatible parts of one change rather than unrelated edits." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 4d50b02137b567b60650d08ecbe6c54042061d61..1303f4e8428c6c6561500d5b3f7d55aa583643a0 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260509t000027z", + "analysis_id": "hybrid-model-20260509t060023z", "archived_artifacts": { - "hybrid": "snapshots/20260509T000027Z/analysis-runs/hybrid-model-20260509t000027z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260509T000027Z/analysis-runs/hybrid-model-20260509t000027z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-09T00:11:03Z", + "published_at": "2026-05-09T06:08:26Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260509T000027Z", + "snapshot_id": "20260509T060023Z", "variant": "hybrid" } diff --git a/snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.json b/snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..12fde841f97dc8066c312cf05c426c91b26c6cf1 --- /dev/null +++ b/snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.json @@ -0,0 +1,2075 @@ +{ + "schema_version": "1.0", + "repo": 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evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..cbf6b14014af42ec4ea5be54fb23230d25cf8213 --- /dev/null +++ b/snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19093 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260509T060023Z", + "generated_at": "2026-05-09T06:08:25Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + 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I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue #16618 is the most generic and discussion-heavy of the three, so it is the best representative if one must be chosen, but it still appears to be a distinct bug from the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue to anchor the cluster because it is the broadest model-loading report and has the most activity, but it should not subsume the others as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior matching TensorFlow code is a different subsystem and failure mode from being unable to load a model." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about the error shown when downloading a private model without login, while #16618 concerns failing to load 'bert-base-uncased'; same area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "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: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:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "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:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "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:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "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:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:45800|issue:45823", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "f58c354d214dcb2df40150e9fa284b06a36d4ee3965eb8d0d583aa0bc5878760", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 71, + "serialized_chars": 48865, + "estimated_input_tokens": 12217, + "estimated_eval_tokens": 24690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated model-specific bugs and doc issues; only one pair looks like a true duplicate. The strongest duplicate is the Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43596 is the best representative because it states the core failure clearly and broadly (index 0 out of bounds with DeepSpeed ZeRO-3 and BertModel), and it has a strong duplicate counterpart in issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the clearest anchor for the shared Bert/ZeRO-3 out-of-bounds bug among the issues here; the rest are either different models, different error classes, or documentation cleanups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions API issue." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated problems: GPT-OSS on AMD GPUs vs an MPS histogram error in a MoE path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and failure modes: image-preprocessor dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention dtype/runtime issues, but they are different models and different concrete code paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU failure is not the same bug as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific runtime errors; no clear shared code-path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are model/runtime failures, but one is DeepSpeed ZeRO-3 collectives and the other is ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export issues: ModernBERT ONNX export vs Qwen3Moe FineGrainedFP8." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export and auto device-mapping cuda assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 doc cleanups, but they fix different stale references (pipeline tasks vs run command)." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are shape/device-style errors, but one is a mask/tensor index mismatch and the other is a Gemma4 PLE device-mapping bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Similar index errors, but one is a ZeRO-3 Bert initialization bug and the other is a generic mask-vs-tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad index-error wording, but the specific trigger differs: ZeRO-3 Bert init vs mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: generic mask index mismatch vs GPT-OSS MoE tensor-parallel problem." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Embedding unpacking with TRL is not the same as a mask/tensor shape mismatch." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is Bert ZeRO-3 index-out-of-bounds." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 Bert bug with the same out-of-bounds error; 43638 is just a more specific reproduction." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: detokenization regression vs LoRA save/load output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as LoRA merge/save/load inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are training-time failures, but FSDP checkpointing mismatch is different from the mask/tensor index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the concrete failures are different and not the same code-path." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index-out-of-bounds is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP size mismatch and CustomTrainer keyword mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different failure classes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and invalid method call are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute missing and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS MoE tensor-parallel issues are different." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRl SFT embedding unpacking failure is unrelated to GPT-OSS MoE TP behavior." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpoint/activation mismatch is unrelated to auto device-map cuda asserts." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and MPS histogram-not-implemented are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing error and image-preprocessor dtype mismatch do not share the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are different concrete problems." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is not the same as the MPS histogram error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime failure and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy path is not the same issue as Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention ZeRO-3 and index errors, but Gemma3 loading and Bert initialization are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they concern different removed references." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram-not-implemented are different runtime errors." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video processing failure is unrelated to the MPS MoE histogram issue." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "These are both floating-point/runtime issues, but not the same model, layer, or error path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer API keyword mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing bug and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation and mask/index shape mismatch are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate docs issues: text-classification return_all_scores vs removed run command." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3-related index errors, but they occur in different model initialization paths." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Missing sliding_window_pattern and cudaErrorAssert on device mapping are not the same defect." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral-Mini is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Cross-entropy being called under Liger Kernel is unrelated to a video-processing StopIteration." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model loading failures for different checkpoints." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are loading/test failures, but they involve different models and likely different causes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but Gemma3TextConfig and Qwen3-MoE are different config bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Generic mask/tensor shape mismatch and ZeRO-3 Bert index-out-of-bounds are not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version compatibility and Pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert index-out-of-bounds is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model load failure and pydantic config-field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming API failure; not enough to treat as the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape/index runtime errors, but they are not the same code-path or model family." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:43596 vs issue:43638, is a plausible duplicate on the shared Bert/DeepSpeed ZeRO-3 index-out-of-bounds failure. The other pairwise rejections are appropriately cautious and do not overclaim equivalence based on generic similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43873", + "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:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "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:43866|issue:44403" + ], + "prepared_review_unit_hash": "855b8f98540366ed93fc12f1017303dc3eb375868b28381b17c0260c71659dc5", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37471, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are false positives across unrelated model-, config-, and runtime-specific regressions. The only clear duplicate cluster here is the Transformers v5 non-persistent buffer corruption regression (43644/43950/44534).", + "confidence": 0.91, + "canonical_issue_reason": "issue:43950 is the clearest representative: it states the regression mechanism explicitly (`from_pretrained` corrupts non-persistent buffers) and matches the same underlying bug as 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global issue representative because it is the most specific about the root cause and regression scope, making it the strongest anchor for the duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: vLLM loading failure for PaddleOCR-VL vs adding GGUF/gpt-oss architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both involve config regressions, but the symptoms and fields differ (`pad_token_idx` vs `PretrainedConfig` pydantic breakage)." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM regression vs tied-weights regression; unrelated code paths." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both mention MoE/GPT-OSS-like models, but one is a grouped_mm tracing failure and the other is a tensor-parallel support issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: autocast dtype mismatch in Phi MoE vs streaming chat/completions failure in Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Model-architecture support request vs streaming inference API failure; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad version incompatibility complaints, but one is remote_code breakage and the other is a torch/transformers mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing error vs missing Float8 storage type; different runtime failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but the shapes and triggers differ substantially." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a relative embedding-quality complaint and the other is a pipeline/AutoModel nonsense-output report; not clearly the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection issue is unrelated to torch-transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs Qwen3.5 input-embedding unpacking failure; different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT unpacking failure and an MPS histogram integer error are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; too different to merge confidently." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the affected models and symptoms are different." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization regression is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss is unrelated to GLM5." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttention linear_attention crash and tied-weights regression are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer algorithm discussion vs documentation typo; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is not the same as tied-weights regression." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to translation-model tied weights." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to Qwen3.5/TRL input embedding unpacking." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed CLI command doc issue are not duplicates." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl embedding unpacking failure vs GraniteMoEHybrid invalid method call; different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression in DeepSeek-Coder is unrelated to Qwen-3-8B-NVFP4 runtime failure." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: v5 corrupts non-persistent buffers; the titles describe the same regression from two angles." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Direct duplicate: both report the non-persistent buffer corruption regression in Transformers 5.x." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GraniteMoEHybrid invalid method are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example errors for SigLIP2 are not the same as a broader text-embedding quality complaint." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Qwen3.5 RLHF gradient explosion." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs generic loading noise; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted duplicate cluster (43644/43950/44534) is supported by the titles. The other soft-edge rejections are conservative and do not overclaim sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43638", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:42491|issue:44368", + "issue:45685|issue:45823", + "issue:43975|issue:44451", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44991|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43792|issue:44220", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823" + ], + "prepared_review_unit_hash": "2e13009c4d40ff7273c56a3a121b4409840c019103e3916ff804f93e36db50d0", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38223, + "estimated_input_tokens": 9556, + "estimated_eval_tokens": 19368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of Transformers 5.x regressions across different models and subsystems, not a tight duplicate cluster. The only strong soft duplicate here is the SigLIP2 quality/discrepancy pair; the rest are too far apart in concrete failure mode or code path. No PRs are present.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent Transformers versions breaking model loading/remote_code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best anchor because it is open, broadly scoped, and closest to the shared regression pattern across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss kwarg mismatch and ZeRO-3 index error are unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import failure and torch/Transformers version incompatibility are different problems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral tokenizer-loading error and Molmo tied-weights attribute error are different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization-related, but Int8Params kwarg mismatch and missing Float8 storage are distinct bugs." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2 quality, but one is zero probabilities and the other is degraded embeddings; not enough to call the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are unrelated issues." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention packed-sequence crash and CPU-offload rotary embedding incompatibility are different failures." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer error for Voxtral and GLM-4V loading failure are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and CUDA reserved-memory OOM are different symptoms with different likely causes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code is related in theme, but it is a different concrete failure than broad remote_code breakage." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "These both point to the same SigLIP2 implementation discrepancy; 43054 is a symptom report and 43493 identifies the HF-vs-JAX mismatch." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization and AMD GPU runtime support are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise and a model-specific load failure are not the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory inefficiency are different training issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V load failure and missing all_tied_weights_keys on Molmo are different model-specific bugs." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Qwen3 MoE LoRA compatibility are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-MoE HF4.x/HF5.x incompatibility and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support in MoE and Gemma4 device-mismatch forwarding are different device/runtime problems." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Detokenization regression and ScandiBERT load failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing Qwen2.5-VL import and bitsandbytes Int8Params incompatibility are different issues." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions and Gemma4 device placement mismatch are different code paths." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-addition helper failure in tokenizer mappings and general remote_code breakage are not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device mismatch are different runtime issues." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakage and Kimi-K2.5 tokenizer regression are distinct problems." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are different issues." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run and a specific fbank helper issue may be related at a high level, but this is not enough to treat them as the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Mistral3 weight-tying bug and non-persistent buffer corruption are different from from_pretrained internals." + }, + { + "left": "issue:45520", + "right": "issue:45859", + "accept": false, + "reason": "Python 3.13 flash_attn import failure and CPU-offload rotary embedding incompatibility are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 index error with a non-pretrained Bert and Gemma4 device mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft pair, issue:43054 with issue:43493, is well supported by the shared SigLIP2 theme, while the other rejections avoid overclaiming sameness across distinct models or failure modes. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45161", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43257|issue:43866", + "issue:43940|issue:45313", + "issue:45161|issue:45823", + "issue:43872|issue:44291", + "issue:41553|issue:44991", + "issue:42915|issue:43872", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:41553|issue:44488", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:44661|issue:45823", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43632|issue:45834" + ], + "prepared_review_unit_hash": "ec1c330d7505ce56e01e73a984b56d7596b6e927335eff3f8dcf6090200e5f81", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36777, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most of the cluster is a collection of separate bug reports that only share broad theme words. The strongest duplicate set is the `_is_hf_initialized` regression pair, and the custom-model initialization pair also looks like the same bug. The siglip2 pair is plausible but too thinly supported from titles alone, so I would not merge it here.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44291 is the clearest direct report of the `_is_hf_initialized` TypeError during `init_empty_weights`; issue:43872 looks like the same incompatibility surfacing through bitsandbytes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the best issue anchor because it names the specific failure path and can reasonably absorb issue:43872 as a related symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Same broad model-loading space, but different models and different failure modes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both involve DeepSpeed weight loading, but the titles point to different models and not the same concrete bug." + }, + { + "left": "issue:45161", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different code paths: TP support vs device-map forward mismatch." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` incompatibility during model loading; 43872 is a downstream bitsandbytes symptom of the 44291 regression." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading issues, but they involve different models and different reported failures." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different mechanisms: FineGrainedFP8Config failure vs `_is_hf_initialized`/bitsandbytes incompatibility." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading problems, but the titles do not indicate the same architecture or failure path." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature mismatch vs mask/tensor shape mismatch are unrelated bugs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both mention attention-related failures, but the concrete code paths differ too much." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both are training regressions, but one is MoE weight conversion and the other is gradient averaging." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer/loading issues, but different models and different symptoms." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "`_is_hf_initialized`/bitsandbytes incompatibility is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 crash and NemotronH checkpoint loading are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Similar shape-mismatch wording, but no evidence they are the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video regressions, but the models and failure modes differ." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training error vs image processor void-segmentation failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime problems: GPT-OSS GGUF support vs dtype mismatch for Phi-tiny-MoE." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different code paths and symptoms." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GPT-OSS GGUF support and Qwen3-MoE sliding-window behavior are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Buffer handling regression and OCR index error are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention-related, but the model and failure mechanism differ." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These read like the same Transformers 5 custom-model initialization regression, with 43645 adding a Jupyter-specific reproduction." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GPT-OSS GGUF support and Float8 storage lookup are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer regression and Qwen2.5-VL rope-index scaling are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 video/embedding failures with distinct code paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import for a specific class is not the same as meta-device loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 failure and meta-device loading regression are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure and GPT-OSS GGUF support are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping failure and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3MoE FP8 failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "They mention the same SigLIP2 model, but the packet only gives title-level similarity; that's not enough to confirm the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "`_is_hf_initialized` regression and Kosmos2.5 OCR indexing error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is not fully grounded in the packet. The main overreach is describing issue:44291 as having a \"concrete reproduction and version scope\" and calling it the \"root-cause\" report; the packet only provides titles/body lengths, not the issue text needed to support those claims. The `_is_hf_initialized` link between 43872 and 44291 is plausible and conservative, and 43645/43646 also looks reasonable, but the summary should avoid asserting stronger causal/root-cause language than the packet supports. The 38175/43994 accept is also a bit more speculative than the others because it relies only on same-model wording." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45584", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43317|issue:44756", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:45488|issue:45812", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "4b51de2c7f8a9b08909163ffc19205333f71c83740bb1899801ecf8618ee6579", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36454, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issue reports, with only a couple of clear duplicate-like pairs: the v5 non-persistent buffer regression and the resize_token_embeddings propagation bug. The rest are related by broad subsystem, model family, or symptom class but not the same concrete underlying bug.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44534 is the cleanest umbrella report for the exact non-persistent-buffer regression and is the best representative duplicate target in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 best captures the concrete, reproducible v5 buffer-initialization bug and is the broadest clear issue among the true duplicates here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different features and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but they affect different models and likely different validation paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Same model family, but the reported crashes are different (StopIteration vs mask shape mismatch) and do not look like one bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated problems: Deepspeed/BertModel zero3 init vs add-new-model-like tokenizer mapping handling." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload/memory, but the concrete symptoms and code paths differ." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems and failures; no evidence of the same underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping edge case vs tensor mask shape mismatch; these are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is docs/model-processor/quantization issues; too different to merge." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of the same Transformers v5 non-persistent-buffer junk-initialization regression." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs: ZeRO-3 weight loading vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different model families and different failure mechanisms." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention generation failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but the reports are too generic and model-specific to confidently treat as one bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading regressions with different causes; shared mention of current branch/accelerate is not enough." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load errors; no shared concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is device-map/cuda assert and the other is FineGrainedFP8Config; distinct failures." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Training schedule math vs optimizer argument handling are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different topics: Qwen3 MoE LoRA loading vs embedding resize propagation." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading problems with no concrete shared code path." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offload, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Distinct issues: Qwen3Moe FP8 config failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same general model family, but the docs example errors and nonsensical outputs are not clearly the same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the training-memory and int4 reserved-memory/OOM reports are different regressions." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Notebook custom-model initialization is a different issue from the non-persistent-buffer junk regression." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but one is a packed-sequence/position_ids bug and the other is an s_aux=None attribute error." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated model/runtime crashes in different components." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA loading on Qwen3 MoE is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different models and insufficiently specific root causes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both describe the same resize_token_embeddings bug: the resized vocabulary is not propagated to downstream embeddings/output layers in model-specific wrappers." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are untied lm_head reports, but they are different model families and not clearly the same code-path bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the crash mechanisms are different and not mergeable as one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are well supported by the titles and pair evidence, and the rejected pairs generally avoid overclaiming on broad subsystem similarity alone. The canonical/best-issue choice is also consistent with the buffer-regression cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:43335|issue:45663", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43425|issue:45823" + ], + "prepared_review_unit_hash": "d64e983d1894309b0656e07434a592f8ba49c4dd84edabac4e6e642542eeea4e", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38777, + "estimated_input_tokens": 9695, + "estimated_eval_tokens": 19646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of closed Transformers issues. I only see two plausible duplicate pockets: custom model initialization in Transformers 5.0, and resize_token_embeddings not updating output embeddings. The rest are related at a broad subsystem level but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest clean statement of the Transformers 5.0 custom-model initialization regression; issue:43645 is the notebook-specific repro of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best cluster anchor because it is the most general, least context-specific report among the near-duplicate candidates and captures the underlying custom-model init failure cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different failures: import path breakage vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/saving, but one is extra_state handling and the other is init_empty_weights argument plumbing." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Same broad symptom class, but different models and no evidence of the same underlying tokenizer bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as meta-device loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different issues; doc example errors vs GLM5 loading." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both concern quantization memory behavior, but one is offloading not working and the other is int4 reserved-memory/OOM; not the same concrete bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 forward KeyError is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: Gemma4 attention state rebuilding vs Qwen3.5 MoE rotary embedding offload compatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are distinct model-specific bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM test loading failure is unrelated to Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Memory/OOM symptoms differ: quantization reserved-memory growth vs Strix Halo mmap OOM." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and mmap OOM are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantized model load problems, but different quantization formats and different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode checkpointing limitation is not the same as LoRA gradient checkpointing ineffectiveness." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is permissions propagation during save_pretrained; the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45276 is the Gemma4-specific variant of 45292's broader output_embeddings failure." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN from 3D position_ids are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state serialization and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to AudioFlamingo3 track leakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are different issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression is unrelated to Trainer max_steps recalculation on checkpoint resume." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless crash is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Different GLM variants and different failures; no shared code-path evidence." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to disabling mmap for Strix Halo." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings-related, but one is output_embeddings and the other is decoder.embed_tokens; not enough evidence of the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different model-specific loading failures with no proof of a shared root cause." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failure are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init regression and extra_state save/load failure are distinct." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenizer-version changes are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue and Gemma4 forward device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The custom-model init cluster around 43645/43646 and the resize_token_embeddings cluster around 45276/45292 are the only clearly supported duplicate pockets, and the other soft-edge rejections avoid overclaiming. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43611|issue:43645", + "issue:43931|issue:44863", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43856|issue:44756", + "issue:40990|issue:42947", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43883|issue:44488", + "issue:44488|issue:44987", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "4f1763c4d9a61d11bb9b5b0021478a4788c5d11aaceaff6e3e0188afbbec462a", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37676, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are separate regressions across model loading, tokenizers, training, docs, and hardware-specific behaviors. None of the soft pairs look like true duplicates of the same underlying bug/change, so no mergeable canonical duplicate emerges.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated bugs and feature requests across different models, APIs, and subsystems.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a good global representative because the items do not share one underlying defect.", + "best_pr_reason": "No pull requests are present to evaluate as a canonical fix.", + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about base_model_prefix handling and the other about custom model initialization in Jupyter; different code paths." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they affect different model families and report different failure modes (shape mismatch vs checkpoint compatibility)." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "One is a Torch version incompatibility report; the other is an image preprocessor/model dtype mismatch. Different problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash and template-node compilation error are unrelated subsystems and failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation issues, but they concern different pipeline/task docs and different removal/behavior mismatches." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression and git-oss-20b MXFP4 quantization fallback are unrelated model/pipeline issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver non-default resolution failure are different bugs in different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a dev-version MoE loading break and the other is a specific checkpoint shape mismatch; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models and a generic mask-shape IndexError are not the same underlying issue." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and TRL SFT unpacking of Qwen3.5 embeddings are separate failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency while the other is Strix Halo mmap OOM; different root causes." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are distinct training/evaluation issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction regression are unrelated model behaviors." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment when previously None are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-tokens conflict and gguf_file breaking AutoTokenizer/AutoModel loading are different loading problems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen text_config unwrapping are separate serialization/config issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizers and different failure points: est-roberta loading vs Mistral regex patch/backend_tokenizer crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device placement/offload, but XLNet CPU arange placement and Qwen3.5 MoE rotary embedding offload incompatibility are not the same code path." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization of extra_state and video-input regression for Qwen VL models are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral regex patch crash are unrelated tokenizer/model-loading failures." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping failure and flex_attention compilation failure are different subsystems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag regression are different failures." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading and non-persistent buffer initialization are separate v5 regressions." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but one is an unsupported center argument regression and the other concerns _torch_extract_fbank_features specifically; not clearly the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation error are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model families and different load failures; no shared underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code AutoConfig field loss and PagedAttentionCache linear_attention crash 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": 16, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "2b74febea85212e5e4a52814bb6f0b8c1ccb766074ef829f15161ce9ff9eac14", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38205, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet mostly contains unrelated issues. Among the listed soft edges, only issue:45216 and issue:45357 are a clear duplicate pair. The non-persistent-buffer regression is still best anchored by issue:43644, but this packet does not include a soft-edge acceptance for issue:44534, so I\u2019m not treating that relationship as evidenced here.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the best issue anchor because it is the clearest and broadest report of the non-persistent-buffer junk regression; however, the packet does not provide a soft-edge pair for 43644 versus 44534, so I\u2019m only using it as the canonical issue, not as a packet-supported duplicate match.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest overall issue candidate for the non-persistent-buffer regression because the title is explicit and broad, but the soft-edge evidence in this packet does not directly pair it with 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and Qwen2.5-VL iterable-dataset/multi-image failures are different bugs." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent-buffer junk and custom model initialization are distinct regressions." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different loading failure modes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing and non-template-node compilation are unrelated failures." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config loading are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Broad gguf_file/from_pretrained regression and a model-specific Qwen2.5-GGUF v5 failure are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config loading and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantization and Qwen2.5-GGUF loading failures are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope-index scaling are different regressions." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head weight tying and inconsistent serialization of tied weights are different symptoms." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and notebook custom-model initialization are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Non-template-node compilation and GraniteMoEHybrid invalid-method calls are different code-path failures." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are separate issues." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent-buffer junk are distinct regressions." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "A model-specific load failure and a tokenizer conflict are different failure surfaces." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and Mistral regex patch crashes are not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and DAC forward-vs-from_latents mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template-node compilation error are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom initialization and non-persistent-buffer junk are distinct regressions." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression with incorrect serialization/visual encoder keys across versions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature-extraction fbank issues and compiled flex_attention on torch >= 2.9 are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet processor image sizing are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Missing lm_head tie and LoRA-merge collapse with extended vocabulary are not the same regression." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap/OOM mitigation are different concerns." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and model loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and init_empty_weights _is_hf_initialized argument regression are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key errors are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and Strix Halo mmap/OOM behavior are different issues." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and granite_speech config strictness are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is reasonable, but the writeup overstates the evidence. The summary says only three soft pairs are true duplicates, yet the verdict list explicitly accepts only one pair and rejects the others, so the conclusions and the pair-level judgments do not line up. Also, the claimed non-persistent-buffer duplicate with issue:44534 is not reflected in the soft-edge verdicts, so that part is not fully grounded in the packet. Please either soften the summary or align the verdicts with the evidence shown." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:41553|issue:43582", + "issue:43317|issue:43856", + "issue:44479|issue:45325", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43818|issue:45357", + "issue:44462|issue:45812", + "issue:36032|issue:41720", + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:43792|issue:44589", + "issue:43632|issue:44534", + "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:40444|issue:45325", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43632|issue:45072" + ], + "prepared_review_unit_hash": "9158ba581bd02f810c298440d936a33c5ce4137d7b91e7b79315647a2e7b4545", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose pile of superficially similar but distinct issues, centered around Transformers v5 regressions, tokenizer/model loading quirks, and a few unrelated model-specific bugs. I do not see any soft pair that is clearly the same underlying bug/change, so I reject all soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43611 is the broadest, most representative Transformers v5 regression in the set, but it is still only a theme-level anchor rather than a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best global representative because it captures the common \u2018Transformers v5 breaks loading\u2019 motif shared by several nearby issues, even though the actual failures differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: FineGrainedFP8Config behavior for Qwen3Moe vs missing Float8 storage lookup during loading." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated topics: tokenizer loading error messaging for Voxtral vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory/offload style problems, but one is device_map dequantized model offload and the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL/video issues, but one is a broad video input regression and the other is a specific still-image rope index scaling bug." + }, + { + "left": "issue:43421", + "right": "issue:44403", + "accept": false, + "reason": "Special-token/post-processor runtime updates vs generic loading noise; different code paths and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on GPT-OSS WikiText evaluation is unrelated to Whisper processor batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve backend/package availability, but TensorFlow missing from torch install is not the same as tensorboard being installed without TensorFlow." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA missing temporal attention/weight sharing is unrelated to Qwen3.5 save_pretrained visual key regression." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other emits wrong token IDs for Granite models; different underlying bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing update bug is distinct from add_special_tokens=True not adding BOS/EOS for a specific tokenizer in v5." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Generic ModelOutput key assignment logic does not match Gemma-4 FSDP2 shared_kv_states reconstruction failure." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model inference failure is unrelated to Float8 storage lookup errors." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are separate Transformers v5 regressions." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is a UX/logging issue, not the tokenizer-loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code model breakage are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure in v5 is not the same as CLIPTokenizer using an absurd model_max_length." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash Attention 3 causing degenerate training is different from zero-loss single-label classification behavior across models." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable dataset multi-image failures are related only by model family, not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading in transformers v5 and missing pad_token_id on Llama4Config are distinct model/config regressions." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is a different loading path than Float8 storage resolution." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multiple-image finetuning failure is unrelated to Qwen2.5-VL still-image temporal position_id scaling." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder batching/padding-mask bug is unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Mistral tokenizer regex patch crash are unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to PaddleOCR-VL model loading in vLLM." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are different regressions." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers v5 model init/loading, but base_model_prefix loading and custom model initialization are distinct concrete bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/export with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches 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": 16, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44079|issue:44534", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:44387|issue:44617", + "issue:43881|issue:44488", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:43317|issue:43873", + "issue:43606|issue:44265", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:41720|issue:45823", + "issue:43526|issue:43883", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:40990|issue:45584", + "issue:39692|issue:40444", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "740d414b763b6ef9e861a20a6103b5e739afe07d725ec70f4c66fea6d8cbd1ed", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37306, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only plausible duplicate pair is the Qwen2.5-VL position-id/rope-index regression. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44479 is the broadest and most central Qwen multimodal regression report in the set, so it is the best umbrella issue if these Qwen vision/position-id bugs are grouped together.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 has the widest scope across multiple Qwen multimodal variants and is the strongest representative for the only nearby duplicate theme in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied-weights behavior, but one is a model-specific tie failure and the other is a generic serialization inconsistency; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failures; both are vision-model issues but not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated regressions: ModelOutput key handling vs non-persistent buffer initialization." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve multimodal position logic, but they target different models and symptoms; not enough to treat as the same bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading issues for other models; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different loading/quantization problems affecting different model families." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to dtype mismatch inference failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal, but one is finetuning with multiple images and the other is a video-input position-id regression; not clearly the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL rope/position-id regression in transformers 5.3.0; still-image and video inputs appear to hit the same `get_rope_index` bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer corruption and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Generic CUDA OOM in a specific model is not the same as the quantization memory regression." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to a torch/transformers version incompatibility report." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multimodal finetuning with multiple images." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are model/config loading issues, but they are different failures and different root causes." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is a broad offloading complaint; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failures via `torch_compilable_check` are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint-key mismatch and Qwen2.5-VL position-id regression are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crashes are unrelated to export-time `torch_compilable_check` failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC `from_latents` vs forward discrepancies." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and PEFT checkpoint loading are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different device-mapping failures." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights vs torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization issue is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different image-processing bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx and text_config unwrapping for composite multimodal configs are different problems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning failures." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures for different models and different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft pair (45325/45381) is a reasonable Qwen2.5-VL position-id/rope-index duplicate candidate, and the other pair judgments do not overstate evidence. No PRs are present, so there is nothing mergeability-related to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:34634|issue:35707", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43526|issue:43881", + "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "218fda107289796b30426dfbe931ea86fb90a843a6616cc40387d0d19d115a39", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37111, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly topic-similar but not duplicate-level matches: they span unrelated bugs in offloading, quantization, tokenizer/config loading, multimodal processors, trainer APIs, and model-specific regressions. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue; the cluster is heterogeneous and the soft pairs are only topical similarities, not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for dedup triage; 43873 is broad, but it is still a distinct offloading/quantization bug rather than a representative duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention save/tied weights, but one is about v5 serialization of lm_head.weight and the other is Qwen3.5 visual encoder key persistence; different bugs and code paths." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure vs torch>=2.9 flex_attention compilation failure; unrelated root causes." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load in vLLM vs strict config blocking granite_speech." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Both are model-loading issues, but AyaVision lm_head tying and BitNet packed-weight unpacking are distinct mechanisms." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization regression vs tokenizer/version behavior change; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Qwen3.5 flash-attention generation regression are different failures." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and errors: Gemma3n forward name collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 tied-weight bug vs Qwen3.5 visual encoder save regression; no shared code path." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset handling in BarkProcessor and generation with inputs_embeds/past_key_values are separate issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different processors and failures in serve: Qwen3.5 continuous batching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs dtype mismatch during bfloat16 inference; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading problem vs Trainer max_steps recalculation on resume; different subsystems." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings/past KV is unrelated to Qwen3 device mapping CUDA asserts." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload concerns, but one is quantization offloading behavior and the other is mmap on Strix Halo; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression and non-persistent buffer junk fill are different loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are distinct." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug vs tokenization regression; no overlap in concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to packed-weight unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API mismatch vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both touch image preprocessing sizes, but the models and root causes differ: OmDet-Turbo processor output size vs Perceiver interpolation behavior." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are preprocessing/shape problems, but one is a tokenizer crash and the other is image resolution mismatch in a different model." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer signature change and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Increased int4 CUDA reserved memory in Transformers 5.x is not the same as T5 using apex.FusedRMSNorm with a leak." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen VL video-input regression and Qwen3.5 SFT input-embedding unpacking failure are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe and device_map auto dequantized-model offload failure are distinct loading issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba compile/SDPA issue and Bark small CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite token-ID regression are separate tokenizer bugs." + } + ] + }, + "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": 16, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:44186|issue:44361", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:44779|issue:45812", + "issue:42915|issue:43322", + "issue:43606|issue:43720", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:43873|issue:45704", + "issue:44062|issue:44451", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "45986dde68a6e305ae9354a62d9aa220ed2e20b911220f1aa280020e0bdc56fa", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bug reports spanning tokenizers, processors, generation, offloading, and model-specific regressions. The only clear duplicate pair is the two identical Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate target emerges from the cluster: the issues cover many unrelated models and code paths, with only one exact duplicate pair present.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, issue 43873 is the broadest and most active report, but it is still not a true umbrella duplicate for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failures on different paths/models: Qwen3 auto device mapping cuda assert vs Llava Next load-time segfault." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version regressions, but one is a perplexity regression and the other is a general tokenization change report; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor.tokenizer access and image passing regression is a different processor API break than the generic tokenization-change report." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different Qwen3-related generation/distribution problems; one is auto device mapping, the other is tensor-parallel behavior." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding window behavior vs StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model/code-path regressions: CamemBERT masked LM output vs Qwen recurrent cache state reset." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization internals, but one is runtime special-token post-processing and the other is Granite token IDs; different underlying defects." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-mapping CUDA assert and a 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py execution issue." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading; different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes on NER/padding vs AttributeError on MLuke tasks are distinct model-specific failures." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash in serve is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processor updates are not the same as the broader tokenization-version regression report." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and Bark voice_preset are unrelated processor bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A documentation typo and stale docs about removed pipeline tasks are related only by docs, not the same issue." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different root causes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model loading/runtime problems." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch offloading/loading, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label-drop bug and SAM3 text/box behavior are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Torch.compile SDPA failure and BigBirdTokenizer special-token decode bug are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: same title, same method, same crash condition on batched input with padding=False." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch during CPU offload and tokenizer special-token registration are unrelated bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token update failure is not the same as DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A config warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load regressions, but they target different models and there is no evidence of the same root cause." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite multimodal config unwrapping and CPU-offload rotary embedding compatibility are different Qwen 3.5 bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantized offloading problems and a T5 apex memory leak are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword collision and ScandiBERT loading failure are unrelated tokenizer issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is broadly heterogeneous, and the one exact duplicate pair (issue:44514 / issue:44545) is directly supported by identical titles. The soft-edge verdicts are conservative and generally justified by distinct model/path or bug descriptions, without overclaiming broader duplicate relationships." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:43421|issue:43653", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:44625|issue:45479", + "issue:45704|issue:45859", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:34634|issue:41720", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43381|issue:45704", + "issue:42915|issue:45759", + "issue:43596|issue:44220", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:44077|issue:44625", + "issue:30064|issue:36010", + "issue:43720|issue:43819" + ], + "prepared_review_unit_hash": "cd067ad4395f82def11681ba1362f2d63c3bb29c67a705e871cc75d4426bf217", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a very heterogeneous set of issues with only superficial keyword overlap (Qwen, tokenizers, offload, quantization, multimodal processors). I do not see any true duplicate pair here, so no soft edge should be merged.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Both involve model loading/configuration, but they are different models and failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: loading physical-intelligence/fast on newer transformers vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different problems and code paths: Qwen3-MoE sliding_window behavior vs missing Float8 storage type during deserialization." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Both are training-related, but one is Qwen2-VL multi-GPU training and the other is progressive generation with inputs_embeds/past_key_values; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer internals, but one is runtime special-token post-processor updates and the other is BigBirdTokenizer mask token registration/empty decode output." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different subsystems and failures: flash_attention sink-less model handling vs from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both relate to offline/cache behavior, but one is tokenizer cache loading in HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention training/eval or gradient behavior, but one is gradient checkpointing in eval mode and the other is gradient explosion with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: Qwen3.5 input-embeddings unpacking with TRL SFT trainer vs trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Similar multimodal/documentation flavor, but one is SigLIP2 doc example/model-processor mismatch and quantization errors; the other is OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer bugs, but the concrete issues differ: dynamic special-token post-processing vs LayoutLMv2Tokenizer crashes on NER inputs and batching." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-related config issues, but pad_token_id missing in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch classification config propagation, but one is Qwen3.5 num_labels wiring and the other is zero-loss behavior for single_label_classification with num_labels=1 across sequence-classification models." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different memory/offload problems: T5 silently using apex.FusedRMSNorm vs Qwen3_5MoeTextRotaryEmbedding not being CPU-offload compatible." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen/VL model loading or behavior, but one is weight_only loading error and the other is incorrect video vision_position_ids in qwen2.5-vl." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve Mistral-regex-related tokenizer behavior, but one is a crash on backend_tokenizer access and the other is a Kimi-K2.5 regression with incorrect codec handling and warning text." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Completely different models and bugs: BarkProcessor voice_preset handling vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model behavior regressions, but SigLIP2 nonsensical outputs and CamemBERT masked-LM predictions are unrelated code paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization/loading issues only at a very high level; SigLIP2 doc/example bugs are not the same as quantization offloading not working as expected." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Both involve training/runtime behavior, but gradient checkpointing in eval mode is unrelated to T5 using apex.FusedRMSNorm and its memory leak." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen-family config/runtime issues, but FineGrainedFP8Config failure and from_config not unwrapping text_config are distinct bugs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failure modes: Deepspeed ZeRO-3 init with BertModel index error vs _torch_extract_fbank_features() issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model forward-path bugs, but one is Qwen3OmniMoe video input validation and the other is Gemma 3n variable-name collision causing audio_mel_mask AttributeError." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "A broad similarity around model outputs, but CLIPOutput attentions assignment and RTDetrV2 output drift in v5 are different models and regressions." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated tokenizer/audio issues: fbank feature extraction vs add-new-model-like failing for TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Generic validation logic vs a specific classification-loss degeneracy; same area, but not the same bug or fix." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated model/config issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation-map handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and mechanisms: BitNet packed-weight unpacking during accelerate loading vs DAC.from_latents missing STE mismatch." + } + ] + }, + "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": 16, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43295|issue:45834", + "issue:43746|issue:45381", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:39692|issue:45834", + "issue:30064|issue:36331", + "issue:44479|issue:45834" + ], + "prepared_review_unit_hash": "94b7d9204e910a006bf514aba686bc3b806076cf09a34bcdcd79c5cd016ae096", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous; the only near-overlap is around Mistral regex patching, but the reported failures are different enough that I would not merge them. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "If a single anchor is needed, issue #45020 is the broadest umbrella-style report in the set (remote_code regressions) and is open, but the cluster does not really form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best global issue anchor only because it is the broadest and most central open regression report among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and different bugs: sparse-layer config construction vs RoPE-layer dropping." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; unrelated failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal code paths: image preprocessor dtype mismatch vs Gemma3n forward variable collision." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in one model versus OCR index error in another." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Checkpoint loading with adapters is unrelated to Qwen video position-id bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different backends and problems: torch.compile SDPA issue vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is not the same as quantization offloading behavior." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated models and code paths; compile/SDPA bug does not match DAC latent mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to Perceiver image classification resolution handling." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is offline network access and the other is an AttributeError on tokenizer structure; not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor misuse is not the same as loading a specific model failing." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict GraniteSpeech config rejection." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal attention/shared weights are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model families and distinct bugs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC from_latents/forward mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions with different outputs; not the same issue." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only loading error for Qwen3VL is unrelated to flash-attention generation behavior in Qwen3.5." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index error are different models and failures." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault in Llava Next loading is unrelated to MPS histogram support for MoE int tensors." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of is_torch_fx_available is one specific cause; #45020 is a broad remote_code regression report, not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task messaging regression is unrelated to SigLIP2 inference producing nonsensical results." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to v5 docs still mentioning removed tasks." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug is unrelated to CustomTrainer compute_loss argument breakage." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression across multiple models is unrelated to Kosmos2.5 OCR input length handling." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading AutoImageProcessor from URL and non-template-node compilation errors are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43577|issue:43582", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43452|issue:44991", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43404|issue:43782", + "issue:43650|issue:43906", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45459|issue:45803", + "issue:45084|issue:45538", + "issue:43644|issue:43749", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811" + ], + "prepared_review_unit_hash": "0cc2bcc817561ab74b8345494bc878a32693dfc3643eb7b0314fc22a5e084640", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35264, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the soft-similarity pairs mostly share only broad Transformers-theme vocabulary and do not look like true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs across tokenization, loading, precision, audio, multimodal, training, and CI paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative issue, issue 45020 is the broadest open report, but it is still too general to anchor the rest of the cluster as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related v5/pipeline theme, but one is an error-message bug and the other is stale documentation; not the same underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer problems, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference mismatches, but they involve different models and different code paths (CPU offload vs bfloat16 dtype handling)." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated issues: BLIP2 dtype loading versus an Apple Silicon allocator TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and failures: BarkProcessor voice preset versus a transformers import error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: tensor/mask shape mismatch versus training-to-evaluation state transition failure." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "No shared underlying defect: backend dependency packaging versus Mistral regex patching." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different problem domains: processor image size mismatch versus dtype mismatch during inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different loading bugs with different models and causes; not mergeable as one PR-worthy fix." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Same general Qwen family, but one is a bad tied-weights warning path and the other is a user-facing config warning during LoRA fine-tuning." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeErrors during loading, but on different objects and different code paths." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Only loosely related to tokenization changes; one is CamemBERT MLM output regression and the other is a general tokenization change report." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and different loading failures; too broad to be duplicates." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful overlap beyond being issue reports; one is a placeholder title and the other is a reproduction of another bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Allocator TypeError and CUDA AMP image-loss crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is sampling-rate default handling and the other is a DAC latent/forward mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different components: Beit image processor label reduction versus RTDetrV2 output regression." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve overly broad exception handling, but they are in different modules and hide different classes of failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "No duplicate signal: template compilation error versus CLIP model_max_length configuration." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/initialization regressions, but one is non-persistent buffer filling and the other is FSDP RAM-efficient loading." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated CI/runtime issues in different files and code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific key error on one model is not the same as the broader remote_code compatibility regression." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug versus MXFP4 quantization fallback; different defects." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures with different triggers and stack paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens 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": 16, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43526|issue:44554", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:44568|issue:45488", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:43643|issue:45759", + "issue:36010|issue:36331", + "issue:44849|issue:45701", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:43606|issue:45859", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:45823|issue:45859", + "issue:44291|issue:45042", + "issue:41720|issue:43540", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "84a430744d9ee1bb61d0354e2880b2bc9f0c93dd4363a56b17b515441b5c7746", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36931, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar at the subsystem level (tokenizers, multimodal processors, loading, device/offload issues) but do not look like the same underlying bug. I would keep them separate.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set for version-dependent tokenization regressions and is the least specific/common representative if one issue must anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best global representative because it is broad, user-facing, and closer to a cross-cutting regression than the model-specific or one-off implementation bugs here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: float8 storage loading vs PIL backend requiring torchvision." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both involve model usage, but the failures are different models and different paths (loading tests vs flash-attention generation)." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Vision model output issue vs processor input-size mismatch; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc/example errors for SigLIP2 do not match an MXFP4 quantization fallback bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both touch v5 compatibility, but one is an import error and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset and Trainer compute_loss signature are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate/deepspeed is unrelated to a multimodal token-counting video-branch bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying in AyaVision and dtype propagation in Blip2 are different defects." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo processor image-size output." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as MXFP4 quantization fallback." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and likely different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Accelerate/FSDP loading breakage is different from the unexpected _is_hf_initialized argument issue." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the torchvision backend requirement regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode skip_special_tokens are separate processor bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: special-token insertion vs codec/warning handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is not the same as not unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and compute_loss kwarg mismatch are unrelated trainer/API regressions." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Hidden-state output bug in Qwen3.5 is not the same as a broad tokenization-change regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and GPT-OSS perplexity are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting and batched video processor output shape are related only broadly; not the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video paths, but one is undefined helpers in token counting while the other is a model-family regression in v5.3.0." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both are CPU-offload/device-placement issues, but they affect different models and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained key mismatches are unrelated regressions." + }, + { + "left": "issue:45823", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload/device mapping, but Gemma4 PLE forward mismatch is not the same as Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights type handling and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video input ValueError are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM key loading error." + } + ] + }, + "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": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:43317|issue:45538", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:44987|issue:45538", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:42915|issue:45538", + "issue:43257|issue:43756", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43257|issue:43696", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44062|issue:44991", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:43643|issue:45375", + "issue:43749|issue:44756", + "issue:34567|issue:36331", + "issue:36010|issue:42175", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "3702f772e27f08fc3af1d30729de03ebf402f749558772d660e88e0d886a1a5d", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bag of unrelated model-loading, tokenizer, video, quantization, and training issues. Only two soft pairs look like true duplicates: the Qwen2.5-VL video regression pair and the SigLIP2 discrepancy pair.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the items span different bugs and subsystems, so one issue would not represent the cluster well.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a strong global anchor; the cluster is too heterogeneous, with only a couple of genuine duplicate pairs.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: device_map/offload dequantized-model loading vs CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different code paths: GGUF AutoTokenizer/AutoModel loading vs Apple Silicon mmap warmup TypeError." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated failures: MacOS bus error on CLIP vs TrainerState token-count bookkeeping." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: a model-loading failure for physical-intelligence/fast vs tokenizer max length setting." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8/quantization failure vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: DiaConfig save/load token ID loss vs MXFP4 quantization fallback." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying regression: both report the v5.3.0 Qwen2.5-VL video-input/vision_position_ids bug; 45381 is a narrower symptom of 44479." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated topics: Qwen3Moe fine-grained FP8 failure vs CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and failures: Qwen3 MoE weight conversion vs Smollm3 RoPE-layer mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input errors, but on different Qwen model paths with different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different model families: Qwen3OmniMoe video processing error vs Qwen2.5/Qwen3 video-input regression." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different bugs: Qwen3 MoE loading/weight-conversion issue vs GPT-oss-20b OOM." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: ZeRO3 deque error vs a dependency-version bump complaint." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-loading issues, but different root causes and models; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: XLNet positional encoding device placement vs flash-attention sink-less model crash." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: MobileLLM key error vs init_empty_weights/_is_hf_initialized TypeError." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific forward-path bugs in different multimodal architectures." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of another issue vs a Qwen2.5-VL video-input regression; not the same artifact." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: custom model initialization breakage vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but the actual errors and code paths are different." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Related config-field loss theme, but one is generic trust_remote_code behavior and the other is a specific Qwen config field dropped by @strict; not clearly the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading issues: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different Trainer API issues: token count tracking vs unexpected compute_loss keyword argument." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated: GenerationMixin import regression vs TensorFlow backend packaging." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 problem: 43994 describes the user-visible bad outputs caused by the HF-vs-JAX discrepancy in 43493." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different import/package issues: TensorFlow backend omission vs missing Qwen2.5-VL class export." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading failures: GGUF handling vs sleng-bert loading." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different failures: init_empty_weights argument mismatch vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model issues with no shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet: it correctly reflects a heterogeneous cluster and only elevates the two soft pairs that are marked as true duplicates in the packet (44479/45381 and 43493/43994). The non-duplicate verdicts are also appropriately cautious, with no obvious overstatement of evidence. No PRs are present, so that part is consistent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:28282|issue:29127", + "issue:43643|issue:44561", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:42175|issue:44938", + "issue:43452|issue:43577", + "issue:41762|issue:44936", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:43653|issue:44568", + "issue:44936|issue:45823", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "9d58f481c37cef9a89a806474f136abdb94b1e0bdd1f40f8e84edbe561cdd054", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35360, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft-edge pairs are false positives: they share broad keywords or subsystems, but not the same concrete bug or change. No canonical duplicate issue/PR emerges from this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs in sequence-label handling vs classification loss behavior; same label terminology only." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch import failure vs a specific Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an unwanted torchvision dependency; the other is an AttributeError in Mistral regex patching." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve positional encoding, but they affect different models and different code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading a model vs a float8 storage lookup failure; unrelated failure modes." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version bump vs stale auto-mapping references; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetr output drift versus Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size discussion vs missing kwargs passthrough in AutoProcessor." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: chat-template batching crash vs video rope-index scaling." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one loses config fields while the other removes a helper used by remote models." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config num_labels propagation bug vs overly strict loading of granite_speech config." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading issue in BitNet vs Perceiver image-classification resolution handling." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend dependency packaging problem vs Python 3.14 import/load failure." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file tokenizer/model loading breakage vs BLIP2 dtype propagation bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading error vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is batched padding behavior and the other is assistant tool-call content handling." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failure vs offline mistral-regex patch calling model_info()." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model weight-tie issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor tokenizer access regression vs Kimi-K2.5 codec/mistral-regex warning regression." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token bugs affecting different tokenizers and symptoms." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluation failure after training vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error is unrelated to LayoutLMv3 box-information messaging." + } + ] + }, + "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": 16, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43577|issue:45588", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43122|issue:43906", + "issue:43504|issue:44610", + "issue:28282|issue:35141", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43329|issue:45325", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "db02144138b601cdef850b5476484b79cfd1b9bd38a69e807cb5aae09cf8d30f", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37179, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers issues across tokenizers, model/config reloads, multimodal processors, training, generation, and MoE internals. I don\u2019t see a true duplicate cluster here; the soft links are mostly superficial similarity only.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the cluster is not centered on one underlying bug. If a representative issue is needed, issue:45812 is the broadest recent tokenizer-regression report, but it is not a true duplicate anchor for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45812 is the strongest representative bug report in the set because it describes a broad, user-visible tokenizer regression affecting multiple Granite models and has the most general scope among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems and failure modes: image processor segmentation-map handling vs multi-GPU training for Qwen2-VL." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different bug classes: zero probabilities in SigLIP2 inference vs processor/tokenizer regression in custom multimodal code." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer tasks and the other is AutoTokenizer failing to load a specific tokenizer; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated tokenizer bugs: BigBird special-token registration vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model families and symptoms: BLIP2 dtype casting vs RTDetrV2 output divergence." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset with cache; different code paths." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading regressions, but the root causes differ: offline hub call in Mistral regex patch vs model-specific tokenizer load failure." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Too little evidence for the same bug: one is a Qwen3 auto device-mapping CUDA assert, the other is only an isolated reproduction of a different issue." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different models and defects: Qwen3.5 flash-attention generation vs Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but the reported issues differ: auxiliary-loss normalization vs divergence from a remote implementation." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "No shared underlying bug: Qwen3-MoE sliding-window logic vs MobileLLM model-loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different components: tokenizer special-token registration vs config save/load dropping custom token IDs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes and models: compiled-forward chunked generation vs flash-attention generation on Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated issues: torch.compile with SDPA in Bamba vs DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: BLIP2 dtype loading vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "No match beyond vague model/runtime errors; Bamba SDPA compile bug is unrelated to MLukeTokenizer task errors." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer issues: NoneType broadcast error vs TrainerState counter not updating." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model-loading bug vs compile/SDPA runtime bug; not the same underlying issue." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are model-loading related, but one is a legacy-field preset load failure and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Different problem domains: tokenization changes across versions vs Qwen3 auto device-mapping/CUDA assert." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: Beit preset loading vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated issues: missing PyTorch dependency vs output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast/type issue is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but one is about gguf_file support and the other is a specific model load regression; not enough to treat as one bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different regressions: hidden-states behavior vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptoms; not the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different load paths and failure types: MobileLLM key error vs AutoImageProcessor URL loading failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different runtime failures: Qwen3 auto device mapping CUDA assert vs chunked generation inconsistency under compiled forward." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated Qwen2-VL training issue vs GenerationMixin import error." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar pattern of missing config fields, but different attributes, model families, and reload behavior; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve rotary/RoPE config behavior, but one is about Smollm3 layer composition and the other about GPTNeoX rotary_pct reload semantics." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: undefined helpers in video token counting vs Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Both affect training/loading infra, but one is MoE auxiliary-loss normalization and the other is FSDP CPU RAM efficient loading." + } + ] + }, + "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": 16, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43334|issue:43572", + "issue:43688|issue:45704", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:44589|issue:45520", + "issue:43688|issue:45701", + "issue:39692|issue:43295", + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "a7d9f99b4afff41d12d5da3763ecdeb40e3e922a326117e6106faa85c35874e4", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37970, + "estimated_input_tokens": 9493, + "estimated_eval_tokens": 19242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated bug reports that only share broad themes like model loading, multimodal regressions, or Transformers v5 breakage. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR-level change, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest umbrella-style report here (generic Transformers 5.0 custom initialization breakage), so it is the best representative issue for this noisy cluster, even though the set is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general and central issue among the candidates, making it the closest thing to a canonical representative for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Both are transformer/model related, but one is a SigLIP2 implementation discrepancy and the other is a pipeline error message regression; different bugs and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate handling is unrelated to the processor.tokenizer / image-to-tokenizer regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig losing token IDs on save/load." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from config token ID persistence." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel import failure is not the same as the MacOS CLIP bus error regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are distinct bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support request is unrelated to a CustomTrainer compute_loss API break." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example mistakes are not the same as a SigLIP2 implementation mismatch with JAX." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task errors are different code paths and symptoms." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and StableLmConfig pad_token_idx missing are separate model/config bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError is different from a flash-attention generation bug in Qwen3.5." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Loading Phi-4 multimodal fails for model reasons; MIN_PEFT_VERSION being unreleased is a dependency/versioning issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen multimodal models is not the same as num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 discrepancy is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer counting is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is a training-input bug, while the other is an inference OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model load failure for sleng-bert is not the same as model_info() being called offline in _patch_mistral_regex." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion and generic Qwen3VL MOE loading breakage are related in theme but not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype mismatch is not the same as abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different problems." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU inference OOM and a Gemma4 PLE device mismatch are distinct failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and a Python 3.13 flash_attn import_utils KeyError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization is not the same as a broad tokenization change across versions." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example mistakes do not match the processor.tokenizer / image-passing regression." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx after v5 update and unexpected _is_hf_initialized in init_empty_weights are different loading issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading failure in Beit is not the same as a CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "The serve multimodal '.to' crash and KV-cache continuation tensor-indexing bug affect different server paths." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token persistence and MLukeTokenizer task errors 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": 16, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43504", + "issue:43540", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44625|issue:45759", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44521|issue:45290", + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:44568|issue:45701", + "issue:43688|issue:43873", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:43278|issue:43701", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43295|issue:44610" + ], + "prepared_review_unit_hash": "cde9e27e67ee89ac99f90bcdff79fd6451109859eb732514d96e2fb19f3f23e6", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35869, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, multimodal, training, runtime, and CI failures. The soft pairs share only superficial vocabulary or a broad subsystem, not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a duplicate set; it mixes many unrelated bugs across different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for the cluster; any choice would overfit one narrow bug and misrepresent the rest of the unrelated items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Both involve token-related behavior, but one is a BEiT model load failure from a legacy field and the other is a BigBirdTokenizer special-token registration bug. Different components and fixes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is an OOM during tensor-parallel loading of a Qwen model; the other is a version/dependency issue with PEFT. Not the same bug path." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen 3.5 configs, but one is num_labels propagation and the other is AutoModelForCausalLM config unwrapping. Related area, different concrete defects." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device mismatch problems, but they affect different models, tests, and execution paths. Not mergeable into one fix." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed janus image-generation test and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs and a position-id key regression are different failures with different likely causes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content. Distinct edge cases." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription generation are unrelated generation bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "A Flash Attention 2 test failure and an MLflow reporting issue are different subsystems and problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training and a model loading regression are not the same code-path issue." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token counters are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile errors for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug and an incorrect PyTorch version check in flex_attention are different defects." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "The first is a specific add_special_tokens/BOS-EOS regression in one tokenizer; the second is a broad version-dependent tokenization change. Not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization offloading are separate training/runtime issues." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and zero probabilities from siglip2-base are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a Qwen3.5 hidden-states bug are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "One is missing default mm_token_type_ids for text-only tuning; the other is a device mismatch in Gemma4 PLE with device_map=auto. Different fixes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save_pretrained/tokenization failures are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init and Qwen3.5 output_hidden_states behavior do not share a concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype changing between train/eval and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP model loading are different problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and a Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Defaulting mm_token_type_ids and incorrect temporal position scaling in Qwen2.5-VL are different multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Inconsistent lm_head serialization and LoRA merge collapse with extended vocab are not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and OmDet processor image-size mismatch are separate multimodal 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": 16, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43493|issue:43701", + "issue:43334|issue:43525", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:42915|issue:43824", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43493", + "issue:44792|issue:45563", + "issue:43450|issue:43575", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:37428|issue:43425", + "issue:44610|issue:44857", + "issue:43262|issue:43450", + "issue:44857|issue:45593", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "02a8a0df7796ea73592d5b83f4d6f53eb2da1a38657892ca9913eb5657274687", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36920, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set is a heterogeneous mix of unrelated bugs, regressions, and docs issues. There are no PRs to triage here.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue for the whole set: the items span unrelated failure modes across imports, processors, training, generation, and docs, and none of the soft pairs are clear duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be singled out, issue 44521 is the strongest standalone report because it is open, active, and concrete; however, it is not representative of the other issues as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failure classes: Perceiver image resolution bug vs RT-DETR memory release issue." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both mention loading/import problems, but one is a missing symbol import and the other is a meta-device model-loading regression affecting different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are v5-era model-loading complaints, but they concern different configs/models and likely distinct fixes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id errors, but they affect different model families and are not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A StableLm config attribute issue is not the same as a broad meta-device loading breakage." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are separate subsystems and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing Qwen2.5-VL vs DeepSeek-Coder detokenization are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape bug are different processor problems." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient inflation during training is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor API regression and quantization offloading are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols from different transformer modules; not the same import breakage." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure for Qwen3-MoE is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other yields all-zero assistant masks; distinct symptoms and likely distinct bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are different tokenizer issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 probability output issue and SigLIP2 JAX-vs-HF discrepancy overlap in model family but not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are unrelated training issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline APIs and different deprecations." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video processor shape bug and SigLIP2 implementation discrepancy are different subsystems and failures." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching and Qwen2 large-model TP OOM are not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer architecture discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and a qwen3_omni_moe helper behavior issue are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are distinct regressions." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward mismatch and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A specific import error is not the same as broad Torch 2.10 incompatibility." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and float16 AMP loss crash are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sample-rate defaulting and video batching shape bugs are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss instability and missing auxiliary losses with denoising off are different training bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift and a pipeline docs error 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": 16, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:43606|issue:45083", + "issue:45200|issue:45588", + "issue:43335|issue:43550", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:44462|issue:44561", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:44561|issue:44779", + "issue:43388|issue:43526", + "issue:43335|issue:43653", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:45588|issue:45859", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:43720|issue:44112", + "issue:43335|issue:45593", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:45459|issue:45712", + "issue:44857|issue:45072" + ], + "prepared_review_unit_hash": "625bf2766c2e49dab8f7effbe3f73dc7f2330bc47dc41734496cf25308e0ca35", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38457, + "estimated_input_tokens": 9615, + "estimated_eval_tokens": 19486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans unrelated bugs across tokenizers, modeling, CI, and flash-attention. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (45310/45478).", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earliest, clearest report of the same Qwen3.5 MoE from_pretrained failure also reported in 45478, so it is the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative because it is the same concrete bug as 45478 and is written as a focused reproducible regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs: chat template/tool-call handling vs qwen2.5-vl video position IDs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and failures: CPU offload device mismatch vs qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: Gemma text-only mm_token_type_ids defaulting vs flash-attention sink-less s_aux=None crash." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different concrete bugs: SwitchTransformers sparse-layer config vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output regression is unrelated to qwen modular recurrent-state reset." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model-loading prefix handling and Qwen3-VL weight-shape mismatch are separate issues." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer repo-file selection is unrelated to removal of is_torch_fx_available for trust_remote_code." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and BeitImageProcessorFast label reduction are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime failures: unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Trust_remote_code FX helper removal is unrelated to Deepseek tokenizer output regression." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metrics label truncation in gather_for_metrics is different from Beit fast processor reduce_labels behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0; 45478 is a duplicate of 45310." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to unexpected key warnings for position IDs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash-attention-related code, but one is an s_aux=None crash and the other is CPU-offload incompatibility in a different model path." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA compile failure is unrelated to a GraniteSpeech stale CI test override." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe length computation." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one TypeError are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to BEiT semantic-segmentation pretrained loading with a legacy field." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example failures are not the same as position-id key warnings across models." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to Python 3.13 flash_attn import_utils KeyError." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is a different bug from unexpected position-id keys." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output regression and Deepseek tokenizer regression are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer adding extra spaces after added tokens is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech CI stale-device-override are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 regression is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP crash in LwDetrImageLoss are different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error handling and leftover dummy class cleanup are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and bfloat16 dtype mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge rejections. The only accepted duplicate pair, issue:45310 / issue:45478, is well supported by identical titles and the earlier date for 45310. The summary accurately reflects that the rest of the cluster is mostly unrelated noise." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:40444", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:44977|issue:45563", + "issue:43927|issue:45698", + "issue:45198|issue:45803", + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:29942|issue:35141", + "issue:36010|issue:37428", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:44451|issue:45520", + "issue:43976|issue:45440", + "issue:44186|issue:45198", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "b1b683106585e034d9b7fe98b643d7afeb8f00155c315c503ab6f7f458dbbd9b", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly link unrelated bugs across different models, tokenizer paths, export flows, and trainer/runtime behaviors. I do not see a single underlying duplicate issue or a safe canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: LayoutLMv3 error handling for insufficient box info vs Trainer GPU broadcast rejecting NoneType." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is DiaConfig custom token IDs and the other is loading the wrong custom module." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 vision is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different import/runtime bugs: missing ReasoningEffort vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset with multiple images is unrelated to BeitImageProcessorFast returning only one label." + }, + { + "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:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA bug in Bamba-9B-v2 is a different code path than qwen3_omni_moe length computation." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3 executorch export issues are unrelated to flash_attention integration crashing on sink-less models." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior differs from position-id unexpected-key loading issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token embedding resizing and post_init reinitialization." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Different missing-import regressions: GenerationMixin vs _flash_supports_window_size." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/import problems: missing ReasoningEffort vs overly broad protobuf exception handling." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to flash_attention.py s_aux=None AttributeError." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences across versions are not the same as inconsistent lm_head.weight serialization." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crash with s_aux=None is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval is a different issue from gradient checkpointing being unusable in eval mode." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to qwen3_5 recurrent state reset behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nested-list output is unrelated to Trainer _gpu_broadcast_one rejecting NoneType." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility for 5.1.0 is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is a different problem from quantized model saving." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline are unrelated to RT-DETR memory release." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor updates are unrelated to Gemma3 NaN embeddings from 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": 16, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44206|issue:44479", + "issue:44265|issue:45198", + "issue:29942|issue:30064", + "issue:44734|issue:45406", + "issue:43065|issue:43994", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43756|issue:45440", + "issue:43723|issue:44554", + "issue:43873|issue:45229", + "issue:45372|issue:45406", + "issue:43761|issue:45859", + "issue:43278|issue:43575", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:45440|issue:45593", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:29942|issue:36010", + "issue:43334|issue:43531", + "issue:32090|issue:33357", + "issue:44977|issue:45245", + "issue:43526|issue:44186", + "issue:43824|issue:44279" + ], + "prepared_review_unit_hash": "dd9c4c163e8b46ce634c3c1e9a6eed0bbca3b2c77000b7671a3a36ab192bb3e0", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broad and mostly heterogeneous: the soft links are driven by shared Transformers subsystems and regression language, not the same underlying bug. All soft pairs should be rejected as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43723 is the broadest and most generic loading-regression report in the set, so it is the weakest but most usable anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best umbrella-style issue because it describes a general AutoTokenizer loading failure, but it still does not cover the many model- and processor-specific reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenizer/task failures, but they are different concrete bugs on different models and code paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation/eos behavior, but one is a Gemma-3 config mismatch and the other is a Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "These are separate regression reports in different components: feature extractor argument handling vs video-input regression for multiple Qwen VL models." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serving, but one is KV-cache continuation indexing and the other is Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Both are model-specific vision issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is SigLIP2 inference nonsense outputs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention CLIP/SigLIP-style models, but one is a MacOS bus error and the other is a documentation example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and RT-DETR memory release are different problems in different subsystems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma4 processor loading/import failure are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are unrelated model-implementation issues." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression and MPS attention correctness are separate code paths and behaviors." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different resource-management problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import dependency failure and transformers serve processor attribute failure are related to Gemma4 but not the same concrete bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift and tensor-parallel OOM are distinct issues with no shared failing code path." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR indexing are different processor bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated trainer behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading of FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss handling are unrelated model/training issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are both GPU problems but not the same failure." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype mismatch and multimodal token counting with undefined video helpers are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import failure are different regressions." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are distinct model config bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast and MacOS bus error on CLIP are unrelated runtime failures." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and category-count runtime error are different problems." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are separate tokenizer/processor bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import failure and a generic dependency issue with transformers are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:43526|issue:44857", + "issue:43441|issue:45588", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:44442|issue:45803", + "issue:43575|issue:44387", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:44479|issue:45290", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:42907|issue:45698", + "issue:43931|issue:45216", + "issue:28218|issue:32090", + "issue:39692|issue:45491", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:44442|issue:44898", + "issue:43761|issue:44188", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "0ffb20091d0301aa5de1bfcd65ccc8d0ee5a6cbfff955ebf951c286e113250f6", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs should be rejected; they are mostly same-subsystem, same-model, or same-surface-symptom matches without enough evidence for a shared underlying bug. In particular, 43761 and 44079 only share a broad ModelOutput/hidden-state theme, and the CLIPVisionModel regression is not shown to be the same code-path bug as the generic key-assignment issue.", + "confidence": 0.87, + "canonical_issue_reason": "No duplicate canonicalization is well-supported here. issue:44079 is the broader ModelOutput report, but the packet does not establish that issue:43761 is the same underlying bug rather than a separate CLIPVisionModel regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44079 is the best standalone representative of the generic ModelOutput key-assignment problem, but only as the broader report, not as a proven duplicate of issue:43761.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components and failure modes: BeitImageProcessorFast label reduction vs LwDetr AMP/CUDA crash." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they describe different concrete bugs and code paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio/processor regressions, but sampling-rate defaulting and unsupported center-arg crashes are different issues." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different symptoms and paths: compiled chunked generation inconsistency vs NaN embeddings from sliding-window attention." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Distinct loading failures on different model families and different root causes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch are unrelated problems." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different modules and behavior: recurrent-state reset vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "One is a generic custom-init regression; the other is a specific optional post_init policy issue, not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different LayoutLMv3 error-reporting issue vs embedding reinitialization bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure is unrelated to the bare-except error handling bug in Fuyu batch conversion." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM reports, but the causes differ: tensor-parallel loading vs int4 quantization memory regression." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs in different models and code paths." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: MacOS bus error vs zero-probability outputs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but they involve different attributes and different model classes." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different multimodal loading regressions with no shared concrete code-path evidence." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and chat-template/tool-call crash are unrelated failures." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "The CLIPVisionModel hidden_states=None symptom is not explicitly shown to come from the generic ModelOutput key-assignment bug; the match is only thematic." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing regression and LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but dequantized-save failure and wrong custom-module reload are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen loading regressions with different failure modes." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation/example errors are not the same as a runtime NaN regression." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/deepspeed OOM and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "One is a specific model-loading break, the other is a broader base_model_prefix regression." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "ModelOutput key handling and attention-kernel branching under torch.compile are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading OOM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for the only accepted soft pair. In the packet, `issue:43761` and `issue:44079` are only linked by soft similarity, and the deterministic verdict is false; there is no explicit evidence that the CLIPVisionModel symptom is the same bug as the generic `ModelOutput` key-assignment issue. The rest of the pairwise rejections are conservative, but the canonical/best-issue conclusion should not be presented as grounded enough to accept." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45479", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:43550|issue:44743", + "issue:43493|issue:43827", + "issue:44568|issue:45479", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43720|issue:44442", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:29127|issue:33357", + "issue:42175|issue:43316", + "issue:43381|issue:43742", + "issue:33290|issue:34689", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:25251|issue:28282", + "issue:43232|issue:43388", + "issue:41950|issue:43475", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "e0e487bd4387ded4da5468617ee5c1c669370ed45f13073464d094462b9acf35", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly topical neighbors, not true duplicates. They span distinct regressions across model loading, config handling, pipelines, deepspeed, tokenizers, and multimodal processing, so the safe triage outcome is to reject all suggested merges.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must serve as a representative, issue 43825 is the clearest user-facing regression with a specific, narrow failure mode; however, there is no single canonical issue for the whole set because the candidates are not one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is the best overall representative among this set: it is concrete, reproducible, and describes a clear behavior regression rather than a broad symptom or vague compatibility complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: torch.compile/SDPA failure in Bamba vs recurrent state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One is a SigLIP2 implementation parity discrepancy; the other is stale docs referencing removed pipelines." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to the single-label-classification zero-loss bug." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but the concrete problems differ: Gemma3TextConfig API mismatch vs not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they arise from different missing symbols and different loading paths/models." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Generic config-roundtrip issue vs a specific rotary_pct value being lost on reload; not the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType GPU broadcast error and Adafactor OOM in deepspeed are distinct training failures with different causes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different code paths and symptoms." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression for Llama 3.2 vision is not the same as the GenerationMixin import-path breakage." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a functional error; Qwen3 MoE memory inefficiency is a performance issue." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSTMixer post_init validation is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in a scripted decorator block is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is a double optimizer-step bug." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config validation blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is different from batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content validation and a MacOS CLIP bus error are unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing tensorflow backend after pip install '.[torch]' is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient-checkpointing/eval-mode behavior does not match the MobileLLM key-error during model loading." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed Adafactor OOM and Llama 3.2 vision load regression are different failure modes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 being broken and a janus image-generation test failure are different model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is a different bug from FlashAttention failures in Ministral-3." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nested-list output and AutoModel missing PyTorch are unrelated issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs ordering after sync_gpus is not the same as gather_for_metrics dropping tuple label elements." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors and SAM3 vision encoder missing an attribute are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor.tokenizer regression is different from pipeline() still suggesting translation tasks in v5." + } + ] + }, + "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": 16, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "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:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:45127|issue:45200", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:43065|issue:44617", + "issue:43761|issue:44479", + "issue:43673|issue:44743", + "issue:33290|issue:35141", + "issue:43452|issue:44496", + "issue:33290|issue:36331", + "issue:44936|issue:45698", + "issue:43646|issue:44913", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:44617|issue:45584", + "issue:43906|issue:45290", + "issue:44792|issue:44977", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44737|issue:45803" + ], + "prepared_review_unit_hash": "dbb379f341b5b7abd1a2870794acc0b5f8d9ec9a3298b3910869cce91ce63f30", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate family; it mixes many unrelated issues spanning model loading, generation, training, serialization, docs, and model-specific regressions. No single canonical issue/PR stands out.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both mention embeddings/tied weights, but one is LoRA merge collapse after vocab extension and the other is Gemma 4 token_type_ids defaulting; different bugs and code paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs Whisper empty-transcription failure after align_special_tokens; unrelated symptoms and components." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA generation failure vs resume_from_checkpoint key mismatch; different subsystems and root causes." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression vs eos_token_id configuration inconsistency; different regression classes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM; one is code correctness, the other capacity/memory." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression vs Qwen video input regression; different models and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5.py; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM vs embeddings reinitialized after resize; unrelated training and model-init issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage vs unrecognized model/config.json issue; both loading-related but distinct root causes." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in DeepSpeed optimizer vs custom trainer compute_loss signature mismatch; completely different problems." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train failure vs wrong custom module loaded after save_pretrained; different lifecycle stages and bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression vs GPTNeoX rotary_pct not persisting on reload; both config/init-related, but not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM vs MobileLLM load key error; unrelated model-loading failures." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure vs Qwen2 TP OOM; no common code path beyond generic runtime failures." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states regression in CLIPVision vs MoE load-balancing loss omission; unrelated model behaviors." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory/offload concerns, but one is TP loading OOM and the other is quantization offloading not behaving as expected; different mechanisms." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance vs non-persistent buffers filled with junk; both v5-related, but different internals." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next; different models and bugs." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma eos_token_id config mismatch; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs serve KV-cache continuation tensor indexing bug; different surfaces and root causes." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM vs Whisper empty transcription after token alignment; unrelated model families and failure modes." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of an external issue vs apply_chat_template crash with tool-call messages; no evidence they are the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue; different models and code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor output-size mismatch; unrelated bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() vs SigLIP2 producing nonsensical results with AutoModel/pipeline; one is documentation debt, the other is model behavior." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers junk vs rotary_pct resetting on reload; both serialization-ish, but not the same underlying defect." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in no_trainer script vs Phi-4 multimodal model loading failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs category-count limit error; completely different issues." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test failure vs auto_mappings referencing removed configs and breaking CI; unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device bug in relative positional encoding vs bare except swallowing KeyboardInterrupt in FuyuBatchFeature; different code paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:44496|issue:45803", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44464|issue:45563", + "issue:44933|issue:45362", + "issue:44186|issue:44734", + "issue:43404|issue:45216", + "issue:44734|issue:45632", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44561|issue:45632", + "issue:44466|issue:44913" + ], + "prepared_review_unit_hash": "b4eee857f1d04f5d74f07d125298c929bdfffe5fb62c5058cef57dac547049e0", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35959, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is largely heterogeneous and does not contain clear duplicate pairs; most candidates only share a broad subsystem or theme rather than the same underlying bug. The strongest standalone issue in the cluster is the open multimodal chat-template bug.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the clearest high-signal report: open, well-discussed, and specific about a reproducible multimodal `apply_chat_template` failure with broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue because it is active, clearly described, and has the most evidence of ongoing relevance compared with the more isolated, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime failures, but one is a Python 3.13 import/parsing issue in DebertaV2 while the other is an `s_aux=None` flash-attention crash; different code paths and fixes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal processing, but one is about assistant mask generation in chat templating and the other about video `vision_position_ids` in Qwen2.5-VL; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "These are different Qwen save/merge regressions: one concerns LoRA merge with tied embeddings, the other incorrect visual encoder keys in `save_pretrained`." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated issues: SwitchTransformers sparse-layer config creation versus a DebertaV2 Python 3.13 import error." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/load failures, but the causes differ: Python 3.14 compatibility versus missing TensorFlow backend handling when only tensorboard is installed." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "One is a broad Python-version incompatibility claim for Transformers 5.1.0; the other is a model import failure on Python 3.13. Different underlying problems." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "No shared bug: unrecognized model config loading versus a bare `except` swallowing interrupts in Fuyu tensor conversion." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different surfaces and fixes: SDPA/torch.compile behavior in Bamba versus a local dataset loading problem in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both mention config behavior, but one is about `post_init` allowance in patchtsmixer and the other about strict loading for granite_speech configs; not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Distinct issues: junk-filled non-persistent buffers in v5 versus `rotary_pct` not persisting on GPTNeoX config reload." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different bugs: Qwen3OmniMoe video input validation versus KV-cache continuation tensor indexing in the serve API." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "One is embedding resizing not propagating in gemma4; the other is Whisper generation failing on empty transcription after token alignment." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A flaky GraniteSpeech CI test and a broken auto-mapping reference to removed Sam3LiteText configs are separate CI/config issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "`ADD THE DATA` is a low-information issue and `_torch_extract_fbank_features()` is a specific audio-processing bug; no evidence they are the same." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated: SwitchTransformers sparse-layer config bug versus image-classification script dataset loading failure." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script problems in different tasks: multi-label classification output handling versus local dataset loading for image classification." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No overlap in concrete failure mode: category-count limit error versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regression classes: processor/tokenizer API breakage versus embedding resize not updating tied outputs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they concern different models and fields: default vision/audio config initialization versus a missing `deepstack_visual_indexes` field." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`); no shared underlying bug is evident." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation-related, but one is inconsistent outputs under compiled forward and the other is a stale warning in paged generate; different issues and fixes." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crashes and serve KV-cache indexing are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both touch model weights, but one is untied `lm_head` in Mistral3 and the other is incorrect `save_pretrained` checkpoints for Qwen3.5; not the same code path." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are in flex_attention, but one is a compiled runtime failure on torch>=2.9 and the other is a wrong version check for AuxRequest import; separate bugs." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model-specific issues: zero probabilities in SigLIP2 versus a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code problems: removed helper function breaking remote models versus cache-path collisions for local models." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of tied `lm_head.weight` depends on device versus GPTNeoX config reload losing `rotary_pct`; not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44964", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:41950|issue:44016", + "issue:43388|issue:43688", + "issue:44964|issue:45600", + "issue:42907|issue:43441", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:43854|issue:44964", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:44016|issue:44062", + "issue:43388|issue:43827", + "issue:41950|issue:45020", + "issue:43976|issue:45405" + ], + "prepared_review_unit_hash": "32fcb3b48dcc839df931b16c2162da34fd1690627e0c53d26e65bd85aea8f989", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerged. The items span distinct regressions across imports, model loading/saving, pipelines, generation, training, and docs. I rejected all soft pairs because they do not appear to be the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it describes multiple import errors after upgrading to 5.5.0, which is the closest match to the repeated import/load-regression theme across several items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is open, broad, and phrased as a general post-upgrade failure rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "One is an intermittent import-performance complaint; the other is a specific sys.modules safety issue in modeling_utils. Different bugs and different symptoms." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different modules. No evidence they stem from the same regression." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is about trust_remote_code returning incomplete config fields; the other is an unrecognized model because config.json lacks model_type. Related area, but not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to cache-path collisions for local trust_remote_code models." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: stale num_return_sequences warning vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline lookup bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Gather-for-metrics label truncation and auxiliary-loss normalization are separate training/eval issues." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both touch model loading/mappings, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references. Different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one concerns saving dequantized Ministral/Devstral models and the other FlashAttention load/runtime failure. Not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test/device override failure in GraniteSpeech is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression in custom multimodal code is unrelated to t5gemma embedding resize behavior." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific load failures with no shared concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Missing model_type in config is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing and stray ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features() bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen 3.x multimodal regressions, but one is a load failure and the other is an incorrect save_pretrained checkpoint layout. Different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT label reduction bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend extra omission and a generic dependency issue are too vague and not the same concrete problem." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different model/generation bugs with no shared code path." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a Qwen tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen multimodal regressions, but one is model loading and the other is incorrect visual-encoder key saving. Not the same underlying change." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to model config import/load failure." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type for an unrecognized model is not the same bug as AutoModelForCausalLM failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error may be one example of import breakage, but 45278 is only a broad umbrella report; there is not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off and Gemma 4 mm_token_type_ids defaults are different issues." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Evaluation batching bug and outdated docs about pipeline() are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and remote_code breakages are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased PEFT version bump 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": 16, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43723", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:44933", + "issue:44987", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43824|issue:44933", + "issue:43577|issue:45216", + "issue:43479|issue:43525", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:32090|issue:35141", + "issue:44297|issue:44462", + "issue:44462|issue:45081", + "issue:43295|issue:44779", + "issue:41950|issue:43650", + "issue:43976|issue:44279", + "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:43650|issue:45290", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:44623|issue:45397" + ], + "prepared_review_unit_hash": "eff1888d36629e23529edd02b67a235bc71c1ccb5ec16709b776c0bbcc6e44a6", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues; the soft pairs are only superficially similar and do not look like the same underlying bug/change. I would not deduplicate any of the proposed pairs.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because this set does not form one coherent duplicate cluster; the proposed pairs span different models, subsystems, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe triage here: the items are heterogeneous, and none of the soft pairs is a convincing duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and modules; no shared code path is evident." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different bugs: BLIP2 dtype handling vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config objects, but one is multimodal default config initialization and the other is a missing pad_token_id attribute." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different pipelines and failures: video-classification processor lookup vs Gemma4 device placement in forward." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: torch 2.9 flex_attention compilation vs a TensorBoard/TensorFlow backend dependency issue." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model loading problems, but they affect different model families and failure mechanisms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Too generic to merge: one is a vague dependency complaint, the other is a specific PEFT minimum-version bump issue." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs Sam3Video CUDA out-of-memory." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they are about different APIs and different kinds of documentation drift." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to the embedding reinitialization bug in post_init." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizers, but one is save_pretrained metadata mismatch and the other is AutoTokenizer loading behavior." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures with different root causes: repository tokenizer.json lookup vs Mistral regex patch crash." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions in different model stacks: processor/tokenizer API breakage vs Deepseek tokenizer output changes." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No overlap beyond being unrelated issues; one is a pipeline bug, the other is a placeholder 'ADD THE DATA' report." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python version compatibility issue is not the same as a generic dependency complaint." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading problems, but one is environment/Python compatibility and the other is a model-specific load failure." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene issues, but they concern different files and different failure classes." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is repo file selection and the other is tokenization correctness for Deepseek." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal templates/positioning, but the concrete bugs are different: assistant masks vs video temporal position ids." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Completely different problems: FlashAttention failure on Ministral-3 vs OCR index error in Kosmos2.5." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with offload are different code paths and failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components: MLA q_a_layernorm config precision issue vs torch.split return handling in a DSA indexer." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both touch vision models, but one is a dummy Conv2d cleanup and the other is a Perceiver resolution bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention embeddings/serialization, but one is device-dependent lm_head.weight serialization and the other is Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "'ADD THE DATA' is not a substantive bug report and does not match the chat-template tool-call crash." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-related failures, but not the same issue: model-specific FlashAttention regression vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are loading-related, but one is an AutoTokenizer v5 issue and the other is an ESM2 model breakage affecting workflows." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained behavior." + } + ] + }, + "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": 16, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45250", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:44016|issue:45823", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:43450|issue:44617", + "issue:42491|issue:43299", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "f449d541e497c7b30307b5f941d4f280b4c295c274c133e68920bfdb69664380", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35151, + "estimated_input_tokens": 8788, + "estimated_eval_tokens": 17832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it spans unrelated bugs in tokenizers, model loading, processors, docs, and CI. None of the soft pairs look like true duplicates; they are at best broad theme neighbors. For a single representative issue, the best fit is the open, detailed multimodal processor bug (#44521), but there is no strong canonical duplicate hub here.", + "confidence": 0.94, + "canonical_issue_reason": "#44521 is the most active and detailed issue in the set, with multiple inbound references and a concrete reproducible processor/chat-template bug; it is the closest thing to a cluster anchor, though the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest issue candidate overall because it is open, specific, actionable, and sits in a theme that overlaps several other processor-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Both mention processor/filtering performance, but one is a missing-file save_pretrained bug and the other is a slowdown regression; different symptoms and likely different code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Both involve auxiliary/special handling around model outputs, but one is a tokenizer special-token decode bug and the other is missing auxiliary losses when denoising is off; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax/docs issue versus Gemma4 device-map forward device mismatch; unrelated problems." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration versus TensorBoard/TensorFlow backend detection; different modules and failure modes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions affecting model behavior, but one is masked LM prediction drift and the other is Deepseek tokenizer output corruption; not the same concrete change." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for a specific repo versus missing TensorFlow backend handling; no shared underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer task AttributeError versus missing aux losses in D-FINE; different tokenizer/model subsystems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for text-classification pipeline versus nonsensical SigLIP model outputs; one is documentation, the other is model behavior." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization differences across versions versus a vague non-technical issue title; no meaningful evidence of the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error versus init_empty_weights TypeError during model loading; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve processors/chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different functionality and fixes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different config-field load failures for different models; similar class of error, not the same underlying model-specific issue." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Cache-related generation issue versus CLIPVision hidden_states regression; separate code paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel branching bug versus ANSI codes in loading report; no overlap beyond both being utility/regression reports." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained versus Gemma-4 zero3 from_pretrained; different serialization/loading issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are configuration/loading problems, but one is a missing pad_token_id on a config class and the other is trust_remote_code dropping fields; distinct bugs." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor batch shape bug versus Sam3Video OOM; one is a shape correctness issue, the other is memory usage." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MoE models across versions, but one is LoRA compatibility on hf4.x/hf5.x and the other is base model loading failure in v5.0.0.dev0; not enough to treat as the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage deserialization error for Float8 tensors versus Qwen3.5 chat crash; unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Import error for AutoImageProcessor versus Python version incompatibility in Transformers 5.1.0; separate release/packaging issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch versus import latency regression; different concerns and fixes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape codes in a loading report versus a wrong docstring for position_ids; both doc-like issues, but not the same artifact or defect." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission in MoE versus D-FINE auxiliary-loss omission; superficially similar, but they affect different models and loss computations." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron-specific Flash Attention 2 unsupported error versus a generic Flash Attention 2 issue title; too vague to call duplicates." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question for DeBERTa-V3 versus missing transformers.onnx module; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug versus Gemma-4 zero3 loading issue; different runtime paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness regression versus unrecognized model/config.json issue; no same code-path evidence." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors versus _torch_extract_fbank_features() bug; both are media-preprocessing related at a high level, but not 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": 2, + "component_count": 16, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44466", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:43232|issue:44336", + "issue:45375|issue:45759", + "issue:43526|issue:45003", + "issue:43065|issue:43408", + "issue:44496|issue:45003", + "issue:44995|issue:45200", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44466|issue:45335" + ], + "prepared_review_unit_hash": "fe56816867694ea5634b4be2dcbd3aadd605d122cc52f2668ea357f26b79b432", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36708, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers v5 regressions (imports, model loading, config handling, generation, and model-specific bugs). None of the soft pairs are strong enough to treat as duplicates, so no pair is accepted.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45003 is the most cross-cutting and infrastructure-oriented report in the set, centered on core loading/import behavior rather than a single model family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best representative of the cluster because it points to a broader core regression with wider impact than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is Qwen2.5 VL image processor export and the other is a missing huggingface_hub symbol; different underlying failures." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing names from different modules/classes; no shared code-path beyond generic import failure." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color leakage in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both touch generation/runtime behavior, but one is cache handling in chunked prefill and the other is a v5 API removal breaking trust_remote_code models; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5 VL import failure versus Python 3.9+/3.10+ compatibility breakage; different issues." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Interpreter-version support problem and a specific multimodal model loading failure are not the same underlying defect." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and AMP/CUDA crash in another loss class are distinct training bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen, but one is chat runtime failure and the other is a missing config field; different code paths and symptoms." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and post-upgrade tokenization slowdown are different problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech is a different model/config issue than the Qwen3_5MoeVisionConfig field loss." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are separate behaviors." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure do not share a concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A resizing/tying bug and a broad tokenization-version change are not the same issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test xdist race on captured_info.txt and a stale warning in paged generate() are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for a specific repo and tokenizer error masking from missing protobuf are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5 VL import error and DeepSpeed ZeRO3/BertModel index error are entirely different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI output formatting in loading_report are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing Qwen3_5MoeVisionConfig field and failure to unwrap text_config in composite configs are both Qwen multimodal, but they are distinct config-handling bugs." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug and sys.modules access bug are not the same underlying problem." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type warning; different defects." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading for a specific repo is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is ZeRO3 deque underflow; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and import slowness are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder missing field and Qwen3OmniMoe video-input ValueError are different model-specific issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading for tokenizers and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency of tied weights and resize_token_embeddings not propagating to decoder.embed_tokens are different embedding/weight-handling bugs." + } + ] + }, + "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": 16, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44869|issue:45356", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:28282|issue:30990", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:44749|issue:45310", + "issue:44749|issue:45656", + "issue:42371|issue:45092", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478" + ], + "prepared_review_unit_hash": "7317290e78e7081ee57133e700b3f4691739c5b3eb3cdd33f6ed429d2aed85c8", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37273, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated issue reports, and every soft edge looks like a false positive rather than a true duplicate. No PRs are present, and no merge candidates should be accepted.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45003 is the broadest core-framework bug in the set, but the overall cluster is too heterogeneous to represent a real duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best single representative because it targets a general runtime bug in core modeling utilities; still, it is not a strong duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: stale cache on second forward vs flash-attention None-aux crash." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer decode bug vs ESM2 model breakage; same broad area only." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warning paths: tied-weights config warning vs paged generate num_return_sequences warning." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a warning about tied embeddings; the other is a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Zero3 from_pretrained loading issue vs optimizer stepping twice under deepspeed; not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning bug vs patchtsmixer post_init policy change; unrelated code paths." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache issue vs serve KV-cache tensor indexing crash; different concrete defects." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access vs xdist file race in testing utils; unrelated failures." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque underflow vs stale auto_mappings config reference; not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Shape mismatch loading Qwen3-VL model vs a warning about tied embeddings." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash vs tokenizer codec/regression handling; different subsystems." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from image_utils vs protobuf-error masking in tokenizers; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs processor save missing files; both save_pretrained, but different objects and failures." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model init regression vs ESM2 broken model behavior; too broad to merge as duplicates." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs generation slowdown after upgrade; different symptoms and code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs bug vs missing cache in v5.0.0; related area but not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug vs docs still referencing removed pipeline(); code vs documentation." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loader breakage vs unsafe sys.modules access; unrelated mechanisms." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang; both loading-related only at a very high level." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save files issue vs deepspeed optimizer double-step; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; opposite directions and different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data preprocessing slowdown vs Qwen3.5 Moe from_pretrained error; not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown vs optimizer stepping twice; no shared underlying defect." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API/settings guidance vs remote-code meta-init incompatibility; unrelated issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 vision field vs trust_remote_code field loss; both missing-fields themed, but different models and causes." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 video attribute error vs Qwen2.5-VL position-id bug; distinct model families." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 compatibility issue vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 loading error; no concrete duplicate evidence." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure vs nonexistent image_utils import; similar import surface only, not same symbol or fix." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash vs auto_docstring annotations crash; different decorators and failure points." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure vs Llama4Config missing pad_token_id; unrelated model/config bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing config field silently dropped vs Qwen3.5-Moe from_pretrained error; related family only, not 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": 16, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:43377|issue:44242", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:44964|issue:45137", + "issue:43901|issue:45561", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:43874|issue:45092" + ], + "prepared_review_unit_hash": "2950dc2212edc2a628d59324f2ff3a7cf4408c6e58fd667c3aae26414d833dd7", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue reports. The only strong duplicate signal is the Qwen3ForCausalLM VRAM leak pair, which matches exactly in title and is a good duplicate candidate, though the evidence here is still limited to the metadata/titles rather than full bodies.", + "confidence": 0.81, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the fuller, more active report in the likely duplicate pair with issue:43704: the titles match exactly and both point to the same Qwen3ForCausalLM VRAM leak scenario.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue candidate overall: it has the clearest duplicate match in the set and enough discussion/references to serve as the canonical landing spot for that likely duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and a strong likely-duplicate signal for the same Qwen3ForCausalLM VRAM leak report, though the available evidence is limited to metadata." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different components and symptoms: a SAM 3 vision encoder attribute error versus a tokenizer/model-mapping failure." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but the reported failures differ: from_pretrained loading error versus a missing config field being dropped." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different regressions." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different failure modes: fine-grained FP8 accuracy issues versus FP8 save_pretrained/moe serialization." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and bugs: broken VitPose models versus Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Related MoE/FP8 area, but not the same concrete code-path problem: save_pretrained bug versus from_pretrained loading error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend omission for torch install is unrelated to leftover dummy PT classes leaking into dir() and check_repo." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import names and likely different top-level export regressions." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to load-balancing loss not being added." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen models, but one is a general Transformers 5.0 compatibility issue and the other is a specific Qwen3.5 MoE loading error." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model loading/config error versus a pytest-xdist race in testing utils; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Testing race on captured_info.txt is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and a DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Doc mismatch for TextClassificationPipeline is unrelated to a pytest-xdist captured_info.txt race." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different options and different model families." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to token embedding reinitialization on resize." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation sync_gpus kwargs handling and attention-kernel divergence under torch.compile are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and model families." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching under torch.compile is unrelated to a docstring mismatch for position_ids." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different symbols; not the same underlying issue." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to DeepSpeed ZeRO3 deque popping." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow job-state reporting bug is unrelated to AdaFactor OOM in DeepSpeed." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue in v5 and add_special_tokens BOS/EOS behavior are distinct bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior versus Kimi-K2.5 codec handling." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen3.5 MoE issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and old InternVL2 meta-init incompatibility are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is mostly grounded, but the positive Qwen3ForCausalLM pair is overstated. The packet supports a strong duplicate candidate because the titles match exactly, yet it does not establish an \"exact duplicate\" or prove the underlying bug is identical from the available evidence (the bodies are not shown, and the similarity signal is only moderate). The canonical/best-issue wording should stay conservative, e.g. \"likely duplicate\" or \"best duplicate candidate,\" rather than \"exact duplicate counterpart\" and \"same underlying bug.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44779", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44188|issue:44964", + "issue:43479|issue:44079", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:44222|issue:44297", + "issue:43479|issue:44869", + "issue:44297|issue:45656", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:30333|issue:34689", + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:44295|issue:44623", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "64db26f1a81c53289e37ca25c43062ffe2f871daa41af120f71dd4b42ec30553", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38016, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster emerges here: the items span unrelated issues across tokenization, model loading, training, config, imports, and save/load behavior. I would not select a canonical issue/PR, and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue; the items cover distinct regressions and API mismatches rather than one duplicate bug.", + "canonical_pr_reason": "No PRs are present in this set.", + "best_issue_reason": "No single issue is a better global representative than the others; choosing one would be arbitrary.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization behavior changes in v5, but one is about clean-up behavior and the other is a Deepseek tokenizer regression; different failure modes and code paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency-version bump problem, the other is leftover dummy class cleanup; unrelated issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer/output regressions: clean-up text handling vs Pegasus model output differences across v4/v5." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a Phi-4 multimodal loading failure." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization for Phi4 multimodal and ModelOutput key assignment are separate bugs in different components." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered buffer and double optimizer stepping with deepspeed are different runtime problems." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import surface area, but one is a missing image_utils import and the other is dummy PT class cleanup." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a missing image_utils import are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an import export issue are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch; different fixes." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 config defaults and Whisper timestamp decoding are unrelated subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata and deepspeed optimizer stepping do not describe the same defect." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "A feature-extractor regression and an auto-docstring crash are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues and processor.save_pretrained missing files are different problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is about MoE FP8 saving and the other about missing processor files." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors from different packages/modules; not the same underlying change." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed jobs and Trainer.compute_loss signature breakage are unrelated training issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index errors are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation issues are distinct model/runtime regressions." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow job-state reporting and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and the 50GB shard-size question are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config serialization and Qwen3.5 MoE from_pretrained errors are different issues." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError for missing PyTorch and MLFlow reporting after failed jobs are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split return-value issue and a meta-initialization compatibility regression are different model-loading bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection at /v1/chat/completions and Gemma4Processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "The DSA indexer split-values bug and the DSA indexer ReLU discussion are not the same concrete defect." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and a RoPE implementation discussion are not the same bug/change." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VLProcessor batched chat-template crash and an auto-docstring AttributeError are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4 multimodal config defaults and junk-filled non-persistent buffers are different regression classes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and missing processor save files are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and old InternVL2 meta-init incompatibility are separate model issues." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and Gemma eos_token_id inconsistency are different tokenizer/model config problems." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility and Qwen3.5 visual-encoder save_pretrained keys are unrelated 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": 16, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44779", + "issue:44913", + "issue:44945", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:22355|issue:28282", + "issue:42886|issue:42994", + "issue:39401|issue:44568", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:43122|issue:44514", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43723|issue:44442", + "issue:43723|issue:44779", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "fe2aeea8e52727ac6501246d09db897accf360a5a4009cdefb296ffb7fb87204", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35653, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose cluster of mostly unrelated Transformers bugs: tokenizer/import regressions, model-specific config issues, generation bugs, and save/load failures. There is no strong duplicate pair; most soft edges are only superficially similar (same subsystem or same error class) but not the same underlying defect.", + "confidence": 0.74, + "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') and best matches the cluster\u2019s dominant theme of import/load regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is recent, open, and broad enough to cover multiple import-related symptoms, even though the overall cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different bugs: one is Sentence Transformers hanging during load, the other is a zero-probability inference issue for a specific SigLIP2 model." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they affect different model classes and different fields; no sign of the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and likely different export paths/regressions." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated missing-module vs missing-dependency errors: transformers.onnx is a module import issue, while AutoModel/PyTorch is an environment dependency issue." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths and failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors (offset mapping vs special-token insertion)." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Accuracy degradation in FineGrainedFP8 is not the same defect as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime tensor-splitting bug; the other is a docstring-only issue." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different generation failures: pipeline-parallel output corruption vs an infinite loop on a specific image/model scenario." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Related to imports, but one is a specific missing hub symbol while the other is a broad multi-import regression; not enough evidence of the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Accuracy issue and model-loading bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI environment command is unrelated to a NameError while importing sentence-transformers." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache offline loading is unrelated to tokenizer decoder-type metadata in v5." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state-update bug and D-FINE auxiliary-loss bug are different subsystems and symptoms." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration warning/behavior issue is unrelated to a torch.split return-value bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture bugs: RoPE-layer dropping vs a tied-weights warning involving Qwen3-Next." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug and AutoProcessor kwargs forwarding bug are different loading-path issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang and MacOS bus error are different failure modes on different models." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized/dequantized model saving failure is unrelated to incorrect generation output under pipeline parallelism." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor file lookup/kwargs handling is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior changes and processor chat-template batching crashes are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access and tokenizer_class metadata mismatch are unrelated serialization/runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs handling and category cardinality limits are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both concern AutoTokenizer loading, but one is a broad v5 regression and the other is a model-specific tokenizer failure; not clearly the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading failure and incorrect tokenization results are related only at a high level, not the same concrete defect." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but the specific missing AutoImageProcessor symbol is not enough to treat it as the same underlying issue as the broad import-error report." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with a NameError is unrelated to a CI break from stale auto_mappings references." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized-model saving and invalid GenerationConfig are different bug classes." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning during instantiation is not the same as a missing attribute error in SAM 3 Video." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config discussion about rms_norm_eps is unrelated to a docstring issue for position_ids." + } + ] + }, + "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": 16, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753" + ], + "soft_pairs": [ + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:39401|issue:44488", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44521", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43066|issue:44779", + "issue:22355|issue:28218", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "cd7ac97c73b62507b4b1eb888a426dd84fc8609ba3149eee6769dd643da71ebc", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "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": "This set is highly heterogeneous: most items are unrelated Transformers bugs spanning tokenization, model loading, export/save paths, attention kernels, and trainer behavior. None of the soft-similarity pairs are safe duplicates, and there are no PRs to choose from.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue is a clear canonical for the whole set; the items span many unrelated bug classes, so collapsing them into one duplicate cluster would be unsafe.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must stand in for the mixed set, issue 43122 is the broadest regression-style report, but it still only represents a narrow tokenizer subset and does not unify the other topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA/ReLU discussion and GLM-5 RoPE implementation are unrelated model-internal issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression vs multimodal assistant_mask bug; different code paths and symptoms." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are distinct bugs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output issue vs Gemma 4 token-type defaulting; not the same problem." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is not the same as loading Phi-4 multimodal instruct." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer behavior in v5, but they are different model-specific regressions." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load/runtime bug and tokenizer_class save metadata mismatch are different issues." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different failure modes: dequantized save_pretrained vs gguf_file breaking from_pretrained." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug and sleng-bert load failure are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer access error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and example-script classification output bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both touch Moe models, but one is a load/runtime regression and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset_mapping regression and multimodal chat-template assistant masks are different tokenizer features." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained corruption and the other is from_pretrained failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import/export regressions from different packages and symbols." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and Deepseek tokenization regression are not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx import and extra-space tokenization are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving models, but the model families and serialization failures differ." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs Qwen3.5 flash-attention generation bug; different path and symptom." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight-loading and AutoProcessor cached_file kwargs are unrelated from_pretrained issues." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated model-specific bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior setting guidance and missing image-patch API are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version incompatibility and flex_attention import version check are different compatibility bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 discrepancy and Qwen3_5 infinite loop on one image are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and train/evaluate lifecycle failure are unrelated trainer/optimizer bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different from_pretrained failures; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification behavior and pipeline translation error messaging are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example output bug and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are unrelated generate-path 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": 16, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:43408|issue:43742", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:43066|issue:43122" + ], + "prepared_review_unit_hash": "2724faf083c36c37dfebc72192d733073918af088bbbf921c89cdf7902c03e8d", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. A few share broad themes like tokenization, import regressions, or dtype/backend problems, but none of the soft pairs look like the same underlying bug or change. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after upgrading 4.57.0 -> 5.5.0), so it is the most plausible central tracker, though it still does not match most other items as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different failures: FSDP2/PEFT optimizer-state corruption vs GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: qwen3_omni_moe helper behavior vs flex_attention import/version check." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing symbol import; the other is a broad collection of import errors after upgrade." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but for different models and different symptoms: offset_mapping vs incorrect tokenization output." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and wrong offset mapping are distinct failures with different affected code paths." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to a flash_attention crash on s_aux=None." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx import and layoutlmv3 error-message clarity are unrelated issues." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are not the same change or bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation issues are different problems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT dependency version bump and flex_attention import gating are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and missing-torchvision processor crash are different layers of the video stack." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and _patch_mistral_regex backend_tokenizer crash are separate tokenizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing names and different failure causes." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping and runtime post-processor update behavior are different tokenizer features and bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing attention projections in qwen3next and Qwen3.5 from_pretrained errors are distinct model-loading/model-definition issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are unrelated behaviors." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch and PretrainedConfig type checking regression are different API breakages." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models and missing TensorFlow backend with tensorboard-only install are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size is not the same as a Qwen3.5-Moe from_pretrained failure." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model config are different config-loading errors." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow not included in a torch-only install and broken vitpose models are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker warning and MobileLLM key error are different model-loading problems." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer.step() called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Phi-4 multimodal load failure is not the same bug as a broad upgrade-wide import error regression." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A bfloat16 compile warning and Blip2 dtype staying float32 are distinct dtype-handling issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization output across versions are related broadly, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 40, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:42222|issue:45459", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:42673|issue:43577", + "issue:44964|issue:45071", + "issue:43931|issue:44410", + "issue:44261|issue:44485", + "issue:44964|issue:45341" + ], + "prepared_review_unit_hash": "75b45e90a60991d0555d8bc0cc7300d291b1ccc62fe0d0ea1ccda5d34eeb0b21", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38778, + "estimated_input_tokens": 9695, + "estimated_eval_tokens": 19646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports and regressions. The soft-similarity links are generally superficial, sharing only broad terms like import errors, Qwen/GLM model names, or flash-attention, but not the same concrete failure mode or code path.", + "confidence": 0.85, + "canonical_issue_reason": "No single true duplicate stands out; issue 45478 is the best representative because it is a concrete, reproducible v5.4.0 regression with a specific model and loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45478 is the strongest global representative: it names the affected version, model family, and failure surface clearly, making it the most actionable anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API/settings warning vs. MLA q_a_layernorm precision bug; different root causes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation vs. audio feature extraction issue; unrelated modules." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in GLM46V processor vs. RMS norm epsilon precision issue; different defects." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 vs. Qwen3.5 MoE from_pretrained failure; different model/code paths." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs. model loading regression; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage vs. protobuf-hidden tokenizer errors; unrelated failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API vs. unexpected position-id key warnings; only loosely related to configs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior vs. GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 compilation warning vs. sam3 model-type warning; different symptoms." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention load failure on Ministral-3 vs. degenerate training with flash_attention_3; not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import error vs. PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type-checking breakage vs. missing TensorFlow backend error; different areas." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings vs. FineGrainedFP8 accuracy issue; both precision-related but distinct." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in dataloader threads vs. Qwen3.5 flash-attention generation bug; different failures." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak report vs. isolated reproduction of another issue; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch vs. Qwen3-VL-Moe bug; same family, different defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling vs. physical-intelligence/fast load failure; unrelated code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API vs. gguf_file load breakage; different loading problems." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs. PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility break vs. pipeline parallelism output corruption; different issues." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs. shard-size question; no overlap in defect." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "sam3 model-type warning vs. tie_word_embeddings warning in Qwen3.5 LoRA; different configs/models." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper vs. torch.split return-value issue; only both are GLM-adjacent." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training collapse vs. category-count ceiling error; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different missing names/modules; not duplicates." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2+PEFT optimizer-state bug vs. Liger Kernel not applied with model_init; distinct training stack problems." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "qwen3next missing projections vs. missing deepstack_visual_indexes field; different model configs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "layer_type_validation import error vs. HybridCache import error; separate missing symbols." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs. auto_docstring future-annotations crash; different subsystems." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "tie_embeddings API removal vs. flash_attention sink-less-model AttributeError; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-arg TypeError vs. tokenizer-mapping None handling; different tokenizer bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs. qwen3next missing projections; same broad family only, not same defect." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in threaded dataloading vs. Blip2 dtype staying float32; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Phi-4 multimodal load failure vs. PretrainedConfig typing regression; different problems." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-30B shape mismatch vs. qwen3next layer-0 projection omission; distinct model-loading failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision bug vs. GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading failure vs. a testing_utils bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45372", + "issue:43097|issue:43901", + "issue:43986|issue:45341", + "issue:42617|issue:45341", + "issue:43825|issue:44655", + "issue:45341|issue:45588", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:43299|issue:43867", + "issue:43064|issue:44380", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655" + ], + "prepared_review_unit_hash": "dcc5aa4a013feee77bf589a5ba6dde21fc6941b9e3b81b35d6bc689dd9b548d5", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37412, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of Transformer issues with only superficial keyword overlap. The proposed soft pairs do not look like the same underlying bug or change; they span unrelated import errors, save/load regressions, processor crashes, training failures, and compile/runtime warnings.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the set is not a coherent duplicate cluster, and the soft pairs are mostly unrelated by code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good global representative for dedupe; the items are too diverse and none of the soft pairs match the same concrete defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both are loading-related, but one is a local_files_only network request bug and the other is a missing embed_tokens.weight in UMT5Encoder; different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video AutoProcessor import handling and tokenizer mapping fallback are unrelated failures." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing utility bug and a Qwen3_5 rotary embedding offload issue are different subsystems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading behavior are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction issue are not the same defect." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor video-model import failure and chat template crashing on tool-call messages are separate code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing utils race conditions and xdist capture are related only at a broad testing level, not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision in AutoProcessor loading and Gemma 4 processor import breakage are different dependency issues." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "A removed model config API and stale pipeline docs about return_all_scores are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor loading and a testing_utils bug do not share a concrete failure path." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py failure and a testing utils issue are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-message behavior and saving Pipeline objects are different problems." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utilities and flash_attention sink-less-model crash are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight loading and save_pretrained shard-size question are not the same issue." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning and Bamba SDPA compile failure are distinct compiler/backends problems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch warning during compile and a tie_word_embeddings warning in Qwen3.5 are different warnings with different causes." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are separate behaviors." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and a Qwen3_5 infinite-loop generation bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model dequantization save failures and pipeline save_pretrained failures are different save paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-compatible chat/completions routing and Qwen2.5-VL chat template batching are not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Generic compile warning and compiled flex_attention failure on newer torch are different failures." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode and missing Qwen2_5_VLForConditionalGeneration are separate import regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation and unexpected API requests with local_files_only are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request rejection and assistant tool-call template crash are different layers of the stack." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one is attentions missing from CLIPOutput and the other is hidden_states missing from CLIPVisionModel.forward; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3/VL loading issues and fp8 support request are not duplicates." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3.5-VL MoE loading regression and state_dict-sorted load_model error are different load-time bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling with SDPA/FlashAttention are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "OpenAI API request rejection and Qwen2.5-VL video vision_position_ids are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and inability to save Pipeline objects are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are different attribute regressions." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are both save/load themed but not the same defect." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and Pipeline save_pretrained failure are different save 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": 16, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45753" + ], + "soft_pairs": [ + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:36010|issue:42757", + "issue:43756|issue:44485", + "issue:44220|issue:44655", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:43992|issue:45310", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:43352|issue:45478", + "issue:43618|issue:44380", + "issue:43064|issue:44492", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43867|issue:44484" + ], + "prepared_review_unit_hash": "eb96307c0f8904c7e3d917679a011b40f7f6c099a610a4bb307a75d038d78083", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports across unrelated models/features. The only plausible duplicate-like pair is the import-time slowdown reports (41669/44246); the rest share at most superficial keywords like model names, RoPE, or FlashAttention and are not the same concrete defect.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different models and different failures: FlashAttention 2 unsupported vs invalid GenerationConfig." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen, but one is tokenizer decoder type and the other is video position IDs; different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different packages/symbols, not the same missing-name regression." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation defects." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Unrelated areas: fbank feature extraction vs saving Pipeline objects." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different model/code paths: GlmMoeDsaIndexer split behavior vs DeepseekV3MoE divergence." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class, but different configs, models, and missing fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions omission is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is an infinite-loop bug for a specific image in Qwen3_5." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute error vs MoE load-balancing loss computation; different defects." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure modes: Gemma3 config missing field vs glm-4v-9b loading failure." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a loading regression and the other is a model-generation infinite loop." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support issue vs Python-version compatibility issue." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Different attention backends and different code paths; not the same model bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and loaders: UMT5Encoder missing weights vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling regression is unrelated to single-label classification zero-loss behavior." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state_dict loading error vs a missing Qwen3_5MoeVisionConfig field; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe Transformers import-time slowdown; one is a specific cause report and the other a broader symptom report." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed training optimizer-state bug vs a cache-strategy typo." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 torch.jit.parse indentation problem are not the same failure." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing Gemma3Config field vs tokenizer mapping returning None; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed and xdist file races are different issues." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "API removal warning vs FlashAttention support bug; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 serialization, but one is a generic sorted-state_dict load error and the other is incorrect visual encoder keys on save; not clearly the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same family name but different Qwen3.5 MoE import error vs Nemotron FlashAttention support." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA ReLU absence in indexer is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state corruption during training vs inability to save Pipeline objects." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tp-caused OOM are different symptoms and likely different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init policy issue is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model loading error vs save_pretrained shard-size question; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays close to the packet and does not overclaim. The lone accepted soft-edge pair (41669/44246) is conservatively framed as a slowdown/import-time similarity, while the other verdicts are appropriately cautious about differing 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": 16, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45375", + "issue:45478", + "issue:45588", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:44655|issue:44938", + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:44315|issue:44360", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576" + ], + "prepared_review_unit_hash": "23f9da61fc978a9e2fe4c2784fa93c4d07b685f3a875c6746bac11057cc2a7a0", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37953, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar Transformers issues about loading/import regressions, but the concrete failures vary a lot (tokenizers, model configs, docs, flash attention, FP8, CI, etc.). I do not see any pair that clearly represents the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering multiple import failures after upgrading from 4.57.0 to 5.5.0 and thus best represents the general regression theme in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative issue because it is wide in scope, user-facing, and aligned with the cluster\u2019s dominant v5 breakage pattern, while the other issues are narrower or unrelated specifics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading/import problems, but one is a missing PyTorch dependency error and the other is a tokenizer loading regression; different root causes and fixes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions being unset and an AMP float16 crash are different model/runtime failures, not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "One is about CLIPOutput attentions assignment; the other is Qwen3.5 generation with flash-attention. Different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIP attentions regression and flash_attention.py crashing on sink-less models are unrelated issues." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs mentioning return_all_scores is a documentation mismatch, not the Python 3.14 loading problem." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ integration test due to missing set_seed() is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test flakiness from missing seeds and a GraniteSpeech device override CI failure are different test failures." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seed flakiness and auto_mappings breaking CI due to removed configs are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still triggering API calls is a network/offline bug; AddedToken() argument duplication is a tokenizer constructor bug." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update no_grad decoration and SGD optimizer args being ignored are unrelated code-path issues." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both mention tests, but one is a seed-related integration test flake and the other is a specific bug in testing_utils.py." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "PreTrainedModel import failure and HybridCache import failure are distinct missing-symbol regressions." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained on moe and missing _tp_plan for tensor parallelism are different model export vs parallelism issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline API-call leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are not the same failure." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel plan and Qwen3.5 MoE from_pretrained errors are related only by model family, not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading sentence transformers and confusing forward docs are different categories entirely." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and a missing deepstack_visual_indexes field are different Qwen3.5 MoE issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory growth and inability to reload checkpoints trained on v4.57 are not the same defect." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Decorator/no_grad concerns on cache updates and broad import errors after upgrade are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "AutoTokenizer.from_pretrained v5 loading problem and checkpoint reload incompatibility are different failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline network calls and FP8 moe save_pretrained are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "cache update no_grad and tie_word_embeddings warning during LoRA fine-tuning are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init and a DSA indexer missing ReLU are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update decoration and a broad complaint that 5.0 breaks too many models are not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Offline-file loading bug and a placeholder issue titled 'racoon' are not meaningfully comparable." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and a missing image-patch-count method in GLM46V are different FP8/model bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Failed MLFlow reporting and tensor parallel training bug are unrelated training issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file loading errors and PretrainedConfig type checking regressions are different problems." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled file errors and saving Pipeline objects are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for moe and fp8 inference support for qwen3-vl/qwen3.5 are adjacent but not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not the same issue." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are different regressions." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and broken 'transformers env' command are separate v5 import/CLI problems, not one 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": 16, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43010|issue:45656", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43010|issue:43976", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44373|issue:44961", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351" + ], + "prepared_review_unit_hash": "be4369d3a697b11073603a1fb4d302183c07fadea12d9e813d4cd0e982026e18", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38946, + "estimated_input_tokens": 9737, + "estimated_eval_tokens": 19730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of mostly unrelated issues, with several broad v5 regression/import reports but no clear duplicate pairs. I would not merge any of the soft candidates; they share subsystems at most, not the same concrete bug.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45850 is the best umbrella-style issue in this set: it is broad, open, and explicitly about many model breakages after v5, so it is the most plausible dedupe anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Same choice; it is the only issue that reads like a catch-all report rather than a single narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 model-loading regressions, but they target different model families and different failure contexts." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache/no_grad decoration and double optimizer stepping are different training-path bugs." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are separate issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "An env command regression and a PretrainedConfig type-checking regression are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The titles are unrelated and point to different model/content areas." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion for forward arguments is unrelated to an import error." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import failures, but for different symbols with no evidence of one shared root cause." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing configuration_utils symbol and broken env command are different problems." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "A cache update autograd issue and a Python-version support issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Different missing/broken import paths; no clear single underlying code-path defect." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and a nonsensical title are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and TextClassificationPipeline docs are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Top-level import failure and compiled-file execution errors do not match." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Training bug and BeitImageProcessorFast label reduction bug are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "These are different numerical/model-component issues with no shared concrete defect." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure and unsafe sys.modules access are related in theme but not clearly the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and a missing TensorFlow backend guard are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific save_pretrained bug and a generic bug report title are not enough to establish duplication." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is bbox output error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are different regression reports." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A vision-model output bug and a config type-checking regression are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL model loading and tensor-parallel plan support are different issues." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id attribute in one config is much narrower than the broad v5-breakage umbrella." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance regression and generation cache missing during chunked prefill are different problems." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading regressions, but they involve different model families and specific failure modes." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring for position_ids and an unrelated title are not duplicates." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A specific StableLmConfig field regression is not the same as a broad 'many models break' report." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is too narrow to be the same issue as a generic v5 breakage umbrella." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy-loading malfunction are related only broadly; no same underlying bug is shown." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type warning and Liger Kernel not being applied are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python support regression and Qwen3-VL bounding-box hallucination are not the same issue." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support warning and a vision output bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler parameter forwarding and PretrainedConfig type checking do not share a concrete bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and a generic bug report title are not enough to infer duplication." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error and a generic bug report title are not enough to infer duplication." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Both touch imports, but one is a performance cleanup and the other is a missing export/import error." + } + ] + }, + "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": 16, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-392", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:44315|issue:44829", + "issue:41669|issue:44492", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44492|issue:45850", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "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:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43525|issue:44861", + "issue:43066|issue:44998", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "ed99a9b9ecb3d4bce0a2419324cd37a9084fbd01034a76c97c08cd9963b9c746", + "component_budget": { + "node_count": 392, + "item_count": 392, + "soft_pair_count": 1480, + "serialized_chars": 761412, + "estimated_input_tokens": 190353, + "estimated_eval_tokens": 380962 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 42263, + "estimated_input_tokens": 10566, + "estimated_eval_tokens": 21388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly composed of unrelated issues that happen to mention Transformers v5 regressions, loading/import errors, or model-specific bugs. None of the soft edges are strong duplicates under a strict triage standard. Issue 45278 is the best umbrella representative for the cluster\u2019s dominant v5 import/model-loading regression theme.", + "confidence": 0.79, + "canonical_issue_reason": "45278 is the most concrete umbrella report: it describes broad import/model-loading failures after upgrading to v5.5.0 and is more actionable than the vaguer v5 complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 best represents the cluster because it captures the common post-v5 breakage theme without being too vague, unlike 45850.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Different bugs: generation cache missing vs a typo in cache strategies." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: import-star cleanup performance issue vs a testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is a concrete import-error report and the other is too vague to be the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific issues: 2D bbox hallucination vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Specific multimodal processor API crash vs a generic v5 complaint; not the same defect." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: model_init/Liger kernel application vs flash_attention_3 training degeneration." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star refactor/perf issue is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different failures: patchtsmixer post_init validation vs tied-weight key handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about model.forward args is not the same as tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star cleanup is unrelated to scheduler kwargs not being passed." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings documentation issue is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are different features and different bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key crashes are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA ReLU concern is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as a generic complaint that v5 breaks models." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "One is a generic bug report placeholder; the other is a specific Qwen3.5 MoE loading error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star usage cleanup is unrelated to a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Doc wording confusion is not the same as a Llama 3.2 model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Model.forward docs issue is unrelated to the missing flash-attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger/model_init application and old remote-code checkpoint meta-init incompatibility are different bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different subsystems: RoPE vs audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and timestamp calculation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp math and missing files on save_pretrained are different issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp calculation and VRAM leakage are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values issue is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA rms_norm_eps precision mismatch is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak bug is unrelated to a testing_utils issue." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 changes, but one is a broad behavior change and the other a specific decoder-type mismatch; not clearly the same defect." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the placeholder unemployment issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak bug is unrelated to the placeholder unemployment issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup issue is unrelated to the placeholder unemployment issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type bug is unrelated to the placeholder unemployment issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key crashes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a missing import name are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU concern is unrelated to the placeholder unemployment issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request is unrelated to missing processor files on save_pretrained." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after failed training and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bug are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed issue is unrelated to model.forward doc confusion." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching not supporting audio models is unrelated to FP8 inference support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "280e1d612c296538eee9e61be0408b96a4c8b34a3f3ed7e2b372b90d5eb322ed", + "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 separate feature requests in the same project area, but they target different integrations: Flash Attention 2 support vs GGUF support. They should not be clustered as duplicates or one canonical item.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits both items because they request different capabilities for different architectures/formats, with no shared code-path or concrete overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick one representative for its own topic, issue #26350 is the clearer single feature request, but it does not represent the GGUF request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature areas and underlying changes: Flash Attention 2 support is an attention backend/architecture feature, while GGUF support is a model-format/loader feature. They are not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "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": "4700850f3349f8e408577c184590c602d100ceffb4c0f56f54a2d8c046c147b8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all documentation-translation request issues, but they do not look like the same underlying request or bug. The Turkish-specific issue is distinct from the generic language-template issues, and the generic ones lack evidence that they refer to the same language or same translation task.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR] Turkish) and is more informative than the generic placeholder-style issues.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best representative of the cluster because it has a specific target language and a fully qualified title, unlike the placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests: Turkish vs an unspecified language-template issue; same broad docs translation theme, but not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The titles indicate different language-targeted translation requests; no evidence they are duplicates of one another." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request versus a generic language placeholder issue; similarity is only in the template text." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template-style issues, but there is no concrete evidence they refer to the same language or same translation effort." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical template phrasing alone is not enough to treat them as the same issue; they may represent different languages or separate requests." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same placeholder title format, but no explicit target language or shared identifiers to confirm a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:36879|issue:37015", + "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:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "2d3a7ceb968fc82c3619d90a1f0763914c3e3976e13e728834b5ff1f2a2527f5", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20708, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20708, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate model-request issues (BERT variants, ASR/TTS, OCR, DETR, perception encoders, sparse transformers). They share a generic \u201cadd model support\u201d pattern, but not the same underlying bug or change, so I found no true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items request different models and capabilities, so they are not duplicate reports of one bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication: the cluster is too broad and the requests are independent, so none safely represents the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBert vs DEIMv2; same broad request style only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3-TTS support; unrelated model types." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR are different models and different code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision models, not the same request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio 1.5B target different domains and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and circuit-sparsity are unrelated architecture requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR (detection) and Qwen3-ASR (speech recognition) are different features." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs circuit-sparsity/circuitgpt are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT variants with distinct support needs." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different models/tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer support are separate changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct architectures, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral-4B-TTS-2603 are different model integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated models and code paths." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only in theme, not in concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "RoPE-enabled BERT-like models and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related branding but different tasks and support work." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are separate audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer support are different underlying changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models, not one duplicate issue." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio models." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer/circuitgpt and EUPE are unrelated architecture proposals." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different domains with no shared code-path issue." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are distinct changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models/tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model areas and changes." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "77ef16526c220b120ad705a68773149b9490ca1c85b97c48a0b194a9fca5d392", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely similar by being small correctness/typo-style reports, but they cover different models, configs, and tokenizer behavior. I do not see any true duplicate pairs in this cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43668 is the cleanest representative of the loose similarity cluster: a small, concrete config/type-correctness bug. The other issues are separate model, loss, tokenizer, or typo problems rather than the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "43668 is the most suitable anchor because it is precise and actionable, but it should still be treated as its own issue rather than a duplicate umbrella for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different bug classes: Llama4 normalization semantics vs ModernBERT config type hint. No shared code path or concrete duplicate signal." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss-kwargs forwarding are distinct bugs in different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Segmentation loss parameter usage is unrelated to the tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unrelated issues: model loss parameter usage vs a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different subsystems and defects: Mask2Former behavior vs a ModernBERT config annotation bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs propagation is unrelated to a config type-hint mistake." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing and tokenizer regex warnings are separate, non-overlapping bugs." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but one is a config type hint and the other is a string/attribute typo; 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": 7, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "c36a7eacc89892d9fa28a706ce07b0b0b2a36f68a5bdaa7afd47cbfbbb732b84", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests block decoding support, the other requests DeepSeek v3.2 support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because they describe different feature requests and do not appear to be the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Titles and likely intent differ substantially: block decoding vs. DeepSeek v3.2 model support. No evidence they target the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "f0195d356360e4be2cf96a025d3e360b8b81ec2d6d81775a2a3a3b9b9ceaa5f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad theme level (custom trainers/Trainer extensibility), but they describe different problems and code paths: one is about `remove_unused_column`, the other about FLOPs estimation. I would not treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more specific Trainer customizability problem centered on `remove_unused_column`, making it a clearer canonical representative for that topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best single issue to keep because it names a concrete Trainer behavior and likely has the most actionable scope among the two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying issues: `remove_unused_column` behavior vs FLOPs estimation for custom trainers. They share a general Trainer/custom-trainer context but do not look like the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "2285fc9cddcb14291f775cbae5a0e9c9d7f2343015c5eaa2b5b613e46a929b46", + "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 both model-support requests for Qwen variants, but they target different capabilities and different model families: Qwen3-Omni auto-class registration versus Qwen3.5 sequence-classification support. They do not look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly represents both items because they request different functionality; if forced, issue 43684 is the broader registration request, but it 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 model families and different requested support: AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni versus AutoModelForSequenceClassification support for Qwen3.5. They do not describe the same code path or mergeable fix." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "65e5db4f89c74b105667aaf03e8ce93cebc1381a6fb267c0fa92cbe6347c3f08", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like low-signal issue noise: three near-identical issues titled \"huggingface \" and one unrelated short title \"Fett\". There isn\u2019t enough substantive content to confidently merge any pair as the same underlying bug.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43845 is the best representative because it is the earliest of the repeated \"huggingface \" issues and closest to the apparent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most canonical issue candidate: earliest among the repeated-title issues, with the same minimal wording as 43846 and 43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body or target details to indicate the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of a shared underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles; the available metadata is too thin to treat them as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical short titles, but there is no substantive description or target evidence to confirm the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title text, but the record lacks enough detail to safely merge them as one bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title text, but no body/target evidence establishes a shared underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "6a037fe9c8df00aea33cf06d23992ec1d75af707ac746967ef7fa0185b2ac6e5", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are low-information spam/placeholder issues with different surface titles and no evidence of a shared underlying bug or change. They should not be merged as duplicates; treat them as separate junk reports, with one generic spam issue as the best representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44371 is the earliest clear spam placeholder ('') and is as representative as any other item in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best representative because it is a generic spam placeholder and predates the other similarly empty items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders, but there is no concrete shared bug/change to justify duplicate merging." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders, but the cluster lacks any actual technical issue identity to unify." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a documentation suggestion; they do not describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are different spam-style titles with no evidence of the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They are both spam placeholders, but there is no concrete underlying bug/change to establish a true duplicate." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different spam-like titles with no shared technical subject or code path." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different spam-like titles with no shared technical subject or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "30781db1a62da1fafdfeeee6d00a3023179924a5762c35e279add45455063975", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#45145 and #45151 look like a likely duplicate pair: they have identical titles, very similar body lengths, and a soft-similarity signal. The evidence is suggestive but not definitive, so the duplicate assessment should stay conservative. #45145 is a reasonable canonical choice because it has an inbound reference.", + "confidence": 0.8, + "canonical_issue_reason": "#45145 is a reasonable canonical issue because it has one inbound reference and the pair appears to be a likely duplicate based on identical titles and soft similarity. The packet does not prove the two reports are identical, so this is a conservative choice rather than a definitive identity claim.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate because it is the likelier canonical representative of this duplicate pair and has the only inbound reference. The available evidence supports similarity, but not certainty that the two reports are the same.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate pair: identical titles, very similar body lengths, and a soft-similarity signal. The evidence is enough to treat them as the same underlying report for triage, but not strong enough to claim strict identity." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the evidence in the packet. The packet supports that #45145 and #45151 have identical titles, similar body lengths, and a soft-similarity signal, but it does not show the bodies themselves or prove they are the same report. The canonical-choice rationale is also only weakly grounded: having one inbound reference makes #45145 a reasonable pick, but not definitively the same duplicate. Please phrase this as a conservative similarity/likely-duplicate assessment rather than a firm identity claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "fe1979d9764c81cd6adcdc76743dcc7300d6132e514bc92e4a2d21f4b821af5e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different 4-bit inference bugs in the same general area, but they do not appear to share the same root cause or fix path. One is a Gemma4/audio-module uint8 `torch.finfo()` TypeError; the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the more general and clearly actionable BitsAndBytesConfig regression, with higher discussion activity; if a single representative issue is needed, it is the better anchor, though it is not a duplicate of 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion logic. Shared 4-bit inference 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": 15, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "f764d3673d0ebed7502fa72c8dc50f4e42af523ca86355385eefb7930eff99ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: they reference different people and different dates, with only a shared surname-like token creating weak similarity.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and birth dates; no evidence they describe the same underlying issue or content." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "bcec43db9aaf53e57742d54e5153f5efa7382e045bee057d91f46cd0c7d95278", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed, empty issues with unrelated person-name/date titles. There is no evidence they describe the same bug or even a software problem; they look like separate low-signal/possibly spam issues.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative: both have no body, no links, and no technical content to identify a shared underlying report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in title structure; the names/dates differ and there is no technical content indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "4285980add19684098a6eb3132da3a02a9a9ba5364f5062529421d70e35f1f3e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35196, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35196, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated PRs across models, docs, tests, and utility refactors. Only the two loss-utils PRs (43251 and 43254) look like true duplicates of the same cross-entropy kwargs fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest canonical representative for the duplicated loss-utils fix: it directly updates `fixed_cross_entropy` to pass supported kwargs into `nn.functional.cross_entropy` and is tied to the tracking issue. PR 43254 is a narrower rephrasing of the same code-path change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall PR candidate because it is the most complete and explicit implementation of the shared bug fix, with a direct issue link and the same concrete code-path change as 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different domains: VideoPrism model addition vs. ExecuTorch export dynamic-shape test. No shared bug or mergeable code change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer helper methods vs. adding MobileLLM model support. Unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions and an ExecuTorch test are unrelated and do not fix the same underlying problem." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes vs. adding a new model. Same broad area of model support, but not the same concrete bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs plumbing vs. Mistral4 test/model fixes; different code paths and problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape test and Mistral4 test fixes target different systems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export test vs. new model support. No shared underlying bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs. config-resolution order fix. Completely different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor and Mistral4 test fix affect different models and different issues." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs. repository-wide model-creation skill; not the same code-path change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests/integrations fix vs. CLIP-like `layrnorm` renaming cleanup; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 test fixes and docs for audio/video processors do not address the same bug or feature." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model-specific Mistral4 test work vs. config resolution order in `modeling_utils.py`; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs. a draft model-creation skill scaffold are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM support is unrelated to adding a model-creation skill and docs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model code and docs for audio/video processors are different repository features." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `fixed_cross_entropy` in the same way: plumbing supported kwargs to `nn.functional.cross_entropy`. They are near-duplicate fixes for the same concrete bug and could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, 43251/43254, is well supported by the shared filename and shared issue target, and the rest are reasonably treated as unrelated or at least not the same concrete bugfix. 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": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "9299a110dfb22004b99c755f0114cc88dc4fc24ca8511cc44cbc556ef2d0db2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs overlap on the VibeVoice family, but they are not duplicates: one implements the base model, the other adds the realtime variant and related tokenizer/generation pieces.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the core VibeVoice implementation and appears more mature/reviewed; PR #42781 is a separate realtime extension rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the strongest single representative of the cluster because it targets the base model implementation and has substantial review activity, while #42781 is a draft extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Different scope and code change: 'Implement VibeVoice' vs 'Add VibeVoice Realtime'. The second PR adds realtime-specific support and acoustic tokenizer work, so they are not the same concrete fix/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "8202cbb704d5d8049b6805241660fb4d823ccb08cb92f039b791d2d763ab6da3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated: one adds covariate-based forecasting support for TimesFM, the other adds DINOv3 image-classification support. They do not fix the same code path or represent the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR for this cluster; if forced, #41224 is the cleaner standalone feature PR, but it is not a duplicate of #40755.", + "best_issue_reason": null, + "best_pr_reason": "#41224 is the better standalone PR: it is focused, has a clear API addition, and shows more review activity. #40755 is a separate, unrelated feature area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM covariate forecasting versus DINOv3 image classification. They do not share the same underlying bug or change and could not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "d00618cb833b500279edac13d3ce8dd2b7293cb6830c50a7e4eeec8f24467f8b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated pull requests adding support for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share framework boilerplate and auto-registration files, but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are separate model-addition PRs for different models and do not represent one duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good cluster representative because the PRs target different model integrations rather than one shared fix or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both are model-addition PRs, but for different models (DeepSeek OCR vs Isaac). Shared registration/docs scaffolding is not enough to treat them as the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "They add different models (Isaac vs Kimi2-6) and touch shared transformer plumbing only as part of separate integrations, 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": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "8e36c6824715235e1423b1dc913722c50e29b28e4fc76ffa52110040a0e4c913", + "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": "Two workflow-maintenance PRs with overlapping GitHub Actions files, but they upgrade different action families and target different concerns; not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the cleaner canonical representative: it has the more specific problem statement (Node 24 compatibility) and a broad set of workflow-action version bumps.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single representative of the cluster because its scope and motivation are explicit, while PR 42976 is a separate general update focused on newer versions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They are both GitHub Actions upgrade PRs, but the concrete changes differ: 42975 updates checkout/cache/upload-artifact and related workflow actions for Node 24 compatibility, while 42976 bumps docker/build-push-action and a different set of workflow actions to latest versions. Shared workflow filenames alone are 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": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "eac57268e2d9d84a5b8f5c3b38668ef7837009afaf26db235acb2cb3183f704a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23513, + "estimated_input_tokens": 5879, + "estimated_eval_tokens": 12014 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23513, + "estimated_input_tokens": 5879, + "estimated_eval_tokens": 12014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No true duplicate pairs here: the PRs are separate model additions or an unrelated distributed-loading change, with only superficial overlap in boilerplate docs/auto-registration files.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the strongest standalone candidate to keep: it is the most mature and comprehensive model-addition PR in this set, with extensive implementation, processor/image/video support, tests, and the highest discussion activity; the others are different changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the best representative PR overall because it is the most complete and reviewed change in the group, while the other PRs are clearly separate features rather than the same fix or model add.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Both are model-addition PRs, but they add different models (ViT NEPA vs Molmo) with different codepaths and targets; shared docs/auto files are just boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model families with different implementations and tests; overlap is only in registration/docs scaffolding." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions; no same underlying bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are different model releases with separate model/processor stacks; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared auto/model registry edits do not make them duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model implementations with different architectures and files; not mergeable as one PR." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 audio support and PP-OCRv6 text recognition are different domains and codepaths; the overlap is only generic model-addition boilerplate." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading support is an infrastructure change, while PP-OCRv6 is a model-family addition; they do not fix the same problem." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are different model additions with different implementations, tests, and documentation; 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": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "4014f1af4925a56cc392ba522c70a122c03bec943bd7d21808539319dc2e63bf", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No pair looks like the same underlying PR/change. The cluster mixes an unrelated Whisper tokenizer fix, a test-only CLIP/ViT PR, and a substantive FP8 dequant/model-loading fix. PR 44815 is the strongest standalone change, but it is not a duplicate of the others.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive and concrete code fix in the set, with a clear bugfix path in model loading / fine-grained FP8 integration. The other PRs are unrelated or test-only.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative because it fixes a specific runtime/code-path issue and has a meaningful implementation diff, unlike the test-only or unrelated Whisper PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode logic vs CLIP/ViT test edits; different subsystems and different kinds of changes, so not the same bug or patch." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding fix is unrelated to FP8 dequant/model-loading changes; no shared concrete code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT PR does not match the FP8/core loading bugfix; they could not plausibly be merged as one duplicate 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": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "40f0a6496ddcde9980b4f95c4ca2ecf6c78a53667f6312b9befc45cc67001e25", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one is a small repo-bot/setup formatting check, while the other makes broader CI/workflow and testing changes. Shared Vit test edits are incidental and not enough to unify them.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the better representative of the cluster because it contains the substantive workflow/testing changes; PR 43488 is a tiny synthetic \"don't merge\" repo-bot check and does not capture the same change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the strongest standalone PR in the set: it touches multiple CI/workflow files plus test utilities, whereas PR 43488 is a narrow setup/version tweak meant for bot-checking rather than representing the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes and code paths: 43488 is a setup/version/repo-bot formatting test, while 43532 changes CI workflows, notification logic, and test utilities. The shared Vit test file is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "cec91b7dffd3300698ae4385fc67d99a23f05c85bbcc2433d04dc1988817c31a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs share pipeline/docs infrastructure, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation, with different model and test coverage. They are related in theme, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate pipeline additions for different segmentation tasks and should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global best representative of the other; each targets a distinct feature area and code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines/features with different model and test files; shared docs and infrastructure are 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": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "2b74cf837e6a9180198cd641a8ab1d4d766fcb2591dd2fdcbf8997ffed1f5a84", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/trainer.py` and add overridable trainer hooks, but they solve different problems: one changes gradient-accumulation loss scaling, the other changes input-signature/column filtering. They are related in theme but not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better representative of the cluster because it changes the core training-step loss-scaling path; PR 43663 is a separate refactor for signature-column handling.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the stronger standalone candidate: it addresses a concrete training behavior change and adds a focused hook that custom trainers can use to control loss scaling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Not the same underlying change. 43651 adds `_loss_is_scaled_for_ga` to control gradient-accumulation loss normalization, while 43663 adds `_get_signature_columns` to control column filtering. Same file and extensibility theme, but different code paths and merge intents." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "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": "0b062511e6c4bee14f4c2d56c7ca0f9680401ade583a898afc6a46e7e2e92998", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs touch `src/transformers/cli/serve.py` and are related to typing/import-time annotation issues, but only PR 43842 cleanly targets the specific `TypeAdapter`/`pydantic` NameError. PR 43656 is a broader `__future__.annotations` and annotation-cleanup change, and PR 43836 is a wider Serve refactor; neither is conservative enough to treat as the same concrete fix as 43842.", + "confidence": 0.8, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most precise, minimal fix: it explicitly imports `TypeAdapter` under `TYPE_CHECKING` and quotes the annotation at the use site to avoid the runtime NameError.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it directly addresses the concrete failure mode with the narrowest change set and least unrelated annotation churn.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both are in `serve.py`, but 43656 is a broader annotation cleanup (`__future__.annotations`, unquoting other types) while 43842 is a targeted `TypeAdapter` import/type-checking fix; they are related, but not the same mergeable bugfix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": false, + "reason": "43836 is a larger Serve refactor that happens to mention `TypeAdapter`, but it is not clearly the same concrete `pydantic` import-time NameError fix as 43842." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong on PR 43656 vs 43842. The packet only shows they share `serve.py` and a generic NameError/theme similarity; 43656 appears to be a broader `__future__.annotations`/annotation cleanup, while 43842 is specifically about importing `TypeAdapter` under `TYPE_CHECKING`. That is not enough to confidently call them the same concrete bugfix or a single mergeable PR. The rejection of 43836 vs 43842 is grounded, but the accepted pair is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request: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:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "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:44161", + "pull_request:44017|pull_request:44722", + "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:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request: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" + ], + "prepared_review_unit_hash": "e74478f6ffe85fbc82cd9787c8ed9db9af2036bf6940989818d32278fb3a2aa4", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific refactors to a standardized output-tracing API. Most PRs are not true duplicates because they touch different model families/code paths. The only clear duplicate groups are the GPT-Neo pair and the GPT-J/CodeGen pair(s).", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest canonical PR among the true duplicates: it is a later, broader GPT-J/CodeGen output-tracing refactor with the same concrete decorator migration and explicit issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best representative of the actual duplicated work: it captures the GPT-J output-tracing refactor cleanly and subsumes the related GPT-J/CodeGen changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model families and different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and implementations; only the shared umbrella refactor theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same GPT-J area, but the previews suggest different refactor versions rather than one identical change set." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; same standardized-output theme is too broad to count as a duplicate." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and separate files; not the same underlying fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations despite similar API migration goals." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus MGP-STR; no shared concrete bug or code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct model refactors, not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo model family, same output-tracing migration, and overlapping files/tests indicate the same concrete refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; only the high-level decorator migration is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and code paths; not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated; same umbrella issue target does not make them duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model families with different refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen do not share the same concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated; only the refactor pattern matches." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor versus GPT-J/CodeGen refactor; different concrete code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are separate models with no shared fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are separate code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models; same broad API migration is not enough." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are not the same underlying bug or refactor." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are unrelated model changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are separate model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBert do not share the same concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44074", + "accept": false, + "reason": "CVT and TextNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are separate code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor and same concrete decorator migration; 44722 looks like the broader later version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file and replace the same legacy return path with standardized decorators; 44722 subsumes the GPT-J portion." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated; the shared issue target is just an umbrella refactor label." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus ResNet/RT-DETR-ResNet are unrelated model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are separate model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only treats the GPT-Neo pair and the GPT-J/CodeGen cluster as clear duplicates, which matches the deterministic accept pairs. The canonical/best-PR reasoning is also supported by the packet details for PR 44722. No soft-edge verdict appears to overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "a9f3c614e6cb30919622da93f9c1d1e1fe0b7ef7cc5ff19f603d41d9d071a4ed", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs form a loose theme of per-model migration to standardized output tracing, but they are not duplicates of the same underlying fix. Each one targets a different model/file and changes a different code path, so the soft edges should be rejected under strict PR deduping.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "There is no true canonical duplicate PR here; if one representative is needed, PR 44073 is the clearest exemplar of the shared refactor theme because it explicitly wires `_can_record_outputs` and `capture_outputs` in a single model-specific migration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best representative artifact for the cluster\u2019s theme, but only as a topic exemplar: it is a focused, well-scoped output-tracing migration with clear model-specific changes. It is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they touch different models and different execution paths (FocalNet vs ImageGPT). Similar migration pattern is not enough to treat them as the same change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with distinct forward paths. These are parallel refactors, not one concrete bug fix that could be merged into a single PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert each introduce model-specific output-capture wiring. They share a refactor style, but not the same underlying code-path problem." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model code paths. The overlap is only the generic standardized-output migration pattern, which is too broad for duplicate PR treatment." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert change different model internals. They are not the same fix; they just both adopt the new output-capture decorators." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors. The shared theme is output tracing, but the concrete code paths and changes differ." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "895d3659c51d21b153d756ff0c109bbc2ed2bd43b9621d45097fdf1cdba63995", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad \"refactor output tracing\" theme, but they target different model families and concrete forward paths, so they should not be treated as duplicates. The best anchor for the cluster is the broader mamba/falcon_mamba refactor.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative anchor: it spans two closely related modules and introduces the output-capturing plumbing, making it the broadest concrete example of this refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest standalone representative because it makes the most substantial tracing change across related codepaths, while the others are narrower model-specific variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and different forward codepaths; same maintenance theme, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Unrelated architectures with separate output-handling logic; not one concrete bug or fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are tracing refactors, but they modify different models and codepaths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone vs mamba/falcon_mamba are distinct implementations; no shared concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model-specific refactors; too broad to count as the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations and output plumbing; not mergeable as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 and UperNet have unrelated forward paths despite similar refactoring style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model families; similar refactor pattern does not make this the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different codepaths and modules; no shared concrete bug or fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "These are unrelated encoder/decoder refactors, not the same underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are separate models with different output semantics." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and forward signatures; only the refactor theme is shared." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families and distinct tracing plumbing; not the same code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "These target unrelated models, so they cannot be one duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet vs UperNet are unrelated; similar output-tracing cleanup only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different forward behavior; not the same fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific tracing refactors, not one concrete change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated codepaths with different output handling." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and plumbing; no common underlying bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/falcon_mamba vs SuperPoint are unrelated implementations; similar refactor style only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen cache/output signature cleanup is a different concrete change than mamba tracing refactors." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen address different model internals and different API adjustments." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are separate models; not the same underlying fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and output contracts; too broad to merge as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated codepaths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth-Anything and Vision-Encoder-Decoder are different model families; 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not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision-Encoder-Decoder and DPR are unrelated codepaths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated model families." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and output plumbing; only the general refactor theme matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech-Encoder-Decoder and DPR are separate codepaths with different fixes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations, so this is not the same change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and output semantics; 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They share generic Transformers integration files, but they do not fix the same bug or implement the same model/change, so none should be deduplicated together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-support additions for different architectures and use cases, with only broad framework-registration overlap.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a better duplicate representative than the others because they are unrelated changes rather than variants of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations: PenguinVL vs Voxtral TTS. Shared auto/docs plumbing is expected for any new model, but the code and purpose are unrelated." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model integrations: PenguinVL vs DeepSeek-OCR-2. They touch similar registration files, but implement separate architectures and do not appear mergeable as one PR." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations: DeepSeek-OCR-2 vs Voxtral TTS. The overlap is only in generic Transformers scaffolding, not the same concrete change or bug 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": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "572edba53e7ceb1dd52f3d8ebbe0513bec879a4e6dd180690fa0f6c8670fb5f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related around module/kernel fusion, but they do not look like the same underlying change. #44979 adds a new Module Fusion API and test coverage; #45363 wires n-to-1 kernel fusion through KernelConfig and model-loading paths with an example. They are conceptually adjacent but not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR duplicate here: #44979 is an API layer for module fusion, while #45363 is a separate kernel-fusion integration change across loading/integration code.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the better representative for the cluster topic because it is the more end-to-end, user-facing fusion implementation and touches the concrete code paths where fusion is enabled.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but different concrete changes: one introduces a module-fusion API, the other implements n-to-1 kernel fusion plumbing via KernelConfig. They would not plausibly be merged into a single duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "d51656b6d00d95ed7ff006f8a6aa41b3e9d6cc21ef95ecd6541eeaf37e25ba75", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "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 patch the same _patch_mistral_regex AttributeError in the same file and target the same issue, with the second PR adding test coverage. They look like duplicates and could plausibly be merged into one fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same code fix as #45086 plus test coverage and slightly broader discussion/activity, making it the more complete representative.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best overall representative of the change: same fix, same target issue, and it includes verification tests. #45086 is the thinner precursor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in _patch_mistral_regex, same target issue, same code path, and the later PR adds tests rather than changing scope; they are duplicate-level similar." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "dd05c3f80dbb609fa5ec832dda14ff799d9efb7de041c77241b26037716abe8a", + "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 NemotronH PRs overlap on shared model files, but they target different changes: one is a structural refactor/conversion-mapping update, the other splits NemotronH into dense/sparse variants with docs and auto-mapping updates. They are related, not duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more user-facing change: it introduces the dedicated NemotronHDense/NemotronHSparse variants, updates docs and auto-mapping, and appears to subsume the model-splitting direction more completely.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative because it covers the full architectural reorganization and public API/docs surface, while PR 45115 is a narrower internal refactor focused on conversion key renames and inheritance plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Overlapping NemotronH internals, but not the same fix: 45115 is a refactor/conversion-mapping/inheritance change, while 45569 adds separate dense/sparse model variants plus docs and auto-mapping changes. They could coexist, but they are not one mergeable PR for the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "a1af9e461c784e1bac082be504bf8201b663b6ead12f3c88dfdc8795aa2e25f1", + "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": "Related feature work, but not duplicates: PR 45333 adds heterogeneous per-layer config plumbing, while PR 45332 extends cache/modeling code to use that support.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more representative artifact because it covers the end-to-end heterogeneous model path, not just config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative of the cluster if one must be chosen, since it subsumes the config work and adds the actual modeling/cache integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are closely related feature PRs, but not the same underlying change: 45333 adds per-layer heterogeneous config support, while 45332 implements broader model/cache behavior on top of that. They could stand as separate PRs and are not safe to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "431c69196f7cd7d336851b59ab40e4147871aee336a72583341cd000c34592c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related and overlap in a few files, but they are not the same change: PR 45415 is a broad repo-wide type-checking sweep, while PR 45425 adds specific typing protocols/aliases and related modeling_utils support. They are related work, not duplicate fixes.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change; PR 45415 is a much broader type-checking pass across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of the narrower concrete typing refactor, whereas PR 45415 is a large sweeping enablement change and not the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Overlapping typing scope and some shared files, but PR 45415 is a broad type-checking rollout and PR 45425 adds specific type aliases/protocols for modeling_utils/PEFT; they do not fix the same concrete 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": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-4", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45836", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45836", + "pull_request:45817|pull_request:45843", + "pull_request:45836|pull_request:45843" + ], + "prepared_review_unit_hash": "c4a72e4167a84aa143d7acb0f874d7891c780d227b317b198662f7a122c5afb7", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10386, + "estimated_input_tokens": 2597, + "estimated_eval_tokens": 5450 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10386, + "estimated_input_tokens": 2597, + "estimated_eval_tokens": 5450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in the same broad area of model-parallel/device-placement stability, but they target different models and different concrete problems, so they should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45487 fixes AltCLIP/ChineseCLIP device placement, 45817 fixes Gemma4 model-parallel handling, 45843 fixes Deimv2 backbone split propagation, and 45836 only skips failing tests for MiniCPM-V/Qwen3.5. They are related in theme but not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45817 is the strongest standalone representative because it contains an actual code-path fix for a specific model-parallel bug plus a clear model-specific scope and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Different models and different fixes: AltCLIP/ChineseCLIP token-type device placement vs Deimv2 backbone split propagation. Same theme, not the same underlying bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45836", + "accept": false, + "reason": "45836 only skips invalid tests for MiniCPM-V/Qwen3.5; 45487 fixes device placement in AltCLIP/ChineseCLIP. Not the same code-path issue." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel related, but they fix different model implementations and different failure modes. Too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:45836", + "right": "pull_request:45843", + "accept": false, + "reason": "45836 is a test-skip cleanup, while 45843 is a code fix in Deimv2. They do not share the same underlying bug or mergeable 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": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "f749a2afe4545eda49a78ad39a75e1649ab44e7a72e973ecc3d1f277e9ae9a5e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests both touch EP-related loading paths, but they address different concrete failures: one fixes EP + ZeRO-3 loading via accelerate launch, while the other fixes experts being overwritten during FSDP2/rank-0 broadcast. They are related, but not the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR here; the two PRs solve different EP code-path bugs. If a single representative PR had to be picked, 45662 is the broader and more substantive fix, but it should not subsume 45548.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45662 is the stronger representative of the cluster because it targets a concrete EP corruption bug in distributed loading/broadcast paths and spans more of the affected code, whereas 45548 is a narrower serialization/loading fix for a different failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Same general EP area, but different bugs and code paths: 45548 fixes loading via accelerate/ZeRO-3 and config serialization of distributed_config, while 45662 fixes experts being overwritten by rank-0 broadcast during FSDP2 handling. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "4fc6df5c20a310d140cb28a298e8a91920250f7ed3ce703dcb095c2f65b61fc0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same underlying xdist collision problem around `captured_info` debug artifacts. PR #45645 is the broader, more complete fix because it covers both the writer-side file splitting and the CI-side log collection changes; PR #45639 is a narrower subset of that change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it implements the end-to-end fix: xdist-safe output file handling plus workflow updates to collect all `captured_info*.txt` artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative for the cluster since it resolves the same concrete bug more completely and includes the CI/log-preservation follow-up needed for the xdist-safe artifact change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist workers colliding on `captured_info` output. The second PR extends the same fix into CI artifact collection, so these are compatible parts of one change rather than unrelated edits." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/manifest.json b/snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2c32eb60a2441d51d7be2284d7ad797f7f5c1551 --- /dev/null +++ b/snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260509t060023z", + "artifacts": { + "hybrid": "snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-09T06:08:26Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260509T060023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260509T060023Z/manifest.json b/snapshots/20260509T060023Z/manifest.json index 658299c9fff29f93364400782fd34c4d3aba0e00..fd8386e60dd36b4ecfdd1c590eec33f2f5faa014 100644 --- a/snapshots/20260509T060023Z/manifest.json +++ b/snapshots/20260509T060023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 138 }, "extracted_at": "2026-05-09T06:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260509t060023z", + "runs": { + "hybrid-model-20260509t060023z": { + "analysis_id": "hybrid-model-20260509t060023z", + "artifacts": { + "hybrid": "snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260509T060023Z/analysis-runs/hybrid-model-20260509t060023z/manifest.json", + "model": null, + "published_at": "2026-05-09T06:08:26Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260509T060023Z", "watermark": {