diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 30c3eed06d5a76b1796f58cf9a81bbe837204f3b..9a2bd06823e362e96a0cf218831f6bc97796cf0c 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": "20260610T120053Z", - "generated_at": "2026-06-10T12:12:01Z", + "snapshot_id": "20260610T180024Z", + "generated_at": "2026-06-10T18:06:05Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 57680c707ddb183bf3d810d3584519a7878f92b7..e10666304101556e201d8a537f6b2254ba3fffb9 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": "20260610T120053Z", - "generated_at": "2026-06-10T12:12:01Z", + "snapshot_id": "20260610T180024Z", + "generated_at": "2026-06-10T18:06:05Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -487,8 +487,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -879,8 +879,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1201,8 +1201,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1537,8 +1537,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -1845,8 +1845,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2188,8 +2188,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2527,8 +2527,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -2848,8 +2848,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3167,8 +3167,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3510,8 +3510,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -3829,8 +3829,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4155,8 +4155,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4473,8 +4473,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -4785,8 +4785,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -5100,8 +5100,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -5419,8 +5419,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -5703,8 +5703,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -5986,8 +5986,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6291,8 +6291,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6606,8 +6606,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -6893,8 +6893,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7201,8 +7201,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7526,8 +7526,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -7845,8 +7845,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8129,8 +8129,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8427,8 +8427,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -8725,8 +8725,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9047,8 +9047,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9344,8 +9344,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -9691,8 +9691,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -10071,7 +10071,7 @@ "issue:27957|issue:32090", "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "cc98b05da001c39d42f9d2aea6d103984c59f1ca775134a8776c867877bd1a93", + "prepared_review_unit_hash": "086445f17be391b7c3d29b4b7a116ec311020b0c034740401562e75caaff2f51", "component_budget": { "node_count": 463, "item_count": 463, @@ -10093,168 +10093,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the items cover unrelated bugs across generation, loading, tokenization, config, compilation, and docs. I do not see any true duplicate pair among the soft edges, so all candidate merges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: this is not a duplicate cluster, so there is no single issue that cleanly represents the whole set.", + "summary": "The cluster is heterogeneous: the soft-similarity pairs generally share broad subsystem vocabulary, but they describe different bugs, models, or even docs/issues. I would not merge any of the proposed soft edges as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true cluster-wide canonical: the items span unrelated bugs. If a representative issue is required, issue:43873 is the broadest and most active runtime/offloading report, but it is still not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the strongest standalone report here: it is a specific, reproducible regression with a clear symptom (`hidden_states=None` despite `output_hidden_states=True`). It is still not a duplicate hub for the rest of the items.", + "best_issue_reason": "issue:43873 is the closest thing to a representative issue because it is broad, user-facing, and actively discussed; however, the cluster is too mixed to justify a strong canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Different areas: generation kwargs update vs metric gathering/last-batch label truncation." + "reason": "Different bugs: generation kwargs syncing after GPU sync vs dropping label elements in metric gathering." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Unrelated bugs: patchtsmixer post_init validation vs Qwen video-input regression." + "reason": "Unrelated topics: a model-specific `post_init` rule vs a video-input regression affecting multiple Qwen variants." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different code paths: CLIPVision hidden states vs attention-kernel branching under torch.compile." + "reason": "Different code paths: CLIPVision hidden_states regression vs attention-kernel divergence under `torch.compile`." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Model implementation parity vs docs still referencing removed pipelines; not the same bug." + "reason": "Model fidelity discrepancy vs docs referencing removed `pipeline()` usage; not the same underlying bug." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen VL-related, but one is shape mismatch loading and the other is save_pretrained checkpoint corruption." + "reason": "Both are loading/saving failures, but one is a Qwen3-VL shape mismatch and the other is a Qwen3.5 save_pretrained regression." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading failure for a specific model vs backend-mapping error for tensorflow_text; unrelated causes." + "reason": "Different failure modes: loading a specific package fails in v5.1.0, while the other is an import backend-mapping error for tensorflow_text." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Dequantized Ministral save failure vs wrong custom module loaded after save_pretrained; different defects." + "reason": "Both involve save/load behavior, but one is about saving dequantized models and the other about loading the wrong custom module after save_pretrained." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure vs Fuyu tensor conversion swallowing exceptions; not the same underlying issue." + "reason": "Distinct problems: tokenizer loading for FastSpeech2Conformer vs a bare-except bug in Fuyu tensor conversion." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior vs Gemma eos_token_id config mismatch; no shared bug." + "reason": "Quantization/offloading behavior and Gemma eos_token_id configuration are unrelated bugs." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Tokenizer BPE marker handling vs chat-template tool-call crash; separate features and failures." + "reason": "Tokenizer BPE-marker handling is not the same as chat-template crashes on tool-call assistant messages." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU-RAM-efficient loading vs Qwen3-VL shape mismatch; different loading problems." + "reason": "Both are model-loading errors, but the former is FSDP RAM-efficient loading and the latter is a Qwen3-VL shape mismatch." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig vs missing text_config unwrap in multimodal AutoModelForCausalLM.from_config." + "reason": "Different config APIs: Gemma3TextConfig discrepancy vs `AutoModelForCausalLM.from_config` not unwrapping composite `text_config`." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint-key mismatch vs CPU/CUDA output divergence; unrelated symptoms." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both involve chunking/compile, but one is inconsistent generation outputs and the other is recompilation from cache init; not same bug." + "reason": "Both mention chunked generation/compile, but one is inconsistent outputs and the other is spurious recompilation from cache init." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training example vs unrecognized model config loading; unrelated." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized-model config.json error." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code config-field loss vs rotary_pct reset on reload; different serialization/config issues." + "reason": "One is `trust_remote_code` dropping config fields; the other is `rotary_pct` not persisting on reload." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 JIT parse/IndentationError vs DeepSpeed ZeRO3 deque underflow; unrelated runtime failures." + "reason": "Import-time `IndentationError` in DebertaV2 vs DeepSpeed ZeRO3 deque underflow are entirely different issues." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper vs kernels version/revision import failure in pipelines; different packaging problems." + "reason": "Missing `is_falcon_mamba_ssm_available` helper and kernels import-version requirements are separate import/dependency problems." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output nesting bug vs missing PyTorch dependency ImportError; not the same issue." + "reason": "Pipeline output-shape behavior and missing PyTorch dependency are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom model/processor regression vs incorrect v5 translation error message; different problems." + "reason": "A regression in processor/tokenizer image handling is not the same as an error-message/docs issue about translation tasks in v5." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA failure vs resume_from_checkpoint key mismatch; unrelated code paths." + "reason": "`torch.compile` SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel script failure vs tensor-parallel OOM loading Qwen2-57B; different resource/launch issues." + "reason": "3D parallel script failure and Qwen2 tensor-parallel OOM are different distributed-runtime problems." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; no shared underlying defect." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "TP OOM loading a large model vs key error loading MobileLLM; unrelated model-loading failures." + "reason": "Tensor-parallel OOM during model load and a key error loading MobileLLM are different loading failures." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "FlashAttention2 support question vs Trainer broadcast NoneType error; different subsystems." + "reason": "Flash Attention 2 support for XLMRoberta and a trainer broadcast NoneType error are not the same bug." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question vs missing transformers.onnx module; unrelated." + "reason": "A model_max_length question and a missing `transformers.onnx` module are unrelated." } ] }, @@ -10273,8 +10273,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -10564,8 +10564,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -10946,7 +10946,7 @@ "issue:43650|issue:44220", "issue:44016|issue:44220" ], - "prepared_review_unit_hash": "bbc0de35a1b8d2543d86afa9a89430d026b76fc1a6548d54056f0a93642cd5dd", + "prepared_review_unit_hash": "16bb7289e9eca75ab4a44ac034ab59c48333bc4256471e76c2fff8c7f3c27bda", "component_budget": { "node_count": 463, "item_count": 463, @@ -10968,186 +10968,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated transformers issues; none of the soft pairs look like true duplicates. If forced to anchor the cluster, issue #44521 is the strongest representative because it has a concrete bug report, active discussion, inbound references, and a clear multimodal API path.", - "confidence": 0.78, - "canonical_issue_reason": "Issue #44521 is the best anchor: it describes a concrete, reproducible bug in `apply_chat_template` for multimodal inputs, has multiple references/discussion, and is specific enough to guide triage.", + "summary": "Mixed cluster of mostly unrelated Transformers issues; the soft edges are mostly superficial similarities rather than the same concrete bug, so I would not merge any of them.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44521 is the strongest representative issue in this set: it is open, has multiple inbound references, and describes a concrete, reproducible API failure with clear impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #44521 is the most suitable global representative because it is substantive, well-scoped, and directly actionable; the rest are mostly isolated model/import/config regressions with no clear duplicate relationship.", + "best_issue_reason": "issue:44521 is the best issue candidate overall because it is actionable, currently open, and has the clearest user-facing regression signal among the listed items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but one is DeepSeek generally and the other is DeepSeek-Coder v1 with a specific v5+ gap; not the same concrete bug." + "reason": "Both concern DeepSeek tokenizer regressions, but 46489 is a specific follow-up to PR #44801 while 44779 is a broader v5 regression; not enough evidence they are the same bug." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "`AutoTokenizer` loading `tokenizer.json` and `list_repo_files` revision forwarding are unrelated code paths." + "reason": "One is about AutoTokenizer ignoring repository tokenizer.json, the other about list_repo_files forwarding revision; different APIs and different failure modes." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both mention CI, but one is a GraniteSpeech test failure and the other is stale auto-mapping references; different bugs." + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is auto_mappings referencing removed configs; distinct root causes." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU device placement in XLNet and a bare `except` in Fuyu tensor conversion are unrelated issues." + "reason": "XLNet device placement in torch.arange and a bare except in Fuyu tensor conversion are unrelated code paths." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different failure modes and code paths." + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs in different components." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example script classification output and local dataset loading in a different script are not the same bug." + "reason": "Both involve example scripts, but one is multi-label text classification and the other is local dataset loading for image classification; separate issues." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend wiring are separate environment/dependency issues." + "reason": "Python 3.14 import failure and missing TensorFlow backend when only tensorboard is installed are unrelated environment/dependency problems." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma embedding resizing are different model behaviors with no shared concrete fix." + "reason": "A processor/tokenizer regression and a Gemma4 embedding-weight resize bug are different model behaviors with no shared code-path evidence." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma embedding resizing and Whisper empty transcription generation are unrelated." + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation are unrelated model bugs." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A `trust_remote_code` cache-path collision and a missing availability helper are different utilities." + "reason": "Cache-path collisions for trust_remote_code are unrelated to a missing import_utils capability flag." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different modules." + "reason": "Both are import errors, but they affect different symbols and different export surfaces; not the same concrete regression." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count overflow and Whisper empty-transcription failure are unrelated." + "reason": "Category-cardinality runtime error and Whisper empty transcription failure are unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head-dim validation and rope-validation list handling are distinct config-validation bugs." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate config-validation paths." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; not the same underlying defect." + "reason": "Different missing imports in different modules; no shared underlying bug is evident." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "One is a weight-tying bug in Mistral3 generation, the other is a save_pretrained regression in Qwen3.5." + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression are different model-specific bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "A missing TensorFlow extra and a generic dependency issue are too broad and not the same bug." + "reason": "Backend-install packaging and a generic dependency issue are too broad and do not point to the same defect." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import latency and unsafe `sys.modules` access may be related at a high level, but they are not the same concrete problem." + "reason": "Import slowness and unsafe sys.modules access may be related at a high level, but they are not the same bug without stronger evidence." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "Both mention cache, but one is a remote-code path collision and the other is chunked-prefill recompilation from lazy cache init." + "reason": "Both mention cache, but one is a local trust_remote_code path collision and the other is chunked-prefill lazy initialization causing recompilation." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer crashes for NER padding/truncation and KV-cache continuation indexing in serve are different subsystems." + "reason": "LayoutLMv2 tokenization/padding crashes and serve KV-cache continuation indexing are unrelated code paths." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 runtime failure and the other is a bad version check for an import gate." + "reason": "A compiled flex_attention failure on new torch versions and a version-check bug for AuxRequest import are distinct flex_attention issues." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline behavior and a notebook syntax error are unrelated." + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are not the same bug." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields with `trust_remote_code=True` and an unrecognized model/config missing `model_type` are different loader failures." + "reason": "AutoConfig trust_remote_code field loss and an unrecognized model/config missing model_type are different configuration-loading failures." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Reading registered `position_ids` and CPU/CUDA output divergence in PPDocLayoutV3 are unrelated." + "reason": "A position_ids buffer access error and CPU/CUDA result divergence are different symptoms with different likely causes." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models; no evidence of a shared code-path bug." + "reason": "Both are model-loading problems, but they involve different models and likely different failure mechanisms." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading and stale Sam3LiteText auto-mapping references are unrelated." + "reason": "Phi-4 multimodal loading and broken auto_mappings CI are unrelated." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Chunked-prefill cache initialization and `max_cache_length` honoring are both cache-related but not the same defect." + "reason": "Both involve cache behavior, but one is chunked_prefill generation cache initialization and the other is max_cache_length handling in quantized cache only." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flakiness in GraniteSpeech and loading Phi-4 multimodal are unrelated." + "reason": "A GraniteSpeech CI test failure and a model-loading regression for Phi-4 are unrelated." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The placeholder/spam report and `_torch_extract_fbank_features()` are unrelated." + "reason": "A placeholder issue and an audio feature-extraction bug are clearly unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and feature-extraction bug are different issues." + "reason": "Notebook syntax error and _torch_extract_fbank_features() failure are unrelated." } ] }, @@ -11250,7 +11250,7 @@ "issue:46082|issue:46399", "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "c985b7a90d8c903ced6e04837aba8f9bdab7306e951f197a4afde8f2cb43ca46", + "prepared_review_unit_hash": "cc7b73436b4bd57174ca44dacd0de2fe5b6b101fc3ca2aa027c2fd265768dab0", "component_budget": { "node_count": 463, "item_count": 463, @@ -11272,198 +11272,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the paired issues share broad vocabulary in a few cases (FlashAttention, model/config loading, tokenizer behavior), but they do not look like the same underlying bug/change. No soft edge is strong enough to merge.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue cleanly represents the cluster because it contains many unrelated bugs. If forced to pick one, issue 45588 is the most concrete runtime code-path failure and one of the few directly tied to an implementation crash rather than a broad symptom.", + "summary": "The cluster is noisy: the soft pairs share surface vocabulary (model loading, configs, flash-attention, embeddings, etc.) but do not describe the same underlying bug or fix. I found no pair that should be merged as duplicates; one issue is only a loose representative of the broader set of model/config loading regressions.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44496 is the broadest and most representative model-loading/configuration report in this set, with a clear repro and general applicability, though it is not a true duplicate of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45588 is the best standalone representative only in the weak sense that it is specific, reproducible, and points at a named failing integration path. It is still not a good global canonical for this mixed cluster.", + "best_issue_reason": "issue:44496 is the best single issue to anchor the cluster because it is generic, well-scoped, and broadly representative of the model/config import failures appearing in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different subsystems and failure modes: FlashAttention support for XLMRoberta vs embedding reinitialization after resize_token_embeddings." + "reason": "Different problems: flash-attention support for XLM-Roberta vs. embedding reinitialization after resize with untied weights." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but they concern different models and different bugs (default sub-config initialization vs a missing field dropped by strict config handling)." + "reason": "Both concern config defaults, but they affect different model families and different fields; not the same bug." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding window behavior is unrelated to stale auto_mappings references for removed Sam3LiteText configs." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to auto_mappings stale config references and CI breakage." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different models and code paths: a feature-extraction length helper in qwen3_omni_moe vs CPU/CUDA numeric divergence in PPDocLayoutV3." + "reason": "Different code paths and symptoms: Qwen3_omni_moe helper length computation vs CPU/CUDA divergence in PPDocLayoutV3." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "One is a regression in processor/tokenizer image handling; the other is decoder embedding resize behavior in t5gemma." + "reason": "Both are regression/config-ish, but one is about processor/tokenizer access with images, the other about resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Version/platform compatibility issue vs a model-loading failure for a specific repo; not the same bug." + "reason": "General Python/version compatibility issue vs. a specific model-loading failure for physical-intelligence/fast." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Trainer distributed broadcast error is unrelated to output embedding reinitialization." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch import error is unrelated to token-embedding reinitialization." + "reason": "Missing PyTorch import dependency is unrelated to embedding tying/resizing behavior." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "ImageProcessor label reduction bug and pipeline docs mismatch are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch in TextClassificationPipeline." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model config recognition failure is unrelated to PIL backend torchvision dependency handling." + "reason": "Generic model-type resolution failure is unrelated to PIL image processors incorrectly requiring torchvision." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch handling in MaskGenerationPipeline is unrelated to memory overflow in sam3-litetext." + "reason": "Partial-batch result dropping in MaskGenerationPipeline is unrelated to SAM3-LiteText memory overflow." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral-family models, but one is about saving dequantized weights and the other about FlashAttention loading/runtime failure." + "reason": "Both mention Ministral, but one is about saving dequantized models and the other about FlashAttention loading/runtime failure." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to AddedToken keyword argument duplication." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention FlashAttention, but the reported failures are different and one is model-specific while the other is a generic sink-less-model AttributeError; insufficient evidence they are the same bug." + "reason": "Different FlashAttention failures: Ministral-3 RC loading issue vs. sink-less-model crash on s_aux=None." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to ANSI code emission in loading_report." + "reason": "Generation cache missing during chunked_prefill is unrelated to ANSI escape output in loading_report." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache config max length semantics." + "reason": "Janus image-generation test failure is unrelated to cache max length being honored only for quantized cache." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are unrelated behaviors." + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are different behaviors and fixes." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols/modules and different underlying causes." + "reason": "Missing Qwen2_5_VL export from transformers is unrelated to a nonexistent import from image_utils." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support issue is unrelated to a generic dependency issue." + "reason": "Python support/version mismatch is unrelated to a dependency issue in transformers." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to model config recognition failure." + "reason": "Docs mismatch for return_all_scores is unrelated to unrecognized model/config loading." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a load-time breakage and the other is incorrect save_pretrained checkpoint output." + "reason": "Qwen3VL MoE model loading regression is not the same as incorrect checkpoint saving in Qwen3.5 save_pretrained." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to the vague 'ADD THE DATA' issue." + "reason": "Tokenizer BPE marker handling is unrelated to the empty 'ADD THE DATA' report." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and failing to unwrap text_config are different multimodal-config bugs." + "reason": "Both involve model/config loading, but one is a generic unrecognized-model failure and the other is a specific text_config unwrapping bug." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "General dependency issue is not the same as torch 2.4.1 incompatibility." + "reason": "A transformers dependency issue is not the same as torch 2.4.1 incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize not propagating to decoder.embed_tokens is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "Untied embedding resize bug is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling is unrelated to a LoRA warning about tie_word_embeddings." + "reason": "SGD arguments being ignored is unrelated to a Qwen3.5 tie_word_embeddings warning." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are unrelated issues." + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different bugs with different code paths." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to a Qwen3.5 kernel registration/decorator crash." - }, - { - "left": "issue:46082", - "right": "issue:46369", - "accept": false, - "reason": "LlamaConfig validation is unrelated to sam3-litetext memory overflow." - }, - { - "left": "issue:43577", - "right": "issue:45584", - "accept": false, - "reason": "Dtype loading inconsistency for BLIP2 is unrelated to Whisper generation on empty transcription." + "reason": "LlamaConfig head_dim validation is unrelated to Qwen3.5 kernel registration/decorator failure." }, { - "left": "issue:44075", - "right": "issue:46515", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "SGD argument usage and torch version incompatibility are unrelated." + "reason": "General dependency issue is unrelated to a PEFT version bump not yet released on PyPI." } ] }, @@ -11482,8 +11470,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -11758,8 +11746,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -12157,7 +12145,7 @@ "issue:44038|issue:46506", "issue:44561|issue:46399" ], - "prepared_review_unit_hash": "cc0b5c61d2798b2bde2ddb10037952f5b2be177d4b03d13afd0143f9db4c81b4", + "prepared_review_unit_hash": "d271729b44f20567efc5659604a37ec7b8d724e8376171053a22996b7e569b7d", "component_budget": { "node_count": 463, "item_count": 463, @@ -12179,198 +12167,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft links are mostly title-level similarity across unrelated bugs (Qwen, DeepSpeed, cache handling, docs, audio, vision, import errors). None of the proposed soft edges look like true duplicates, so all should be rejected. If forced to name a representative issue, 45003 is the broadest hub-like report, but it is not a real canonical duplicate anchor.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45003 is the broadest, most central infrastructure-style report in the set and has the most superficial overlap with other items, but the cluster is too diverse for a true duplicate canonical.", + "summary": "This cluster is mostly heterogeneous noise: the soft pairs span unrelated tokenizer, Qwen, pipeline, config, cache, and training/runtime issues. I don\u2019t see any pair that is clearly the same underlying bug/change, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue:45701 is the broadest open report and the closest thing to an umbrella tokenizer-regression anchor; the rest are either narrower or clearly about different subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the best overall representative only in the sense of being the broadest hub, not because it duplicates the others; it should not be treated as a merged target for this set.", + "best_issue_reason": "Issue:45701 is the most suitable cluster anchor because it is open, broadly phrased, and already has multiple references, but it still does not cover the whole mixed cluster cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen, but one is a sliding_window bug in Qwen3-MoE and the other is a chat crash in Qwen3.5-35B; different failures and code paths." + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs a Qwen3.5 chat crash. Not the same code path." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction vs generic sys.modules access; unrelated components and symptoms." + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils. Unrelated bugs." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup vs audio fbank extraction; different pipeline areas." + "reason": "Video-classification pipeline choosing image processors is unrelated to audio feature extraction failures." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness report vs Gemma eos_token_id config mismatch; unrelated bugs." + "reason": "Import-time slowdown in transformers vs Gemma eos_token_id config inconsistency. Different symptoms and code paths." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report vs GLM-5 RoPE implementation; not the same issue." + "reason": "ANSI logging output issue vs GLM-5 RoPE implementation discussion. Not the same underlying change." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache-loading failure vs AttentionInterface.register behavior change; different APIs and code paths." + "reason": "Offline cache loading bug vs AttentionInterface.register behavior change. Different areas and fixes." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs PPDocLayoutV3 CPU/CUDA divergence; different models and backend problems." + "reason": "Bamba torch.compile/SDPA failure vs PPDocLayoutV3 CPU/CUDA result mismatch. Unrelated model/runtime issues." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different packages; not the same underlying bug." + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode import from huggingface_hub. Different symbols and packages." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2.5-VL image processor vs missing HybridCache export; different symbols and fixes." + "reason": "Both are import errors, but for different missing APIs and unrelated modules." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV-cache continuation tensor indexing crash vs max_cache_length behavior for Quantized Cache; different cache logic." + "reason": "Serve KV-cache continuation indexing crash vs cache max length being ignored. Different cache logic." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal-color formatting bug vs cache-length semantics; unrelated." + "reason": "Terminal ANSI formatting bug vs cache configuration semantics. No shared underlying bug." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access bug vs pytest-xdist captured_info.txt race; different subsystems." + "reason": "sys.modules access bug vs pytest-xdist file race in testing utils. Different failure modes." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "DeepSeek tokenizer correctness regression vs resize_token_embeddings not updating output embeddings; distinct behaviors." + "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings. Distinct tokenizer/model-weight issues." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility vs missing decorator for kernel registration; both Qwen3.5-related but not the same defect." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding vs missing decorator for use_kernels apply_rotary_pos_emb registration. Different root causes." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import failure vs DeepSpeed ZeRO3 BertModel index error; unrelated." + "reason": "Importing a missing image processor class vs DeepSpeed ZeRO3/BertModel empty-dimension IndexError. Unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 video encoder attribute error vs SAM3-litetext memory overflow; different failure modes." + "reason": "SAM 3 Video missing attribute vs SAM 3 litetext memory overflow. Same family, but different concrete bugs and fixes." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error vs a transformers performance regression after upgrade; unrelated." + "reason": "position_ids buffer access error vs transformer slow filtering after upgrade. Not the same issue." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss omission vs float16 AMP crash in LwDetrImageLoss; different bugs." + "reason": "Load-balancing loss handling in MoE vs float16 AMP CUDA crash in LwDetrImageLoss. Different models and code paths." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache regression vs v5 removal of is_torch_fx_available breaking trust_remote_code; different breakages." + "reason": "Generation cache missing in v5 chunked_prefill vs removed is_torch_fx_available breaking trust_remote_code models. Different regression classes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores vs sys.modules access bug; unrelated." + "reason": "Documentation mismatch for return_all_scores vs unsafe sys.modules access. One is docs/behavior, the other is implementation." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Specific Nemotron Flash Attention 2.0 unsupported error vs a generic Flash Attention 2.0 topic; not the same concrete issue." + "reason": "Nemotron FA2 unsupported error vs a generic Flash Attention 2.0 issue. Too broad and not the same concrete fix." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated models and code paths." + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting. Completely different models and symptoms." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion issue vs ZeRO3 deque underflow; different DeepSpeed failures." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs DeepSpeed ZeRO3 deque pop error. Same tooling, different bug." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config vs unsafe sys.modules access; unrelated." + "reason": "Unrecognized model/config loading failure vs unsafe sys.modules access. Related to loading, but not the same bug." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize/output-head sync bug vs Whisper empty-transcription generation failure; different subsystems." + "reason": "Embedding resize behavior vs Whisper empty transcription after align_special_tokens. Distinct text-generation/audio issues." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio apply_chat_template sampling-rate bug vs import slowness; unrelated." + "reason": "Audio chat-template sample-rate default bug vs import slowdown in transformers. Unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings/output embedding mismatch vs tokenizer behavior changes across versions; distinct issues." + "reason": "Embedding resize/output mismatch vs broad tokenization changes. Different functionality." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing Qwen3.5MoeVisionConfig field vs composite config not unwrapping text_config; similar family, but different config defects." + "reason": "Missing strict config field vs AutoModelForCausalLM not unwrapping text_config. Both Qwen multimodal, but different concrete config bugs." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict granite_speech config loading vs Qwen vision config field loss; different models and symptoms." + "reason": "Strict config rejecting granite_speech vs Qwen3.5MoeVisionConfig field dropping. Different models and schema problems." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug vs PPDocLayoutV3 CPU/CUDA divergence; unrelated." + "reason": "Qwen3-VL-Moe import/runtime bug vs PPDocLayoutV3 CPU/CUDA divergence. No shared underlying code path." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code vs Qwen3.5 apply_rotary_pos_emb registration problem; different regressions." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code vs Qwen3.5 kernel-registration decorator issue. Different breakages." } ] }, @@ -12389,8 +12377,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -12709,8 +12697,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13030,8 +13018,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13342,8 +13330,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13661,8 +13649,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -13973,8 +13961,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14298,8 +14286,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14603,8 +14591,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -14909,8 +14897,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -15249,8 +15237,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -15581,8 +15569,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -15900,8 +15888,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -16226,8 +16214,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -16580,8 +16568,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -16976,8 +16964,8 @@ "review_unit_count": 54, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-463", "nodes": [ @@ -17406,8 +17394,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17484,8 +17472,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17555,8 +17543,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17618,8 +17606,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17851,8 +17839,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -18184,7 +18172,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "36daff859e69e3fbee1771f7029c1e67aee48229f6387d9dc936e5f16d55f3ce", + "prepared_review_unit_hash": "a39f994d8a71ea13e668db1a185be83c93ae916c911520ce0bab7f6998efbe5b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18206,18 +18194,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate/merge relationship is supported.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. No shared targets or filenames, and the topics do not indicate the same underlying change.", "confidence": 0.98, - "canonical_issue_reason": "Issue 46443 is the better canonical representative because it is the substantive technical item; issue 38740 is a separate documentation request about a different topic.", + "canonical_issue_reason": "Issue 46443 is the more substantive code-change item; issue 38740 is a standalone documentation request and does not appear related.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the strongest issue in the set for canonical tracking since it describes an actual code refactor rather than a documentation addition.", + "best_issue_reason": "Issue 46443 best represents the cluster\u2019s technical work because it concerns an actual model architecture refactor rather than documentation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scopes: documentation about Pruna vs a Vision RoPE refactor. They do not describe the same underlying bug or change." + "reason": "Different subjects and scopes: docs/framework listing vs Vision RoPE refactor. No shared files or explicit linkage, so they are not the same underlying issue." } ] }, @@ -18236,8 +18224,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -18299,8 +18287,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -18362,8 +18350,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18425,8 +18413,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18528,8 +18516,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18650,8 +18638,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18770,8 +18758,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -18833,8 +18821,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18896,8 +18884,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18959,8 +18947,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -19022,8 +19010,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -19140,8 +19128,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -19244,12 +19232,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "fa1b7312c5d72dec8367e717985896f78bffc8022eaee6a6b9b2500cfd97cfad", + "prepared_review_unit_hash": "fbe6d1dc136efee300e92e6897b981172d8e192b77ad5876aea6e5f1087cb3c8", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, + "serialized_chars": 38087, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19257,7 +19245,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, + "serialized_chars": 38087, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19266,132 +19254,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One true duplicate pair stands out: the two `loss_utils.py` PRs both extend `fixed_cross_entropy` with the same new arguments on the same code path. The rest of the cluster is a grab bag of unrelated model additions, test fixes, docs, and refactors.", - "confidence": 0.92, + "summary": "This cluster is mostly a loose thematic similarity set of unrelated Transformers PRs. The only true duplicate-style match is the two `fixed_cross_entropy` patches (#43251 and #43254), which change the same function in the same file for the same issue. All other candidate pairs are different model additions, refactors, docs, or unrelated fixes.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest canonical: it is issue-linked to 43240, edits the target loss helper directly, and presents the fuller/primary implementation of the cross-entropy kwargs fix.", + "canonical_pr_reason": "#43251 is the clearest representative of the only real duplicate pair: it has the explicit issue target, a concrete `fixed_cross_entropy` implementation change, and fuller discussion than #43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative because it is the most directly scoped fix in the cluster and the only one with an explicit issue target; it also subsumes the near-identical 43254 change.", + "best_pr_reason": "#43251 is the best global representative because it is the most complete and directly issue-linked fix in the only genuine duplicate pair in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model/docs/weights conversion vs ExecuTorch dynamic-shape export tests. Different subsystems and code paths." + "reason": "Different changes: VideoPrism model/docs integration vs an ExecuTorch dynamic-shape test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different artifacts: Mistral tokenizer method addition vs adding the MobileLLM model. No shared bug or mergeable code-path overlap." + "reason": "Different models/features: Mistral tokenizer methods vs adding MobileLLM." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API change vs ExecuTorch test coverage; these do not fix the same underlying issue." + "reason": "Tokenizer API fix vs ExecuTorch export test; unrelated code paths." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes vs adding a new model implementation. Same broad area of transformers, but not the same bug or change." + "reason": "Processor/pretrained robustness changes vs a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs plumbing and a new model addition are unrelated changes." + "reason": "Cross-entropy loss kwargs support is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy helper fix vs Mistral4 test/model refactor. No shared concrete code-path problem." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model refactoring." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test vs Mistral4 test/model changes; both are tests/infra-heavy, but they address different issues." + "reason": "ExecuTorch test coverage and Mistral4 fixes are different changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test coverage and MobileLLM model addition are unrelated." + "reason": "Dynamic-shape export test vs new MobileLLM model files." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition vs fixing config resolution order in `modeling_utils.py`; different code paths and goals." + "reason": "New MobileLLM model vs class config-resolution fix; different underlying problems." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model implementation vs Falcon output-interface refactor; no common bug or combined PR candidate." + "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs a repo skill/documentation PR. Not the same underlying change." + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 fixes are distinct model-specific changes." + "reason": "Falcon standardized-output refactor vs Mistral4 test fixes are not the same bug/change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work vs a CLIP-family typo rename/mapping fix; different model families and bugs." + "reason": "Mistral4 test/model work vs CLIP-like `layrnorm` renaming are different code-path issues." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4-specific fixes vs chat parsing/serve updates; unrelated functionality." + "reason": "Mistral4 fixes vs chat-response parsing updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 changes vs adding a TDT loss kernel integration; distinct code paths and concerns." + "reason": "Mistral4 fixes vs TDT loss kernel integration are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 model/test updates and config-resolution ordering fix are unrelated." + "reason": "Mistral4 tests/model work is unrelated to the config-resolution order fix." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs model-creation skill/docs; not the same bug/change." + "reason": "Only broad auto-modeling overlap; one is Mistral4 tests, the other is a model-creation skill draft." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding a model-creation skill are different kinds of changes with no shared code-path issue." + "reason": "Adding MobileLLM is not the same as introducing a model-creation skill scaffold." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same file, same helper, same external behavior change: both extend `fixed_cross_entropy` to pass supported kwargs to `nn.functional.cross_entropy`. One is a near-duplicate variant of the same fix." + "reason": "Both patches modify `src/transformers/loss/loss_utils.py` for the same `fixed_cross_entropy` behavior, adding support for the same kwargs on the same code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted pair, 43251/43254, is strongly supported by the packet: same file, same helper, same issue target, and near-identical kwargs plumbing. The other verdicts stay safely on the conservative side by rejecting pairs that are clearly different subsystems or bugfixes." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, #43251/#43254, is supported by shared issue target 43240 and the same file/function (`src/transformers/loss/loss_utils.py` / `fixed_cross_entropy`). The rest of the pairwise rejections are consistent with the previews and filenames, with no obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -19410,56 +19398,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-3", + "cluster_id": "cluster-40546-2", "nodes": [ "pull_request:40546", - "pull_request:42781", - "pull_request:46331" + "pull_request:42781" ], "soft_pairs": [ - "pull_request:40546|pull_request:42781", - "pull_request:42781|pull_request:46331" + "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "c90d1d6a85fbfdba61b56a41ffab7bb9eeed402e89f9e3cdcd459b91bb018cf1", + "prepared_review_unit_hash": "8ecb72ef5c1d63d42da20f0985471855d01127fd52860d71cb141730537a739a", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 10855, - "estimated_input_tokens": 2714, - "estimated_eval_tokens": 5684 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 10855, - "estimated_input_tokens": 2714, - "estimated_eval_tokens": 5684 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is VibeVoice-centric, but the soft edges are not true duplicates: 40546 is the base VibeVoice implementation, 42781 is a later realtime/tokenizer extension, and 46331 is a separate Parakeet-RNNT PR that only overlaps on generic auto-registration files.", - "confidence": 0.94, + "summary": "Two PRs share the VibeVoice codebase, but they target different deliverables: the core VibeVoice implementation versus a separate VibeVoice Realtime add-on with acoustic-tokenizer and generation changes. They are related, but not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation with the broadest base model/docs/auto wiring, so it is the cleanest cluster anchor.", + "canonical_pr_reason": "PR #40546 is the more canonical core VibeVoice implementation: it is broader, less experimental, and already organizes the main model/docs/auto wiring without the realtime-specific extension work.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the primary VibeVoice implementation; 42781 is a follow-on realtime feature set, and 46331 is unrelated.", + "best_pr_reason": "PR #40546 is the best representative PR for the cluster because it captures the primary VibeVoice integration path and is more mature than the draft realtime follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related VibeVoice work, but not the same underlying change: 40546 adds the base model, while 42781 adds realtime/acoustic-tokenizer support and other extra plumbing, so they would not plausibly merge as one duplicate PR." - }, - { - "left": "pull_request:42781", - "right": "pull_request:46331", - "accept": false, - "reason": "Different model families and code paths: 42781 is VibeVoice realtime, while 46331 is Parakeet-RNNT; shared auto-file edits are generic and not enough to treat them as the same change." + "reason": "Reject: these PRs overlap on the same model family and some shared files, but #42781 adds VibeVoice Realtime plus a new acoustic-tokenizer path and generation changes, which is a distinct extension rather than the same concrete bug/change." } ] }, @@ -19489,12 +19469,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "99d3314828221bd1f910a894967781fdeb84a6c2f837b397684f0fb3613856a6", + "prepared_review_unit_hash": "143c0aaca4030d9760e614ed650c0d0a17398fc8223678dfe7ed0b45317a17e9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19502,7 +19482,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19511,18 +19491,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. No duplicate triage match here.", + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. No duplicate or mergeable overlap is present.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different models, different code paths, and different user-facing capabilities.", "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the more substantial standalone PR in this set, with a concrete model-support change and more review activity, but it is not a duplicate of pull_request:40755.", + "best_pr_reason": "No global best PR for deduplication purposes; neither PR is a plausible duplicate of the other.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different feature goals: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not look mergeable into one PR." + "reason": "Different subsystems and tasks: TimesFM time-series forecasting with covariates vs. DINOv3 image classification support. They do not fix the same underlying bug or change." } ] }, @@ -19617,12 +19597,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "781cfc97896dc60a6f2df0187645d455c39f6b37b79a9fff0c900dd5fbfe0a38", + "prepared_review_unit_hash": "6edbe723ebbc2bc74af6e2fb588d19e6e47fdcf78e48a1fc22e2339c42922d7b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10434, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19630,7 +19610,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10434, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19639,24 +19619,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-addition pull requests that only overlap on the standard Transformers scaffolding for new models. They are not duplicates and should not be merged together.", + "summary": "All three PRs are independent new-model additions; they share repository plumbing but do not fix the same bug or implement the same model change. No duplicate merge candidate among the soft edges.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR in this set: each pull request adds a different model family (DeepSeekOCR, Isaac, Kimi2-6) with distinct configs, processors, and tests.", + "canonical_pr_reason": "No single canonical PR for deduplication: these are distinct model-addition PRs for DeepSeek OCR, Isaac, and Kimi2-6, each with its own implementation and model files.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the most active and broadest of the three, but it is not a better duplicate representative because it targets a different model than the others.", + "best_pr_reason": "If a representative PR is needed, pull_request:45630 is the strongest candidate because it has the highest review activity and the broadest, most developed model-addition footprint among the three.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model implementations and docs: DeepSeekOCR vs Isaac. Shared framework files are just normal new-model registration, not the same underlying change." + "reason": "Different model families (DeepSeek OCR vs Isaac). Shared docs/auto-registration plumbing is not enough to treat them as the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions with different code paths and assets: Isaac vs Kimi2-6. Similar filenames reflect boilerplate for model onboarding, not a duplicate fix." + "reason": "Different model families (Isaac vs Kimi2-6) with distinct implementations and targets; they only overlap on generic model-registration files." } ] }, @@ -19686,7 +19666,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "7eca033038917baa9d7f82bf4618da6a5c187e5b764116f4c6f8b1d8fb4b9aa0", + "prepared_review_unit_hash": "4aeafd95a351140424aa76e154a2f617e9607fcbb8cc4327dccf7cbd83144b4b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19708,18 +19688,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are GitHub Actions dependency bumps, but they target different action families and different scopes. PR 42975 is a broad workflow-tooling update for Node 24 compatibility, while PR 42976 only bumps docker/build-push-action in several Docker image workflows. They are related, but not the same underlying change.", - "confidence": 0.94, + "summary": "Two open PRs both update GitHub Actions across workflow files, but they target different dependency families and problems: one is a broad Node 24 compatibility sweep, the other is a docker/build-push-action version bump. They are related at the workflow-maintenance level but not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more representative workflow-action upgrade and has the clearest stated purpose (Node 24 compatibility); PR 42976 is a narrower, separate action-version bump.", + "canonical_pr_reason": "PR 42975 is the broader workflow Actions compatibility update and touches more files; it is the best representative of this cluster if a single PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative artifact for this cluster because it covers the wider GitHub Actions compatibility migration rather than a single action upgrade.", + "best_pr_reason": "PR 42975 is the most suitable canonical PR because it addresses a clearly defined platform compatibility refresh across multiple workflows, whereas 42976 is a narrower action-version bump for docker image builds.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow maintenance, but they update different actions (general GitHub Actions/runtime compatibility vs docker/build-push-action) and do not appear to fix the same concrete problem or belong in one merged PR." + "reason": "Do not merge: 42975 upgrades assorted GitHub Actions for Node 24 compatibility, while 42976 specifically bumps docker/build-push-action from v5 to v6 in build workflows. They are different dependency updates affecting different code paths and could be merged independently." } ] }, @@ -19756,70 +19736,70 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "9dc2d25618202401aeec09219d72cff8990a5e1c675f2a2437d7405a222229d0", + "prepared_review_unit_hash": "8c4b72f4403cd45107ea1a34055a83180130134ae1919fe082056cc9a0a84d2a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14247, - "estimated_input_tokens": 3562, - "estimated_eval_tokens": 7380 + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14247, - "estimated_input_tokens": 3562, - "estimated_eval_tokens": 7380 + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM), not duplicates. The shared docs/auto-registry edits are expected for new model integrations and do not indicate the same underlying change.", + "summary": "All four items are separate model-addition pull requests (ViT NEPA, Molmo, Molmo2, CTSM). They share framework/registry/docs touchpoints, but they are different model integrations and not duplicates of the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR adds a different model family with distinct files, configs, and modeling code, so they are not the same change.", + "canonical_pr_reason": "No single canonical PR among these; the closest representative is #43451 because it is the most developed model-addition PR and has the highest review activity, but it is still a distinct Molmo2 integration, not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication; all are legitimate but unrelated integrations, so none should represent the cluster.", + "best_pr_reason": "#43451 is the strongest standalone PR to anchor the cluster because it has the broadest implementation surface and far more discussion/review than the others, indicating the most complete integration work. It is not interchangeable with the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo) with distinct modeling and test code; shared auto/docs updates are only boilerplate for registration." + "reason": "Different model integrations: ViT NEPA vs Molmo. Overlap is limited to shared docs/auto-registry scaffolding, not the same concrete code-path change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model additions; they do not fix the same code-path problem." + "reason": "Different model integrations: ViT NEPA vs Molmo2. Shared framework files do not indicate the same bug or the same feature implementation." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "CTSM time-series integration is a different subsystem and architecture from ViT NEPA, so these are not duplicates." + "reason": "Different model integrations: ViT NEPA vs CTSM. They touch common transformer registry/docs code, but they are unrelated model additions." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are separate model integrations with different files and functionality, not one mergeable duplicate PR." + "reason": "Molmo and Molmo2 are related by name, but these are separate model families with distinct configs, processors, and model code; not one mergeable fix/change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; overlapping registry/docs edits are not enough to treat them as the same change." + "reason": "Molmo and CTSM are unrelated model additions. Similarity is only in shared registration and documentation files." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM address different models and code paths, so they should not be merged as duplicates." + "reason": "Molmo2 and CTSM are distinct model integrations with different code paths and files; shared auto/model registry edits are too broad to call them duplicates." } ] }, @@ -19841,85 +19821,115 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-4", + "cluster_id": "cluster-43291-6", "nodes": [ "pull_request:43291", "pull_request:43665", "pull_request:44815", - "pull_request:46380" + "pull_request:46380", + "pull_request:46539", + "pull_request:46541" ], "soft_pairs": [ + "pull_request:43291|pull_request:46541", "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", "pull_request:43665|pull_request:44815", "pull_request:43665|pull_request:46380", - "pull_request:44815|pull_request:46380" + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "6a10945238272666b9a87d5e57272e7010c85c7fdf77577fdb776d01844bcbfa", + "prepared_review_unit_hash": "fea27d137c94c94d51f709baa4d63041645e6103fbdff4cbcce5ca99125be675", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 11145, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16425, + "estimated_input_tokens": 4107, + "estimated_eval_tokens": 8470 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 11145, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16425, + "estimated_input_tokens": 4107, + "estimated_eval_tokens": 8470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they touch different subsystems and fix different problems. 46380 and 44815 are the strongest real bug-fix candidates, while 43665 looks like test-only noise.", - "confidence": 0.96, + "summary": "These PRs are not duplicates of one another; they span unrelated fixes across Whisper tokenization, CLIP/ViT tests, FP8 dequantization, generation watermarking validation, PhiMoE integration tests, and trainer tests. The similarity signal is mostly generic \"fix\" wording rather than the same underlying bug.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue links are present, and the PRs are unrelated enough that there is no true canonical duplicate. If one PR must represent the cluster, 46380 is the clearest concrete bug fix.", + "canonical_pr_reason": "PR 46380 has the clearest concrete product bug fix: it patches generation config validation for watermarking_config dicts and updates the related generation path, with tests across several models. It is more substantive than the mostly test-only PRs and more narrowly about one underlying code-path issue than the broader fp8/dequant change.", "best_issue_reason": null, - "best_pr_reason": "46380 is the best representative overall: it fixes a specific runtime validation bug in generation config handling, with a coherent code-path and test coverage. 44815 is also substantive, but it targets a different FP8/dequantization path.", + "best_pr_reason": "PR 46380 is the best representative of the cluster because it contains an actual functional fix in core generation code plus validation coverage, whereas the others are either test-only, placeholder-like, or fix different subsystems.", "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:46541", + "accept": false, + "reason": "Both touch tests, but they fix different areas: Whisper tokenizer/model tests vs trainer tests. No shared bug or mergeable common code-path issue." + }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode/timestamp logic vs. CLIP/ViT test changes; different models, different bug classes, and 43665 appears to be test-only." + "reason": "Whisper tokenization behavior is unrelated to CLIP/ViT test edits; the latter looks like generic test noise, not the same defect." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding behavior is unrelated to FP8 dequantization and model-loading changes." + "reason": "Whisper decoding logic and FP8 dequant/loading are different subsystems with different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer code vs. generation watermarking/config validation; distinct code paths and fixes." + "reason": "Whisper decode/timestamp handling is unrelated to generation watermarking validation and generation utils." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to PhiMoE integration-test setup; these do not fix the same underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test assertions in CLIP/ViT are unrelated to FP8 kernel/model-loading behavior." + "reason": "Test edits in vision models are unrelated to the FP8 dequantization/code-loading fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test-only edits for CLIP/ViT do not match generation config validation in 46380." + "reason": "The CLIP/ViT test-only changes do not match the generation watermarking/config fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading behavior and PhiMoE integration-test setup are unrelated code paths." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant/padding and model-loading changes are unrelated to generation config watermarking validation." + "reason": "Both are real code fixes, but they address different problems in different parts of the stack: FP8 tensor padding/loading vs generation watermarking validation." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and PhiMoE integration-test setup are different issues, not a single mergeable fix." } ] }, @@ -19949,7 +19959,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "b3d449f812f0369e4dad745f57d716e1603376d008038cf26a6c3cd31682eedd", + "prepared_review_unit_hash": "2339fd85d0d6e725aed29302c93d82e609dc28f396f389ae65347c7ab94da828", "component_budget": { "node_count": 2, "item_count": 2, @@ -19971,18 +19981,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a small repo-bot/test formatting probe, while the other changes CI workflows and related utility code. The only overlap is a shared test file, which is not enough to merge them as the same change.", - "confidence": 0.95, + "summary": "These two PRs are not duplicates: one is a narrow repo-bot/version-format test change, while the other is a larger CI/workflow and test-infrastructure change. The shared Vit test file is incidental, not evidence of the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different code paths and purposes, with no evidence they fix the same concrete bug or implement the same change.", + "canonical_pr_reason": "No canonical PR: the PRs address different concerns and are not merge-equivalent changes.", "best_issue_reason": null, - "best_pr_reason": "If a representative is needed, PR 43532 is the better cluster anchor because it is the more substantial end-to-end workflow/utility change; PR 43488 is a narrow bot-check/test setup tweak.", + "best_pr_reason": "PR #43532 is the better representative of the cluster because it is the more substantial, self-contained change; however, it is still not a duplicate of PR #43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: these are unrelated PRs. 43488 only tweaks setup/versioning and a test hook, while 43532 rewrites CI workflow logic and touches multiple supporting files. Shared test filename alone does not indicate the same underlying change." + "reason": "Reject: they do not fix the same concrete problem. #43488 is a small repo-bot/version-format test PR, while #43532 changes CI workflows and testing/notification files across multiple paths." } ] }, @@ -20012,7 +20022,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a80accd323244a28022ca51524a27be0753c81477b0a4362023f3804552339ab", + "prepared_review_unit_hash": "cc2006136813fc8ba00c7c89c95fe945222249d489c7e468298a3ee805109319", "component_budget": { "node_count": 2, "item_count": 2, @@ -20034,18 +20044,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add similar new segmentation pipelines and share doc/registry/test plumbing, but they target different features and code paths: Promptable Concept Segmentation vs Promptable Visual Segmentation. They should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Two open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They are related at the subsystem level, but they are not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader and more mature change set: it covers Promptable Visual Segmentation and integrates more model families (SAM, SAM2, EdgeTAM, SAM3 tracker), so it is the better representative of this cluster if one must be chosen.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the better anchor for the cluster because it is the more general segmentation pipeline addition and has the larger supporting surface area. That said, it is still a distinct feature from #43612, not the same underlying change.", + "best_pr_reason": "PR #43613 is the stronger standalone PR in this cluster because it is more concrete and broader in implementation, with multiple model integrations and dedicated tests/docs for promptable visual segmentation.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "These are different pipeline additions with different intended behaviors and model integrations. Shared docs/registration/test scaffolding is not enough to treat them as the same concrete change." + "reason": "Different pipeline features and code paths: concept segmentation vs visual segmentation. They share some docs/registry plumbing, but they are not the same change and would not plausibly be merged into one PR." } ] }, @@ -20075,7 +20085,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9de4cac0da3dc8dc546304bd9478fb01821dce859f6c35eadba3bf083d6fc4b4", + "prepared_review_unit_hash": "075504e244662d2cf6a94e7671e8a764a4db7306fb411ff3efc0ae46e75232f8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20097,18 +20107,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Trainer.py extensibility PRs that look superficially similar but address different code paths: gradient-accumulation loss scaling vs. signature-column filtering.", - "confidence": 0.95, + "summary": "The two PRs touch the same file but fix different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT models. They are not duplicates and should not be clustered as the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the stronger representative because it makes a concrete runtime change to training_step and adds the new _loss_is_scaled_for_ga hook for custom trainers.", + "canonical_pr_reason": "No single canonical PR: 43651 and 43663 address unrelated code paths in `Trainer` (loss scaling vs. input-column filtering), so neither can represent the other.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the best overall PR in this cluster as it introduces a clearer, more self-contained Trainer behavior change with the broader extensibility hook.", + "best_pr_reason": "PR 43651 is the better standalone representative only in the sense that it fixes a concrete training-step bug; however, it is not a duplicate of 43663 and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: they touch different Trainer internals and solve different problems. 43651 changes loss normalization in training_step; 43663 factors out signature-column inspection for column filtering. Shared filename and similar extensibility framing are not enough to treat them as the same change." + "reason": "Different concrete changes in `trainer.py`: 43651 adds `_loss_is_scaled_for_ga` and alters gradient accumulation loss normalization, while 43663 adds `_get_signature_columns` for column filtering. Shared file/subsystem is not enough to treat them as the same fix." } ] }, @@ -20138,12 +20148,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "10181352bff315da093a668b6561586643ebfa37711b1f85ca91ec2ac760d2f8", + "prepared_review_unit_hash": "6468b004b99687cfc0488a545ad13a98474bd563cc5981dbe716dfd08da92822", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20151,7 +20161,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20160,18 +20170,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention NameError-ish typing issues, but they fix different concrete problems: one is about annotation/runtime typing in `serve.py`, the other is specifically about `TypeAdapter` when `pydantic` is absent.", + "summary": "Two open PRs touch the same CLI file and both mention NameError, but they fix different runtime-typing problems. PR #43656 is about postponed annotations / missing transformer types in `serve.py`; PR #43842 is about `TypeAdapter` being unavailable when pydantic is not installed. They should not be deduplicated.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43656 targets a broader annotation/runtime typing cleanup, while 43842 specifically fixes the `TypeAdapter` import/type-guard issue when `pydantic` is not installed.", + "canonical_pr_reason": "#43842 is the more narrowly scoped and directly targeted fix: it explicitly handles `TypeAdapter` only under `TYPE_CHECKING` and quotes the validator annotation to avoid a runtime import-time NameError when pydantic is absent.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the more focused and explicit bug fix: it names the failing `TypeAdapter` path, adds the guarded import, and has a narrower, clearer issue target.", + "best_pr_reason": "#43842 is the best standalone PR in this cluster because it addresses a concrete optional-dependency failure path with a minimal change set. #43656 is a separate typing/runtime-annotation cleanup for a different NameError mechanism.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: although both modify `src/transformers/cli/serve.py` and are related to typing/NameError problems, they address different runtime failures and are not the same underlying bug or mergeable change." + "reason": "Same file and similar symptom, but different underlying bugs: #43656 changes annotations/imports around transformer types and `from __future__ import annotations`; #43842 specifically fixes `TypeAdapter` resolution when pydantic is not installed. They are not the same concrete code-path problem." } ] }, @@ -20315,8 +20325,8 @@ "pull_request:44018|pull_request:44086", "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", - "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", @@ -20363,12 +20373,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "158a1d3a071672acfe5c5dc8239d8f01ccd24567f936b7e429c0766ff8c218ef", + "prepared_review_unit_hash": "a749a8fc471f68908bed225ad0bfa6e0ee655927acf7e44c11b3b0f2fe67f9db", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, + "serialized_chars": 84893, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20376,7 +20386,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75090, + "serialized_chars": 75091, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -20385,351 +20395,339 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly standardized output-tracing refactors spread across different model families. The clearest duplicate-like grouping is the GPT-J/CodeGen line around 44066/44085/44722; most other PRs are separate model-specific slices under umbrella issue #43979 rather than the same concrete change.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #43979 is the shared umbrella tracker referenced by most PRs and best represents the underlying standardized output-tracing effort.", - "canonical_pr_reason": "PR #44722 is the strongest representative of the GPT-J/CodeGen subcluster: it is explicit, issue-linked, and spans the shared GPT-J code path plus the copied CodeGen block.", - "best_issue_reason": "As the common tracking issue, #43979 is the best issue-level anchor for the cluster; the individual PRs are implementation slices rather than separate problem statements.", - "best_pr_reason": "PR #44722 is the best single PR exemplar in this set because it is the most complete GPT-J/CodeGen-family refactor and most clearly aligns with the umbrella issue.", + "summary": "This cluster is mostly a set of model-specific PRs under the shared output-tracing umbrella of issue #43979. The true duplicates are the GPT-J/CodeGen line and the GPT-Neo line; the rest are separate per-model refactors and should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43979 is the shared umbrella target for the standardized output-tracing refactor across these PRs.", + "canonical_pr_reason": "PR #44722 is the broadest and latest representative of the GPT-J/CodeGen refactor line, overlapping the same concrete output-tracing path as the other GPT-J PRs.", + "best_issue_reason": "#43979 best captures the common underlying refactor theme that these PRs converge on.", + "best_pr_reason": "#44722 is the strongest representative PR: it is later, broader, and covers the same GPT-J output-tracing code path as the duplicate GPT-J PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Shared umbrella issue is not enough; FNet/CVT and GPT-J are different model code paths." + "reason": "Different model families and code paths; only the umbrella issue is shared." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT refactor is unrelated to DeBERTa; same issue target does not make them duplicates." + "reason": "Different model families; both are output-tracing refactors but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output-tracing in the same file, so they overlap on the same concrete code path and are plausibly mergeable." + "reason": "Both are GPT-J output-tracing refactors in the same code path; same underlying change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations, not the same bug/change." + "reason": "RegNet/ResNet-related refactor vs EfficientNet; same theme, different concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific refactors." + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet touch different code paths and are not mergeable duplicates." + "reason": "GPT-J/CodeGen vs EfficientNet; different concrete refactors." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations despite the shared umbrella issue." + "reason": "MobileNetV2 vs DeBERTaV2; not the same underlying bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different models with different output paths." + "reason": "GPT-J vs MGP-STR; different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model families; same refactor theme is too broad to merge." + "reason": "GPT-J/CodeGen vs MPT; only the output-tracing framework is shared." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same code path and are close enough to be duplicate change proposals." + "reason": "Both touch GPT-Neo output tracing in the same model file; same underlying refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different concrete implementations." + "reason": "GPT-J/CodeGen vs GPT-Neo; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same umbrella issue, different refactor target." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." + "reason": "ResNet/RT-DETR related work vs GPT-J/CodeGen; not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are not the same underlying change." + "reason": "ResNet vs GPT-J; unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are separate models with no shared code path." + "reason": "MGP-STR vs GPT-J/CodeGen; different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated refactors." + "reason": "GPT-Neo vs ResNet; only broad refactor similarity." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model implementations." + "reason": "ResNet vs MPT; different concrete refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated concrete code paths." + "reason": "GPT-Neo vs Flaubert; not the same model or bug." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated refactors." + "reason": "GPT-Neo vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." + "reason": "MPT vs MGP-STR; unrelated model implementations." }, { - "left": "pull_request:44018", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." + "reason": "GPT-J vs MGP-STR; different underlying changes." }, { - "left": "pull_request:44068", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR do not share the same concrete bug/change." + "reason": "GPT-2 vs MGP-STR; not the same concrete fix." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and XLM/Flaubert are different models; same refactor style is too broad." + "reason": "ViLT vs Flaubert/XLM; different model-specific changes." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model implementations." + "reason": "GPT-2 vs GPT-J/CodeGen; same umbrella theme only." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-J and MGP-STR are different concrete code paths." + "reason": "GPT-Neo vs MPT; different code paths." }, { - "left": "pull_request:44098", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and XLM/Flaubert are separate model families." + "reason": "TextNet vs Flaubert/XLM; unrelated refactors." }, { - "left": "pull_request:44017", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model-specific refactors." + "reason": "MPNet vs LongT5; different model-specific output handling." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated concrete changes." + "reason": "RegNet vs GPT-Neo; different concrete changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SegFormer and VisualBert are different model code paths." + "reason": "RegNet vs MPNet; same framework, different model paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and MPT are unrelated models." + "reason": "MPT vs ImageGPT; unrelated model refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are unrelated model implementations." + "reason": "TextNet vs LongT5; not the same underlying issue." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44056", + "right": "pull_request:44017", "accept": false, - "reason": "MPT and MGP-STR are separate model families." + "reason": "MPNet vs SegFormer; different model code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "VisualBert and XLM/Flaubert are unrelated code paths." + "reason": "RegNet vs GPT-Neo; only the shared output-tracing theme matches." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and MPT are different models." + "reason": "RegNet vs LongT5; different concrete changes." }, { - "left": "pull_request:44059", + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated model implementations." + }, + { + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are unrelated refactors." + "reason": "SqueezeBert vs MPT; different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and XLM/Flaubert are separate model code paths." + "reason": "SqueezeBert vs VisualBert; same umbrella refactor, not the same change." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model families." + "reason": "GPT-Neo vs SpeechT5; different model-specific fixes." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and GPT-Neo are not the same concrete change." + "reason": "TextNet vs Flaubert/XLM; not a duplicate." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "XLM/Flaubert and LongT5 are unrelated model implementations." + "reason": "MPNet vs LongT5; different concrete refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and SegFormer are different model paths." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and MPT are unrelated refactors." + "reason": "RegNet vs GPT-Neo; unrelated model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are separate model code paths." + "reason": "RegNet vs LongT5; only broad theme overlaps." }, { - "left": "pull_request:44018", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model changes." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated implementations." + "reason": "MPT vs SpeechT5; different implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "FNet/CVT and SegFormer are different model families." + "reason": "SqueezeBert vs GPT-Neo; not the same bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated concrete changes." + "reason": "SqueezeBert vs DeBERTaV2; different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are separate model-specific refactors." + "reason": "DeBERTaV2 vs TextNet; different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 is a later, compatible version of the same change." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a later overlapping version." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both edits are GPT-J output-tracing refactors on the same file and same underlying code path." + "reason": "Both modify GPT-J output tracing in the same file and can plausibly be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "GPT-J vs SpeechT5; unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet are unrelated model code paths." + "reason": "CVT/FNet vs RegNet/ResNet; not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are not the same underlying bug/change." + "reason": "CVT/FNet vs SpeechT5; different concrete refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different models." + "reason": "DeBERTaV2 vs SpeechT5; different model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated concrete changes." + "reason": "DeBERTaV2 vs ViTS; not the same code path." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the soft-edge call on 44066 vs 44085 is too strong. Both PRs touch the same GPT-J file (`src/transformers/models/gptj/modeling_gptj.py`) and share the umbrella issue target, so describing them as \u201cdifferent model families and different code paths\u201d overstates the separation. At minimum, this pair looks plausibly mergeable or duplicate-like enough that a conservative verdict would not rule it out so firmly. The summary is mostly grounded, but the exclusivity claim (\u201conly true duplicate-like groups\u201d) should also be softened." + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted pairs are plausibly mergeable into single bugfix PRs within the same model/file family, while the rejected pairs correctly avoid conflating shared output-tracing theme with actual duplicate changes across unrelated model code paths." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20764,12 +20762,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "c37762392b7782bbcf0d8640b918d5640f8eff8cfff7939a38c6d0ed780fb6fe", + "prepared_review_unit_hash": "83a75a5438b645fb3f14dfaf887b1f670098c7a2a55f2aa5fc2d0e24c298f4af", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, + "serialized_chars": 84893, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20777,57 +20775,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors for standardized output tracing/capture, but they touch different architectures and code paths. They are related thematically, not duplicates of the same underlying change.", - "confidence": 0.96, + "summary": "This cluster is a set of model-specific migrations to standardized output tracing/capture_outputs, not duplicate fixes for the same concrete code path.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44129 is the clearest representative: it has an explicit issue target, a focused title, and a concrete output-tracing refactor in one model implementation.", + "canonical_pr_reason": "pull_request:44129 is the cleanest representative: it has an explicit issue link, a concrete model-scoped refactor, and the clearest standardized output-capture transition.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44129 is the best single representative for the cluster because it is narrowly scoped and explicitly tied to the standardized output capture work, but it is not a duplicate of the others.", + "best_pr_reason": "pull_request:44129 is the best representative PR for the cluster because it is scoped, linked to a tracking issue, and most clearly implements the output-tracing standardization pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-capture refactors, but they target different models (FocalNet vs ImageGPT) and different code paths, so they are not the same change." + "reason": "Both adopt the same output-capture pattern, but they touch different model code paths (FocalNet vs ImageGPT) and are not mergeable as one fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; this is the same refactor pattern, not a shared underlying bug or mergeable duplicate PR." + "reason": "Same broad refactor theme, but VisualBert and TextNet are distinct implementations with different forward/output handling; not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model-specific output-tracing updates; they do not fix the same concrete defect." + "reason": "Both standardize tracing, but MPNet and VisualBert change separate model internals and do not fix one shared bug." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are analogous refactors in different model files, not duplicate fixes to one code-path problem." + "reason": "These are separate model migrations with different output-capture wiring; too model-specific to count as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each change their own model forward/output handling, so they are not the same underlying change." + "reason": "RegNet and SqueezeBert are unrelated code paths; the similarity is only the shared migration pattern." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both involve output handling, but they modify different model internals and are not the same concrete fix." + "reason": "Both refactor output collection, but SqueezeBert and SpeechT5 are distinct model implementations and would not plausibly merge into one PR." } ] }, @@ -20878,16 +20876,13 @@ "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:44000|pull_request:44026", "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", "pull_request:44001|pull_request:44025", - "pull_request:44001|pull_request:44026", "pull_request:44002|pull_request:44029", - "pull_request:44002|pull_request:44025", - "pull_request:44001|pull_request:44003", "pull_request:44002|pull_request:44003", - "pull_request:44000|pull_request:44003", "pull_request:44003|pull_request:44028", "pull_request:44003|pull_request:44004", "pull_request:43998|pull_request:44004", @@ -20910,292 +20905,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "06b9e3e1609830c6189c1d7130612d00c47831fd663a6368f549830fd4371a14", + "prepared_review_unit_hash": "4887dae1a8f431899318328d4f52593b3dbbfae849e098c8933bc1b53c309504", "component_budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 43, - "serialized_chars": 41333, - "estimated_input_tokens": 10334, - "estimated_eval_tokens": 20924 + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 43, - "serialized_chars": 41333, - "estimated_input_tokens": 10334, - "estimated_eval_tokens": 20924 + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a family of similar-looking but distinct model-specific output-tracing refactors. They share naming/style and utility usage, but each PR targets a different code path and should not be merged as duplicates.", - "confidence": 0.9, + "summary": "These are all model-specific refactors around output tracing / `can_return_tuple`, not the same underlying bug or a single mergeable change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the clearest representative of the cluster: it applies the refactor to a primary model plus its paired prompt variant, making it a good exemplar of the shared pattern.", + "canonical_pr_reason": "No true duplicate PR exists here; the cluster is a family of similar refactors across different models. If one representative is needed, PR 44003 is the broadest/most infrastructure-heavy example (touches `mamba` and `falcon_mamba`) and best captures the theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best standalone representative of the theme because it is explicit, self-contained, and spans a closely related model pair without being overly broad.", + "best_pr_reason": "PR 44003 is the best representative because it has the broadest scope in the set and includes the most substantial output-tracing plumbing, but it still does not subsume the others as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor pattern, but Timm Backbone and UperNet are different model code paths." + "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`)." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families; same tracing cleanup theme is not enough for a duplicate PR." + "reason": "Different models and different wrapper logic; only share output-tracing cleanup." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Timm Backbone vs UnivNet are unrelated implementations." + "reason": "Both are output-tracing refactors, but they affect unrelated model implementations." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; not the same concrete change." + "reason": "Distinct model families (`timm_backbone` vs `mamba`/`falcon_mamba`), not one concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Timm Backbone and RWKV are separate model paths." + "reason": "Separate model implementations; too broad to treat as the same change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are different code paths." + "reason": "Different model code paths (`mobilenet_v1` vs `univnet`)." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet is only a broad thematic match." + "reason": "Related refactor pattern, but unrelated model code." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and DepthAnything target different model families." + "reason": "Different models and likely different output-capture details; not the same PR-worthy fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs VisionEncoderDecoder are distinct implementations." + "reason": "Same broad subsystem theme only; distinct encoder-decoder wrapper code." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs SpeechEncoderDecoder are separate code paths." + "reason": "Different architectures and code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-Text Dual Encoder and UnivNet are unrelated model changes." + "reason": "Both refactor output handling, but on unrelated models (`vision_text_dual_encoder` vs `univnet`)." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; not the same fix." + "reason": "Different model implementations; no shared concrete bug." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44003", "accept": false, - "reason": "Vision-Text Dual Encoder and DepthAnything are separate code paths." + "reason": "Same pattern, but `vision_text_dual_encoder` and `mamba` are not mergeable into one fix." }, { "left": "pull_request:44000", - "right": "pull_request:44026", + "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and files; same output-tracing refactor is too broad." + "reason": "Different tasks in different model families, not one underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated models." + "reason": "Unrelated models; similarity is only in output-tracing cleanup." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs DepthAnything are distinct implementations." + "reason": "Distinct code paths and model families." }, { "left": "pull_request:44001", - "right": "pull_request:44026", + "right": "pull_request:44025", "accept": false, - "reason": "Different code paths; not mergeable as one PR." + "reason": "Different depth-anything code vs audio generation code." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different model families." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44025", - "accept": false, - "reason": "UperNet and DepthAnything are separate changes." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44003", - "accept": false, - "reason": "UnivNet vs Mamba/Falcon-Mamba are unrelated implementations." + "reason": "Different model stacks; no single shared bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs Mamba/Falcon-Mamba are different code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44003", - "accept": false, - "reason": "Vision-Text Dual Encoder and Mamba/Falcon-Mamba are unrelated." + "reason": "Different model families and refactor scope." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba and SuperPoint are separate model families." + "reason": "`mamba` output tracing and `superpoint` output tracing are unrelated implementations." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba vs CodeGen is not the same concrete change." + "reason": "Different model code paths (`mamba` vs `codegen`), so not one duplicate PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm Backbone and CodeGen are unrelated code paths." + "reason": "Different model families and forward implementations; only the refactor style matches." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet vs CodeGen share only the refactor theme." + "reason": "`univnet` and `codegen` changes are unrelated beyond generic output handling." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet vs CodeGen are different implementations." + "reason": "No shared concrete bug; only a common refactor motif." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-Text Dual Encoder vs CodeGen are distinct model paths." + "reason": "Different model-specific refactors, not mergeable into one PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different code paths." + "reason": "Closely related wrapper models, but still separate encoder/decoder code paths and not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and SpeechEncoderDecoder are separate implementations." + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything vs SuperPoint is only a broad pattern match." + "reason": "Different architectures and output contracts; not one underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV are unrelated model families." + "reason": "Different models and different tracing refactors." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are different code paths." + "reason": "Separate model implementations; same theme only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder vs RWKV are unrelated implementations." + "reason": "Different code paths (`vision_encoder_decoder` vs `rwkv`)." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers, not the same fix." + "reason": "Different wrapper models; not the same fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder vs SuperPoint are different model paths." + "reason": "Different model families and output semantics." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated code paths." + "reason": "Different model implementations; only generic refactor similarity." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder vs SuperPoint are separate implementations." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are unrelated model families." + "reason": "Different architectures and output-handling changes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are distinct code paths." + "reason": "Different model families; not a single concrete bug/change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different model families." + "reason": "`superpoint` and `rwkv` are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are separate implementations." + "reason": "Different models and output pathways." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model code paths." + "reason": "Distinct model code paths; same output-tracing motif only." } ] }, @@ -21225,12 +21202,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "6c9621482385977d79ffe69e483c88eb31dd67dc617f93ebddbf9bbf06710bbf", + "prepared_review_unit_hash": "67138856af8cdb8f25da57a6dbc38dacfd38a579e18f3569890f1a48912e59e1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21238,7 +21215,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21247,18 +21224,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one implements PenguinVL, the other adds Voxtral TTS support. They share only common Transformers integration scaffolding, not the same underlying change or code path.", - "confidence": 0.98, + "summary": "These are two unrelated model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They overlap only in shared Transformers registration/docs plumbing, not in the underlying model or code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the better canonical representative only because it is explicitly tied to issue 45027 and has a tighter, well-scoped model addition; PR 44662 is a separate unrelated implementation for a different model.", + "canonical_pr_reason": "No canonical PR: the changes target different models and different implementations, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the better overall PR representative for the cluster because it has an explicit tracking issue and a narrower, more clearly defined feature scope. PR 44662 is a distinct PenguinVL implementation and should not be merged with it.", + "best_pr_reason": "Neither PR is a suitable cluster representative for the other; each is a standalone model addition with its own scope.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different feature work: PenguinVL implementation vs Voxtral TTS support. Shared auto/model registration files are generic integration overlap, not evidence of the same underlying bug or change." + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared registry/docs files are incidental and do not indicate the same underlying change or fix." } ] }, @@ -21288,12 +21265,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "065146b3ef00eeaf2b853102a8ba0d028b1f00f78d09a30b95e284dcd3224716", + "prepared_review_unit_hash": "0e66142f2c831df07c2a8b51f20b3ab89ba582171a70657482e19b2d58bd5f89", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21301,7 +21278,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -21310,18 +21287,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are about fusion, but they are not duplicates: PR 44979 introduces a generic Module Fusion API, while PR 45363 implements KernelConfig-based n-to-1 kernel fusion integration and an example. Same broad area, different layers/code paths.", - "confidence": 0.89, + "summary": "Two open PRs in the same broad fusion area, but they target different layers: one introduces a generic Module Fusion API, the other adds n-to-1 kernel fusion plumbing via KernelConfig. They are related concepts, not the same concrete change set.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete, end-user-facing change: it wires fusion through KernelConfig and modeling hooks rather than just adding the abstraction layer.", + "canonical_pr_reason": "Pick #45363 as the better cluster representative because it implements the more concrete end-to-end fusion feature path (KernelConfig, model integration, and example usage), whereas #44979 is a lower-level API foundation for module fusion.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best representative of the cluster because it captures the actual runtime integration path and practical usage example for fusion.", + "best_pr_reason": "#45363 is the strongest representative of the cluster topic because it changes the actual fusion behavior across model loading/integration rather than only adding a standalone API module and tests.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They overlap on fusion concepts but target different implementations: 44979 adds a generic Module Fusion API, while 45363 adds KernelConfig-driven n-to-1 kernel fusion integration. They are related, not the same underlying change." + "reason": "Related fusion work, but not the same underlying bug/change: #44979 adds a general Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model integration. They would not plausibly be merged as one PR." } ] }, @@ -21351,12 +21328,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "5256a53f486842f1b25657abfee6c5fd24498960bf8fcdcece93743fa09ccb1d", + "prepared_review_unit_hash": "d3177ef652fd99208f5527d931b784ed4b49472241505f411c5b0a1c212204ca", "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 }, @@ -21364,7 +21341,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -21373,18 +21350,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same `_patch_mistral_regex` AttributeError in `tokenization_utils_tokenizers.py` for the same tracked issue; the second PR is a slightly more complete version with tests.", - "confidence": 0.96, + "summary": "Both pull requests fix the same Mistral regex AttributeError in the same code path and differ mainly by test coverage; they are duplicates, with 45317 the better canonical PR.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the stronger canonical PR: it fixes the same bug as #45086 and also adds test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: same code change plus tests, and it directly targets the AttributeError in _patch_mistral_regex.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall PR because it addresses the same concrete code-path bug while including validation tests; #45086 is effectively an earlier, narrower variant of the same fix.", + "best_pr_reason": "PR 45317 is the best representative because it covers the same bug fix as 45086 and adds validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying `_patch_mistral_regex` AttributeError fix in the same function/file, same explicit issue target, and the second PR only adds tests rather than changing the problem being fixed." + "reason": "Same underlying bug and same fix in the same file; 45317 is essentially the patched-and-tested version of 45086, so they could plausibly be merged into one PR." } ] }, @@ -21414,7 +21391,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "aa9aa39d1dc95db112c3bd0d9af1c5ff9276c01b643e7ec369f5c32c472f3d44", + "prepared_review_unit_hash": "bbed382227bb80df4ac977e293b05325c0b16b710afe43f5a343240b715199aa", "component_budget": { "node_count": 2, "item_count": 2, @@ -21436,18 +21413,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about NemotronH, but they address different changes: #45115 is a narrow conversion/mapping and inheritance refactor, while #45569 is a broader model split into dense/sparse variants with docs and auto-mapping updates. They are related, but not the same underlying fix/change set.", - "confidence": 0.9, + "summary": "These are related NemotronH workstreams, but they are not the same change: one is a refactor/compatibility rename pass, the other adds the proper NemotronH 3/2 split with docs and new model packages.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the broader, more central NemotronH rework and better represents the cluster topic; #45115 is a narrower supporting refactor focused on conversion mappings and inheritance cleanup.", + "canonical_pr_reason": "No issue present; as a PR cluster, 45569 is the better canonical representative because it is the broader, more user-facing implementation change with docs and model packaging, whereas 45115 is a narrower refactor/conversion mapping update.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best single PR to keep because it covers the main architectural change and the new dense/sparse model support, whereas #45115 only adjusts conversion naming and model wiring.", + "best_pr_reason": "45569 is the most complete and externally visible NemotronH change in the set: it updates docs, auto-mappings, model files, and adds the dense/sparse variants. 45115 is narrower and more implementation-specific.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same concrete change: #45115 refactors conversion mapping/inheritance compatibility, while #45569 introduces dedicated dense/sparse model packages, docs, and auto-mapping updates." + "reason": "Both touch NemotronH internals, but the diffs indicate different goals: 45115 focuses on conversion-mapping/refactor compatibility for NemotronH, while 45569 introduces the actual NemotronH dense/sparse split and documentation. They are not the same concrete fix and would not plausibly merge into one PR without conflating separate changes." } ] }, @@ -21477,12 +21454,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "e41fe80370b097da6b802665eecf683f575f96bf9c4a434717910a8e77a2b508", + "prepared_review_unit_hash": "b1e5da282eec455a7343a5e5105d0fdd25a93f8a09547df00af7df1a2698c02c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21490,7 +21467,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21499,18 +21476,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct pull requests: one adds heterogeneous config support, the other adds broader heterogeneous modeling/cache support. They share implementation files, but they are not the same concrete change and are better treated as separate work items.", - "confidence": 0.88, + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config plumbing, the other adds broader heterogeneous modeling/cache support on top of it. They are aligned in theme but not the same concrete change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader end-to-end feature PR and better represents the cluster; PR #45333 is a narrower config-only piece that looks like a prerequisite or companion change rather than the same PR.", + "canonical_pr_reason": "pull_request:45333 is the more foundational and self-contained change: it introduces per-layer configuration support in the core config path, which the modeling work can build on.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative PR because it covers the larger heterogeneous model support effort across config, modeling, cache, and tests.", + "best_pr_reason": "pull_request:45333 is the cleanest representative for the cluster because it targets the core per-layer config mechanism rather than the broader downstream modeling integration in 45332.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying bug/change: one is config support and the other is modeling/cache support. Shared files alone are not enough to treat them as duplicates." + "reason": "Related heterogeneity work, but not the same underlying change: 45333 adds per-layer config support, while 45332 adds separate modeling/cache behavior using that config. They would not plausibly collapse into one PR without conflating distinct layers of the feature." } ] }, @@ -21540,12 +21517,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "56b29307a2e2f3161c4a4347551bc2c607d622c537ebdefa059a03844f13d7f3", + "prepared_review_unit_hash": "4ec21a9a3b6054c57760fbbc76a766a3354d9ae7c4b08f8c0cf644ea67f7c8eb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21553,7 +21530,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21562,18 +21539,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different scopes: one is a broad type-checking sweep across many transformers modules, while the other adds shared typing protocols/aliases and a smaller set of typing refinements. They are related, but not the same concrete change.", - "confidence": 0.89, + "summary": "These are both typing-related pull requests, 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 updates a smaller set of typing-sensitive paths. I would not treat them as duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more representative typing cleanup: it adds type checking coverage/config and touches many modules in one pass. PR 45425 is a narrower follow-up focused on shared typing helpers and protocol definitions.", + "canonical_pr_reason": "45425 is the more focused, concrete typing change; 45415 is a broad sweep across many files and a type-checking config tweak, so it is less representative of a single underlying fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best representative artifact for the cluster because it captures the main end-to-end type-checking initiative and has the widest surface area.", + "best_pr_reason": "45425 is the best representative PR for this cluster because it has a narrower scope and a clearer underlying code change, whereas 45415 is a large typing pass that is too broad to serve as a clean canonical example.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing improvements, but they do not fix the same concrete bug or change. 45415 is a broad type-checking sweep across many files, while 45425 adds typing aliases/protocols and related fixes in a smaller set of files. They could be separate PRs and are not duplicates." + "reason": "Both touch typing and overlap on a few files, but 45415 is a broad type-checking cleanup while 45425 introduces specific typing aliases/protocols. They are different changes and would not plausibly be merged as one PR." } ] }, @@ -21603,7 +21580,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "2b0e9c24acf751d11367a2187195f5e7812164fe7c643c66d126d311ad74d979", + "prepared_review_unit_hash": "0828f7d4cc5c1d91ac5dd18863333202b10fb04fe0cb6e466fd4f59def7019ae", "component_budget": { "node_count": 2, "item_count": 2, @@ -21625,18 +21602,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs about cache-aware multi-token forward paths, but they fix different model families and different code paths: Qwen/Olmo linear attention vs Mamba2 cache state handling. They are superficially similar, not duplicates.", - "confidence": 0.97, + "summary": "Two open PRs that both touch cached-forward logic, but they target different model families and different concrete bugs. The shared theme is only broad cache/seq_len behavior, not the same underlying fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45513 is the more central representative of the cluster: it has broader scope across several related Qwen/Olmo model files, more discussion/inbound references, and the main cache-forward fix theme the cluster appears to revolve around.", + "canonical_pr_reason": "PR #46084 is the better canonical PR for this cluster: it is tightly scoped to Mamba2 cached forward with seq_len > 1 and has an explicit tracking issue, whereas #45513 spans multiple Qwen/Olmo model files and a different linear-attention bug.", "best_issue_reason": null, - "best_pr_reason": "PR #45513 is the best standalone representative because it is the broader, higher-activity cache-forward fix. PR #46084 is a separate Mamba2 bug fix and should not be merged into this cluster despite the similar cache/seq_len wording.", + "best_pr_reason": "PR #46084 is the best single representative because it is narrowly focused on one code path and one bug, making it easier to use as the cluster anchor than the broader multi-model Qwen3.5 PR.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both mention cached multi-token forward paths, but they target different architectures and concrete implementations: Qwen/Olmo GDN linear attention vs Mamba2 CUDA kernel cache states. The diffs do not indicate the same underlying bug or a mergeable single PR." + "reason": "Both involve cache-aware forward passes, but they fix different problems in different architectures (Qwen/Olmo linear attention vs Mamba2 state reuse). They are not the same concrete bug and would not plausibly merge into one PR." } ] }, @@ -21666,7 +21643,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "d05ddc9be153b248a3e8aec9d1d65c6ff423a13610e2a8e4bfbeec0eafe1a8b1", + "prepared_review_unit_hash": "a9c4d19a71da3844464778752cc7124ef26c9a162f438ae865c07f23ae3c8375", "component_budget": { "node_count": 2, "item_count": 2, @@ -21688,18 +21665,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch expert-parallel loading, but they address different bugs and different code paths: 45548 is about distributed_config serialization and accelerate/ZeRO-3 loading, while 45662 is about expert parameters being overwritten during FSDP2 rank-0 broadcast.", - "confidence": 0.94, + "summary": "These are related EP-loading fixes but not the same bug: one targets serialize/load handling with accelerate+ZeRO-3, the other fixes experts being overwritten during FSDP2/rank-0 broadcast. I would keep them separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two patches solve related EP loading problems, but on different mechanisms and paths, so they should not be merged as one duplicate fix.", + "canonical_pr_reason": "PR 45662 is the stronger representative: it fixes a concrete, reproducible expert-parallel loading corruption in the actual load path and touches the relevant loading/integration code. PR 45548 is a narrower, separate accelerate/ZeRO-3 serialization fix.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger representative of the cluster because it targets a concrete, reproducible parameter-overwrite bug with a broader fix across loading/integration code, whereas 45548 is narrower and focused on serialization/launch behavior.", + "best_pr_reason": "PR 45662 is the best standalone PR here because it addresses a specific code-path bug with clearer runtime impact and a broader but still focused patch set. PR 45548 is useful but more narrowly scoped to config serialization and a helper property.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs. 45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3 loading; 45662 wraps sharded params to prevent expert weights being overwritten during FSDP2 rank-0 broadcast. Shared EP context is not enough to treat them as duplicates." + "reason": "Both involve expert parallelism and share modeling_utils.py, but they fix different underlying problems: 45548 is about EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while 45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 loading path. They are not mergeable as one PR." } ] }, @@ -21729,12 +21706,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "651095e3ac14c7915455b92951552488d47b90970383e1f68f78f44de3fa26e4", + "prepared_review_unit_hash": "434032dd49d401a9ff7d4a5d0e2aa29d48541d28bb382c6acb93f25a088b9971", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21742,7 +21719,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21751,18 +21728,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging collision in testing utilities; PR 45645 is the broader, more complete fix and includes CI log handling, while PR 45639 is a narrower subset.", - "confidence": 0.94, + "summary": "Both PRs target the same xdist collision in patched-testing debug artifacts; 45645 looks like the more complete end-to-end fix, while 45639 is the narrower producer-side change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45645 is the best canonical PR because it covers the core testing_utils xdist-safe file change plus the CI workflow update to aggregate multiple captured_info files, making it the most complete representation of the fix.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the xdist-safe artifact generation plus the CI/workflow side needed to consume multiple captured_info files, making it the more complete fix for the same bug.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45645 is the strongest representative of the cluster: it fixes the concrete xdist collision in the code path and also preserves CI debug log collection, whereas 45639 only addresses the utility-side portion.", + "best_pr_reason": "PR 45645 is the best overall fit: it addresses the artifact collision and also preserves CI debug-log collection when multiple xdist workers emit separate files.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info/xdist collision in testing_utils, and 45645 extends the same fix to CI log collection; they could plausibly be merged into one PR." + "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; 45645 expands the same fix to CI log handling, so they are plausibly mergeable into one combined change." } ] }, @@ -21795,52 +21772,52 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "e5eea6e37be9354b6a818b6aa4e174e902d5adf5d4c95b9538580091a0e8e4b0", + "prepared_review_unit_hash": "6ebaf4a34ecf2dce67f49ac3b971fe4824df96b367e30a6ec998fff21e26f50c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7576, - "estimated_input_tokens": 1894, - "estimated_eval_tokens": 4044 + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7576, - "estimated_input_tokens": 1894, - "estimated_eval_tokens": 4044 + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only at a high level: two add attn_implementation dispatch support for different model families, while one is a separate AutoModel mapping fix. They do not look like duplicates or mergeable into one change.", - "confidence": 0.95, + "summary": "These are three unrelated pull requests that only share a broad theme of model support/dispatch. The two attn_implementation PRs touch different model families and code paths, and the GLM ASR auto-mapping change is separate again. No duplicate PR cluster here.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate cluster here. If a representative PR is needed, PR 46401 is the broadest and most developed attn-dispatch change across multiple BLIP-family models.", + "canonical_pr_reason": "No clear canonical duplicate PR: the RecurrentGemma and BLIP-2/InstructBLIP PRs are feature-similar but fix different model-specific dispatch paths, and the GLM ASR PR is unrelated auto-mapping work.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the strongest representative of the cluster because it has the broadest scope, touches multiple model implementations/tests, and has the most discussion/review activity.", + "best_pr_reason": "PR 46401 is the strongest standalone PR to keep if forced to pick one: it has the broadest concrete implementation scope, multiple model files/tests, and the most complete attn_implementation dispatch work. It is still not a duplicate of the RecurrentGemma PR.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: AutoModel registry wiring for GLMASR versus RecurrentGemma attention-dispatch support. Not the same code-path bug or fix." + "reason": "Different changes: GLM ASR auto-model registration vs RecurrentGemma attention-dispatch support. No shared concrete code path." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Unrelated fixes: AutoModel mapping for GLMASR versus BLIP-family attn_implementation dispatch support." + "reason": "Different changes: GLM ASR auto-model registration vs BLIP-2/InstructBLIP attention-dispatch support. Only a broad Transformers-theme overlap." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both concern attention dispatch, but for different model families and different implementation paths; they are not the same concrete fix and would not plausibly be merged as one PR." + "reason": "Both add attn_implementation support, but for different model families and different implementations/tests. Similar feature, not the same underlying bug or mergeable duplicate PR." } ] }, @@ -21870,40 +21847,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "c08547e1f95f9ad4450748d63c460d23ef9b8f46051f1246c73b9bc368724b0e", + "prepared_review_unit_hash": "f609eb38ecc482003a085d807f5d87306ea50cc4bf7d53232826f83894968b00", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7188, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7188, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated linter-rule PRs were grouped together because they both modify Transformers modeling code, but they target different concrete problems: TRF003 for return_dict/can_return_tuple in model forwards vs. TRF018 for dead do_* flags in image/video processors. They should not be deduplicated.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: #45720 implements TRF003-style return_dict/can_return_tuple cleanup across text/audio model forwards, while #46259 adds a separate TRF018 linter rule for image/video processor do_* flags. The shared model filenames reflect broad subsystem overlap, not the same bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 45720 and 46259 address different rules, different code paths, and different model families, so they are not duplicates.", + "canonical_pr_reason": "No canonical PR: the two PRs target different lint rules and different code paths, so they are not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the better representative of the cluster\u2019s linter-rule work because it has broader impact across many model forwards and introduces the reusable can_return_tuple decorator; 46259 is a separate processor-specific rule.", + "best_pr_reason": "#46259 is the cleaner representative of the cluster because it has a single, well-scoped modeling-rule addition with an explicit behavioral rule description.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Both are linter-related, but they fix different issues: forward return handling in text/audio models vs. unused do_* preprocessing flags in image/video processors. Not the same change and not mergeable as one PR." + "reason": "Different underlying problems: one changes model forward return handling, the other adds a processor flag-consumption lint rule. They could not plausibly be merged as one PR." } ] }, @@ -21999,40 +21976,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "2e1556eeaaa84146eefb95b6c51edcaccba5504a488b1a80ce7733394bc733c8", + "prepared_review_unit_hash": "54ea385485eab33faaa3df86fa3fe1ea663f5ea052388d47186c7b8c308c51e3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one is a broad testing/infra and model-change PR, while the other is a small ViT test-edit PR with intentional failing assertions. The similarity is superficial.", - "confidence": 0.98, + "summary": "The two pull requests are not duplicates: one is a broad model/config/workflow change, while the other is a tiny test-only PR with intentional failing assertions. They do not fix the same underlying bug or code path.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45932 is the more substantive and coherent change set; PR 46100 is a standalone test-migration placeholder and not a canonical duplicate target.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45932 is the best representative artifact because it contains a real functional/code change, whereas PR 46100 is clearly not a meaningful fix and is not suitable as a canonical duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: they do not address the same code-path or bug. PR 45932 touches CI/workflow plumbing and several model files, while PR 46100 only edits a ViT test file and adds failing assertions for migration. Shared model/test surface is too broad and not a plausible single merged fix." + "reason": "Reject: the PRs are unrelated. 45932 touches model internals, mappings, and CI secrets; 46100 only edits one test file and adds intentionally failing assertions. They do not address the same bug or merge cleanly into one PR." } ] }, @@ -22065,12 +22042,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "9df4f97523bdf2b2ef90866a130bfb7224a30675f218ea0df4dd801627bc3e32", + "prepared_review_unit_hash": "5374294a08832c7eb030eb5d289114d9fd3dc05b6b1259cba833355ecc4e09a8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -22078,7 +22055,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -22087,30 +22064,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-specific SDPA dispatch enablement changes. They share a common theme, but they do not look like the same concrete bug/fix and would not plausibly be merged as one PR.", - "confidence": 0.93, + "summary": "These PRs are thematically similar (all add SDPA dispatch support), but they target different model code paths and are not the same concrete change. The broadest and most representative PR is the wav2vec2/SeamlessM4T one, but none should be merged as duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest representative of the shared SDPA-dispatch theme, spanning multiple model families and their tests, so it is the best cluster anchor among the three.", + "canonical_pr_reason": "PR 46196 is the broadest implementation: it spans multiple model families (wav2vec2_conformer/bert and SeamlessM4T/v2), updates several model files and tests, and is the most representative SDPA-dispatch change in the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the most comprehensive and central example of the shared feature work, covering several affected model implementations rather than a single model.", + "best_pr_reason": "PR 46196 is the best overall representative because it covers the widest set of affected models and includes the most substantial code/test coverage for the shared SDPA-dispatch theme.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch support, but for different model implementations (CTRL vs T5) with different code paths and tests; same theme, not the same change." + "reason": "Same high-level feature, but different model implementations (CTRL vs T5) and different concrete code paths. They are not the same fix and would not plausibly be merged into one PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "These target different model families and modules; 46196 is a broader multi-model change, not the same concrete fix as the CTRL-only PR." + "reason": "Both add SDPA support, but for different model families with distinct attention logic. This is a shared feature theme, not a duplicate bug or change." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5-specific SDPA dispatch work is distinct from the broader wav2vec2/SeamlessM4T patch; they share a feature goal but not a mergeable single code-path change." + "reason": "These touch different architectures and validation paths; they are related feature work, not the same underlying code-path problem." } ] }, @@ -22140,12 +22117,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "cec03688df403c6cd08df80f1572f22f0d74c3a16374c0bad5fd2780bbe55309", + "prepared_review_unit_hash": "54dd0737ffbfdc2fa34dde8abb0d07f5283acbf02752a69a240e3efc2ffcf95a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22153,7 +22130,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22162,18 +22139,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training PRs, but they are not duplicates: one is a focused EP + Trainer integration, while the other is a much broader distributed branch base touching many subsystems. They share some files because the larger PR likely builds the foundation the smaller one uses, not because they fix the same concrete change.", - "confidence": 0.89, + "summary": "The two PRs both touch distributed code, but they are not the same change: #46126 is a focused EP/router + trainer integration, while #46269 is a broad distributed branch base with many unrelated edits. They should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the better canonical representative because it is the broader foundational distributed branch, spans many more affected components, and appears to subsume the shared infrastructure that #46126 builds on.", + "canonical_pr_reason": "#46126 is the more specific, self-contained feature PR; #46269 is a sprawling base branch that bundles many distributed changes, so it is not a good canonical duplicate target.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best single representative for the cluster since it is the larger umbrella change and the shared-file overlap is better explained by dependency on the same distributed infrastructure than by duplicate scope.", + "best_pr_reason": "#46126 is the best representative PR in this cluster because it targets one concrete code-path change. #46269 is too broad and mixed-scope to serve as the canonical artifact.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: #46126 is a targeted EP + Trainer integration PR, while #46269 is a broad distributed branch base spanning FSDP, tensor parallel, integrations, and model changes. They overlap in infrastructure files but do not appear to be the same concrete change or a mergeable single PR." + "reason": "Shared distributed filenames are not enough here: #46126 implements EP/router handling and trainer integration, while #46269 is a large branch base covering many separate distributed features. They are not the same underlying fix and would not plausibly merge into one PR." } ] }, @@ -22221,124 +22198,124 @@ "pull_request:46502|pull_request:46504", "pull_request:46503|pull_request:46504" ], - "prepared_review_unit_hash": "4f2b0604cdb15736b4404874325136cce6a36f1ed6a29a12f33a1613f4f474a6", + "prepared_review_unit_hash": "f3ad59aaf6a2762871d381d98b44577028d93d1fa9a307d286a44b9de21f892e", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14226, - "estimated_input_tokens": 3557, - "estimated_eval_tokens": 7370 + "serialized_chars": 14234, + "estimated_input_tokens": 3559, + "estimated_eval_tokens": 7374 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14226, - "estimated_input_tokens": 3557, - "estimated_eval_tokens": 7370 + "serialized_chars": 14234, + "estimated_input_tokens": 3559, + "estimated_eval_tokens": 7374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are small, unrelated CI/workflow maintenance PRs. They share a superficial \u201cchore: update workflow\u201d pattern, but they do not fix the same concrete bug or change, so there is no duplicate cluster here.", - "confidence": 0.97, + "summary": "The cluster is a set of small, workflow-only maintenance PRs. They share superficial similarity in title and scope, but each touches a different GitHub Actions file and makes a different operational change, so none are true duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are independent workflow edits in different files, not one underlying bug or feature change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for deduplication; none of these PRs appears to be the same concrete change as another.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both harden shell input handling in workflows, but they affect different jobs/files and different failure modes; not the same underlying change." + "reason": "Different workflow files and different edits: stdin handling vs commit-message grep behavior, so not the same change." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "One updates stdin handling for a Python helper; the other changes SSH runner setup and token handling. Different code paths and unrelated fixes." + "reason": "One updates self-comment CI command piping; the other changes SSH runner download/security handling." }, { "left": "pull_request:46138", "right": "pull_request:46503", "accept": false, - "reason": "Benchmark trigger logic is unrelated to the self-comment CI message-passing change." + "reason": "One is a self-comment CI CLI invocation change; the other adds workflow_dispatch to benchmark_v2." }, { "left": "pull_request:46138", "right": "pull_request:46501", "accept": false, - "reason": "Permissions restructuring for anti-slop has no overlap with PR comment piping." + "reason": "Different workflows and purposes: self-comment CI command input vs anti-slop permissions placement." }, { "left": "pull_request:46138", "right": "pull_request:46502", "accept": false, - "reason": "Reviewer checkout ref selection is a different workflow concern than handling PR comment input." + "reason": "Different workflows and behaviors: self-comment CI command input vs checkout base ref for assign-reviewers." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner security/setup changes and benchmark dispatch support are separate workflow changes." + "reason": "SSH runner hardening and env cleanup is unrelated to benchmark_v2 trigger changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated permission changes; not the same bug." + "reason": "SSH runner changes are unrelated to anti-slop workflow permission scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Checkout base ref behavior and SSH runner hardening are unrelated." + "reason": "SSH runner hardening is unrelated to reviewer assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46504", "accept": false, - "reason": "Both touch workflow scripts, but one is SSH runner security/setup and the other is commit-message parsing in a Docker-image workflow." + "reason": "Different workflow files and fixes: SSH runner security/download handling vs build-ci commit-message handling." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions and benchmark workflow dispatch are unrelated changes." + "reason": "Anti-slop permission scoping and benchmark trigger logic are different workflow concerns." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "They modify different workflow behaviors with no shared bug or code path." + "reason": "Anti-slop permission changes are unrelated to assign-reviewers base-branch checkout." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "No shared underlying issue; one is permissions scoping, the other is shell-safe commit message inspection." + "reason": "Different workflow files and different fixes: anti-slop permissions vs build-ci message parsing." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref and benchmark dispatch are unrelated workflow updates." + "reason": "Reviewer assignment checkout ref and benchmark dispatch trigger are unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different CI jobs and different behavioral fixes; not duplicates." + "reason": "Assign-reviewers checkout behavior is unrelated to build-ci commit-message parsing." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and commit-message parsing in build-image automation are separate changes." + "reason": "Benchmark_v2 trigger expansion and build-ci commit-message parsing address different code paths and workflows." } ] }, @@ -22368,7 +22345,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "7540af6984132a967ef84606ef296b44a8618f79389a899c45ae632e80a2c917", + "prepared_review_unit_hash": "0df863f43b7ae5d302936b6d0a4daab3122f14888142e9f3af188f578579c53f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22390,18 +22367,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated source-reading refactors in different code paths; they share the same general theme but not the same underlying bug/change.", - "confidence": 0.92, + "summary": "Both PRs are about avoiding direct file-open source inspection, but they fix different code paths: one in import_utils for resolving the package source, the other in modeling_utils for _can_set_attn_implementation. They are related in theme, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better canonical PR because it is more concrete and narrowly scoped: it updates the _can_set_attn_implementation source-detection path and includes a test change, making it easier to triage than the broader import-utils refactor.", + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because its title and diff clearly describe the source-reading change in a specific code path, while 46152 is a narrower implementation of a different source-location lookup.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest overall representative of the cluster because it has a clear, specific behavior change in one code path and a matching test update; PR 46152 is a separate implementation cleanup in another module.", + "best_pr_reason": "PR 46207 is the stronger standalone PR: it has a clear behavioral target, a focused diff, and tests, whereas 46152 is another unrelated source-access refactor in a different module.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid reading source via open(), but they change different modules and different logic paths. They are similar refactors, not the same concrete bug or mergeable change." + "reason": "Related only by the general idea of replacing file-open source inspection. They touch different modules/functions and would not plausibly merge into one PR for the same underlying bug." } ] }, @@ -22433,7 +22410,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "f21f88628ca440bf95d7ecd8614236e429fa557368f6b97d17d2b1104a059a70", + "prepared_review_unit_hash": "223dc9e3eda32364f220b7052cd9d0c45c4a717da32a4ca652d46a4f716308f2", "component_budget": { "node_count": 3, "item_count": 3, @@ -22455,30 +22432,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs (46173 and 46474) are effectively the same StaticLayer.get_seq_length typing fix, while 46436 is a separate behavioral change in static-cache setup. I treat 46173/46474 as duplicates and keep 46173 as the canonical representative; 46436 is the strongest standalone PR in the cluster.", - "confidence": 0.92, + "summary": "PRs 46173 and 46474 are near-identical duplicates fixing the same StaticLayer.get_seq_length type annotation in cache_utils.py. PR 46436 is unrelated: it changes static cache max-length handling in generation utilities, not the return type bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46173 is the earlier, slightly more active version of the identical StaticLayer.get_seq_length return-type fix, and it directly targets the linked issue #45987.", + "canonical_pr_reason": "Choose pull_request:46173 as canonical: it is the earlier, issue-linked version for #45987 and has the same exact cache_utils.py type-hint change as 46474.", "best_issue_reason": null, - "best_pr_reason": "PR 46436 is the only substantive behavior change in the cluster: it makes generation respect the configured static cache max length instead of only the computed maximum.", + "best_pr_reason": "pull_request:46173 is the best representative because it directly targets #45987 and cleanly captures the concrete StaticLayer.get_seq_length annotation fix; 46474 is a redundant duplicate and 46436 addresses a different code path.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different fixes and code paths: 46436 changes generation cache initialization to honor max_cache_len, while 46474 only relaxes a type hint in cache_utils. Same subsystem, but not the same underlying bug/change." + "reason": "Different fixes: 46436 adjusts static cache length selection in generation/utils.py, while 46474 only changes the StaticLayer.get_seq_length return annotation in cache_utils.py." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "These are the same concrete change: both update StaticLayer.get_seq_length's type annotation and implementation in cache_utils, with the same linked issue #45987." + "reason": "Same underlying change: both are the same cache_utils.py type-hint update for StaticLayer.get_seq_length and both reference issue #45987." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. 46173 and 46474 share the same file, issue target, and identical diff preview, so treating them as duplicates is conservative. 46436 is a separate change in generation cache handling, with different files and a different issue target, so keeping it separate is also well supported." + "feedback": "The analysis is grounded in the packet: 46173 and 46474 have the same cache_utils.py type-hint diff and the same issue target (#45987), so treating them as duplicates is conservative. 46436 is a different PR with a different file and issue target, so separating it is also supported." }, "evaluator_used": true, "retried": false, @@ -22568,7 +22545,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "9cf1417a8ad023e3fbc849f514b594650edca756cbdef0664d1f19d2beb4f090", + "prepared_review_unit_hash": "fa9eb324ed50e91299dd3a514bdd01720f0a92f6e81c4bca9bad8e8add816f0e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22590,18 +22567,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, while the other introduces the HunYuan VL model, docs, processors, and tests. They share only a broad ML/transformers context, not the same concrete change.", - "confidence": 0.97, + "summary": "The two pull requests are unrelated: one adds multimodal continuous batching support, while the other adds the HunYuan VL model with its docs/tests. They do not look like the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the stronger representative of the cluster because it is a complete, self-contained model addition with code, docs, and tests; PR 46376 is a draft infrastructure feature that is not comparable as a duplicate candidate.", + "canonical_pr_reason": "PR #46417 is the better canonical representative because it is a cohesive, self-contained model addition with docs, configs, code, and tests, whereas #46376 is a draft feature-expansion PR in a different subsystem.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the best standalone PR in this set: it has a clear deliverable, broader implementation coverage, and appears more complete than the draft multimodal batching PR.", + "best_pr_reason": "PR #46417 is the strongest standalone change in the cluster; it is complete and clearly scoped. PR #46376 is a draft and, despite being larger feature work, is not the best anchor for this unrelated pair.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changes and code paths: continuous batching multimodal support vs. adding the HunYuan VL model. They are not the same underlying bug or change, and would not plausibly be merged into one PR." + "reason": "Different codepaths and goals: continuous batching/mm support versus adding a new multimodal model package, docs, and tests. No sign they fix or implement the same underlying bug/change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index d0b4e763ab14bfb3d1871bf64a89f993e8b01877..c2506fe1f70415ce672bffb063f4b0135eb846d7 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260610t120053z", + "analysis_id": "hybrid-model-20260610t180024z", "archived_artifacts": { - "hybrid": "snapshots/20260610T120053Z/analysis-runs/hybrid-model-20260610t120053z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260610T120053Z/analysis-runs/hybrid-model-20260610t120053z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-10T12:12:03Z", + "published_at": "2026-06-10T18:06:07Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260610T120053Z", + "snapshot_id": "20260610T180024Z", "variant": "hybrid" } diff --git a/snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.json b/snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..9a2bd06823e362e96a0cf218831f6bc97796cf0c --- /dev/null +++ b/snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.json @@ -0,0 +1,2138 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260610T180024Z", + "generated_at": "2026-06-10T18:06:05Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.797, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.831, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 730, + 737 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 720, + 726 + ], + [ + 1331, + 1337 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45987-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45987.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45987, + "canonical_pr_number": 46173, + "issue_numbers": [ + 45987 + ], + "pr_numbers": [ + 46173, + 46474 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46173, + "right_pr_number": 46474, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ], + "right_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46291-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46291.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46291, + "canonical_pr_number": 46293, + "issue_numbers": [ + 46291 + ], + "pr_numbers": [ + 46293, + 46478 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46293, + "right_pr_number": 46478, + "code_similarity": 0.483, + "size_similarity": 0.325, + "file_overlap": 0.333, + "area_overlap": 0.862, + "patch_similarity": 0.111, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 89, + 180 + ], + [ + 233, + 247 + ] + ], + "right_ranges": [ + [ + 89, + 181 + ], + [ + 234, + 248 + ], + [ + 263, + 269 + ], + [ + 360, + 366 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.494, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.434, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3595, + 3602 + ], + [ + 3819, + 3853 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-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." + }, + { + "cluster_id": "cluster-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46291-3", + "canonical_pr_number": 46293, + "duplicate_pr_numbers": [ + 46478 + ], + "target_issue_number": 46291, + "reason": "PRs in cluster-46291-3 are treated as duplicates because they converge on issue #46291 with closing_reference evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..e10666304101556e201d8a537f6b2254ba3fffb9 --- /dev/null +++ b/snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22593 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260610T180024Z", + "generated_at": "2026-06-10T18:06:05Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "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:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:45237|issue:46015", + "issue:43866|issue:46402", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "a370e3b41d1e9d19bffbc775c368791147f3d06736cc5b802b108fbe72314601", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46528, + "estimated_input_tokens": 11632, + "estimated_eval_tokens": 23520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous. The packet supports two likely duplicate issue pairs: the ZeRO-3/BertModel index-out-of-bounds reports and the torch 2.4.1 incompatibility reports. The docs pair is related but too broad to call a true duplicate from this packet alone.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest representative of the shared ZeRO-3/BertModel index-out-of-bounds failure; issue:43638 looks like the same underlying bug with a slightly different model/setup description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue canonical because it states the concrete failure mode most cleanly and matches the strongest duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: a missing config attribute vs a streaming chat/completions bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both are runtime/backend issues, but they involve different models and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "One is an image dtype mismatch; the other is an AMD GPU support problem for GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to the GPT-OSS AMD runtime issue." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different breakage: AMD GPU support vs a broken official Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "These describe different model/runtime problems and do not point to the same code path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ONNX export errors." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different export/runtime failures; not the same bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are different issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale v5 docs issues, but they reference different removed artifacts and are too broad to treat as the same duplicate." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training/trust-remote-code behavior are different problems." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and subsystems: a mask-shape IndexError vs device-map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention indexing errors, but the reported failures and triggers are different enough to keep separate." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert indexing error is unrelated to model resume with trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad area, but not the same concrete bug: BertModel ZeRO-3 init error vs a mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal/input-shape issues with no shared failure path." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape IndexError is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in chat templating is unrelated to resume-training behavior." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Same ZeRO-3 theme does not make these the same bug; the underlying failures differ." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are different model-specific issues." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both use DeepSpeed, but the collective mismatch and Bert zero-sized index error are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3/BertModel index-out-of-bounds failure during model init/load." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save mismatch are different model behaviors." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA save/reload inconsistency are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpointing mismatch and mask/index errors are not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training with 2-D weight error and collective mismatch are distinct failure modes." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module, but CPU offload incompatibility and uninitialized-memory-after-to_empty are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 indexing error is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to the CustomTrainer compute_loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading error and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific issues with no shared bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup cost and video token mismatch are different multimodal issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config/vLLM attribute error is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility regression; the titles differ only in wording/detail." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and reverse embedding lookup slowdown are different Gemma4 problems." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are not the same issue." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram integer error are different backend-specific bugs." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding issue and MPS histogram failure do not share a code path." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy usage is unrelated to a Phi MoE autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss signature incompatibility are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and an index/mask shape error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD runtime issue and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint and missing Sam3Model text encoder weights are different load-time problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1 compatibility and USE_DISTRIBUTED=0 support regression are different compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but not conservative enough overall. The ZeRO-3/BertModel pair (43596/43638) and torch 2.4.1 pair (45800/46515) look supportable from the titles alone, but the docs pair (44509/44512) is too broad to call a true duplicate from this packet: both are stale-v5 documentation issues, yet they reference different removed artifacts. The summary also overstates the result by saying there are 'true duplicate pairs' rather than 'likely related' pairs." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:43404|issue:43866", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "019191a6dede7d5eec4b1c15214c43516e47c0a245ca83adc75399689cf3eade", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39731, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. Only two soft edges look like true duplicates: the ZeRO-3 load-time IndexError pair (41762/43596) and the broad AutoTokenizer wrong-token-ID regression pair (45812/45920). The mask-shape IndexError pairs are rejected because the titles point to different failure shapes and code paths, not the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "45920 is the best canonical issue because it captures the broad multi-model AutoTokenizer v5 wrong-token-ID regression and subsumes the narrower Granite-specific report in 45812.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest overall representative issue: it is the broadest tokenizer regression report and matches the accepted duplicate pair against 45812.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different bug classes: vLLM model load/support failure vs a PyTorch distributed build/runtime compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both describe the same ZeRO-3 load-time IndexError on zero-sized tensors; only the model/context differs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both are model-loading failures, but the titles indicate different underlying bugs and error paths." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed build/runtime incompatibility." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they describe different documentation regressions." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different symptoms: device mismatch vs video/chat-template feature mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different subsystems and error surfaces; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure and device-map mismatch are different code paths and different problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel cross-entropy behavior is unrelated to the video StopIteration error." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure and outdated documentation are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage is a different compatibility problem than the USE_DISTRIBUTED=0 issue." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 wrong-token-ID regression; 45920 is the broader multi-model report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs implementation load failure are not the same underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model runtime failure and RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the PyTorch distributed build/runtime issue." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a different Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a zero-sized tensor access under ZeRO-3." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading failures with different causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic field regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading IndexError and torch/transformers version compatibility are different issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Different subsystems and different errors." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but they describe different failures and different interfaces." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime problem versus table QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming failure is unrelated to the MPS unsupported-op error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model/math-path error versus MPS unsupported-op error." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve MoE/precision/tracing themes, but the concrete failures and code paths differ." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and corrupted checkpoint are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Similar-looking IndexErrors, but the titles point to different operations and different failure points." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error is unrelated to the Gemma3 sliding_window_pattern failure." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 zero-sized tensor access." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version compatibility is unrelated to Gemma4 device placement." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and gpt-oss GGUF support are different model-support issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in a config and a pydantic-field regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different stack traces and different failing operations; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 OOM regression and tied-weights translation-model issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE-related failures with different symptoms and code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the pairwise calls are conservative and grounded in the titles, and the tokenizer anchor on 45920 looks reasonable. However, the summary overstates the evidence by saying there are genuine duplicate mask-shape IndexError pairs, even though the corresponding verdicts are both rejects. Please align the summary with the actual soft-edge outcomes and avoid calling those cases duplicates unless you can justify it from the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "80bed78dbc4b86e7f9d2a05dc6818c90ecf30c49e8f735370d050e6af059dc47", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of distinct Transformers issues that only share broad wording (v5 regressions, model-loading bugs, tokenizer bugs, etc.). I found one clear duplicate family around non-persistent buffer corruption and one likely duplicate around input validation error messaging; the rest are too different to merge.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the clearest representative of the strongest duplicate family here: it states the non-persistent-buffer corruption regression explicitly and matches the near-identical v5 reports in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best issue anchor because it names the root bug most precisely and is the most actionable summary of the duplicate buffer-corruption reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs: unexpected init argument handling vs pydantic field compatibility." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated symptoms and code paths: GGUF architecture support vs streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to pydantic config regression." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal issues: image preprocessor dtype mismatch vs video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers incompatibility are separate root causes." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure is not the same as missing Float8 storage type support." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but one is a v5.3 regression across models and the other is a specific chat-template mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are shape/index errors, but they involve different model setups and failure modes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Different SigLIP2 problems: embedding quality complaint vs incorrect pipeline/AutoModel output." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping bug and uninitialized rotary embedding memory are distinct issues." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 preprocessing dtype issue and Qwen3.5 SFT trainer embedding issue are different." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and GLM5 are unrelated model-specific reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression is not the same as flash-attn fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a local leaf-dir cache collision and the other is wrong module selection after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they are model-family-specific reports without clear evidence of the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3MoE FP8 failure is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to tied-weight issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and documentation wording are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH is not a tied-weight regression." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation code path: 46463 looks like a concrete T5-family instance of the broader input_ids/inputs_embeds XOR error-message bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and round-trip behaviors." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in docs is not the same as a removed command mention." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are different problems." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 runtime failure and GraniteMoEHybrid method selection are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical regression: v5 corrupts/fills non-persistent buffers with junk; these are the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc-example errors and text-embedding quality complaints are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression in Transformers v5, just described from different angles." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected trainer kwarg and DeepSpeed zero-3 index error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the non-persistent-buffer corruption family and the input-validation error-message family without overextending beyond the evidence. The accepted soft-edge pairings also look defensible as same-bug families, and the other rejections are suitably cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "e5cdb599d7e2ea15e317bb8ff8309e35275c065f421906120607b3edb620de1c", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38002, + "estimated_input_tokens": 9501, + "estimated_eval_tokens": 19258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct bugs. One soft duplicate looks plausible in the non-persistent-buffer/materialization path: a broad `from_pretrained()` buffer corruption regression and a model-specific `inv_freq` uninitialized-memory failure. The strongest issue candidate overall is the broad tokenizer regression affecting multiple model families.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45920 is the best umbrella issue: it describes a current v5 tokenizer regression with wrong token IDs across multiple model families, which is broader and more representative than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the most actionable global representative because it names the shared failure mode, cites several affected models, and matches the recurring tokenizer-breakage theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve model/runtime failures, but the concrete bugs differ: one is an autocast dtype mismatch, the other is a flash-attention packed-sequence/position_ids crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage compatibility errors, but they point to different failure modes and different tensor/storage classes." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model wrong-ID bug while 46489 is a specific DeepSeek-Coder v1 issue tied to a particular PR gap." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "These look like the same underlying non-persistent-buffer/materialization regression: 43950 is the generic `from_pretrained()` buffer corruption report, and 45902 is a concrete Qwen3_5Moe manifestation reading uninitialized buffer memory after meta materialization." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "One reports a corrupted checkpoint, the other just noisy loading output; they do not describe the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and a general tokenization-version change are not the same failure mode." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too different to merge." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading problems for different models and code paths." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is a flash-attention memory access crash and the other is CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA and int4 quantization OOM are separate training-memory regressions." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_state rebuilding and non-persistent buffer materialization are unrelated code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is relative embedding quality and the other is an implementation discrepancy versus JAX; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad error message for Voxtral AutoTokenizer and glm-4v-9b loading failure are distinct issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise versus a specific model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error and early-stopping metric detection are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization and a flash-attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise on load versus a specific tokenizer load failure for a different model." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "These are both training/memory-related but cover different regressions and model families." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields in `AutoConfig` with `trust_remote_code=True` is not the same as a broad remote-code compatibility regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash and FineGrainedFP8Config failure are separate model-initialization bugs." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram integer support and Gemma4 device placement mismatch are different backend issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading and GLM5 are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a model class and bitsandbytes storage incompatibility are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failure modes during loading." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage and Gemma4 device mismatch are separate regressions." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration logic for tokenizer mappings is not the same as a remote-code loading regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Dtype mismatch in autocast and device mismatch in Gemma4 are different runtime errors." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA/qwen3_moe hf4.x vs hf5.x compatibility and a warning about `tie_word_embeddings` are not the same issue." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is `convert_ids_to_tokens` and the other is `convert_tokens_to_ids`; different code paths." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenizer breakage, but 45488 is a LlamaTokenizer pre-tokenizer override bug while 46489 is a DeepSeek-Coder v1 regression tied to a specific fix gap." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote-code breakage and Kimi-K2.5 tokenizer codec handling are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The chosen umbrella issue (45920) is well supported by its title as a broad v5 tokenizer regression affecting multiple model families, and the single accepted soft pair (43950/45902) is plausibly the same non-persistent-buffer/materialization path. The rejected pairs are also framed cautiously without overstating equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43742", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45399", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46515" + ], + "soft_pairs": [ + "issue:43742|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:43596|issue:46515", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43366|issue:44589" + ], + "prepared_review_unit_hash": "f9a54e435c702397705f9c31d69855ff3b4cf86b6a3ad617d2f7f7a0b1e4dbc4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with two clear duplicate subpairs: docs references to removed v5 pipeline tasks, and the `_is_hf_initialized` constructor regression. The rest look like related-at-a-distance model-loading or training failures, but not the same underlying bug.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43872 is the strongest concrete bug report here: it captures the `_is_hf_initialized` loading regression clearly, and 44291 is essentially a narrower reproducer of the same constructor failure.", + "canonical_pr_reason": null, + "best_issue_reason": "43872 is the cleanest representative issue in the set: specific failure, clear symptom, and the best duplicate anchor among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different problems: tokenizer/key loading failure vs flash-attn fallback gating; same broad loading area but not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: v5 docs still mention removed pipeline tasks / pipeline() references." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different code paths: tied lm_head weight bug vs silent corruption of non-persistent buffers during from_pretrained()." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` constructor/loading regression, just with different reproductions and wording." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both mention loading failures, but one is a Qwen3-MoE + FP8 config issue and the other is a constructor kwarg regression; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Related audio area, but a general model run failure is not the same as a specific fbank extraction issue." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different training behaviors: LoRA gradient checkpointing ineffectiveness vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected trainer kwarg vs tensor-mask shape mismatch; unrelated failures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed issues: weight conversion/loading vs gradient averaging under GAS." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model load failures on different models; too generic to be the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but the affected model paths and symptoms differ enough that they do not clearly collapse to one bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: unit-test load issue for GLM-4.7-Flash vs NemotronH checkpoint load failure." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: RLHF gradient explosion from position_ids/SDPA behavior vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are generic mask/tensor index errors, but there is no evidence they share the same root cause or code path." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Different regressions in the video stack: one is a broad v5 input regression across multiple models, the other is a StopIteration in Qwen3-VL embedding video handling." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "One is a bad error message for Voxtral tokenizer loading; the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-load related, but NemotronH checkpoint loading and Sam3 text-encoder weights not loading are distinct failures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed training RuntimeError vs image processor void segmentation-map handling." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: ZeRO-3/Bert index error vs torch version incompatibility." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttention invalid group type and NemotronH checkpoint loading are different model/runtime issues." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF support request vs autocast dtype mismatch; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position handling in Qwen models, but the symptoms and failure points differ and do not look like the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained Bert ZeRO-3 index error is unrelated to the torch 2.4.1 incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs PLE device mismatch; different forward-path defects." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage vs Whisper empty transcription after align_special_tokens; not the same underlying issue." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different video/model issues: dtype mismatch in image preprocessing vs StopIteration in Qwen3-VL video embedding." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Silent buffer corruption during from_pretrained() is unrelated to OCR long-input index errors." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support request and Float8 storage lookup failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded and conservative. The two accepted soft pairs are well-supported by the packet: 43827/44509 is the same v5 docs regression, and 43872/44291 is the same `_is_hf_initialized` loading/construction bug. The other rejections stay appropriately cautious and do not overclaim duplication from broad thematic similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:44683|issue:46515", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:46459|issue:46512", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "616cbca3151856ec32c02a2c9fc6a12e4acb39b7f577c08ccb04e6b394fdc1e4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37648, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster with a few tight duplicate pairs. The strongest matches are the custom-model init reports (43645/43646), the non-persistent-buffer regression (43644/44534), the SigLIP2 bad-output reports (38175/43994), and the stricter-config-loading failures (44877/45030).", + "confidence": 0.83, + "canonical_issue_reason": "issue:43646 is the best canonical issue because it is the broadest, clearest statement of the custom-model initialization regression, and it cleanly subsumes the narrower Jupyter-specific report in 43645.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best issue anchor for this cluster because it captures a concrete, general bug rather than a niche manifestation, while still representing one of the few clearly duplicate threads present.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: compiled flex_attention on torch 2.9 vs a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "A missing import for a specific class and a meta-device loading regression are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and different failure modes; too little evidence of one underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 loading and generic device='meta' loading breakage are not the same issue." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression; 43645 is the Jupyter-specific manifestation of 43646." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention packed-sequence crash are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3.5 video StopIteration and TRL embedding unpacking are different symptoms and likely different code paths." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3D parallel execution failure is unrelated to GGUF gpt-oss architecture support." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families with different described failures." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch and a torch 2.4.1 incompatibility are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 loading are different problems." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping edge case and Gemma4 PLE device mismatch are not the same underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms: Qwen3 video StopIteration versus a tensor/mask shape mismatch index error." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 bad-output regression; both describe near-zero/nonsensical predictions for the same model family." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "HF v5 initialization flag breakage and Kosmos2.5 long-OCR indexing are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both report loading failures caused by stricter config validation in v5." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed zero3 indexing failure and tokenizer-mapping logic are different initialization bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 empty-tensor indexing and add-new-model-like tokenizer mapping are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping edge case does not match the separate shape-mismatch indexing error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized-model offload loading and Strix Halo mmap OOM are different load-path problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 area, but docs-example errors and bad model outputs are not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer junk regression in Transformers v5." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-mapping CUDA assert and FineGrainedFP8Config failure do not share the same underlying cause." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Closely related dtype-handling themes, but one is about ignored load dtype and the other about stale config.dtype after from_config." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 loading and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but the repo-specific evidence is too thin to treat them as one bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA training compatibility and Gemma4 embedding-resize behavior are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are different models and failure modes." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading and save_pretrained key serialization are different directions of failure." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method calls and the Nemotron example breakage are not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load regressions, but they target different repos and lack evidence of a shared root cause." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "These are related v5 regressions, but non-persistent buffer corruption and notebook custom-model init breakage are not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 docs-example problems and wrong model outputs are related at a high level, but not the same defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the high-level summary overstates the evidence by calling the Qwen3.5 packed-sequence pair a true duplicate, but that pair was explicitly rejected in the soft verdicts. The rest is mostly conservative, and the 43645/43646 custom-model init linkage is grounded, but the summary is not fully supported by the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43856|issue:43873", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:42491|issue:43931", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "8f552334bfc14c7c490ab16da6d3760170a74f26ed847634510591eb2f039ca6", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37366, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs across model loading, quantization/offloading, tokenizer regressions, checkpointing, and model-specific architecture issues. I found no strong duplicate chain; all soft edges are too weak to merge strictly.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the cluster does not form a single duplicate family; the titles span many unrelated subsystems and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best representative issue for deduplication; none of the issues is a convincing target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory use and the other is quantized offloading behavior; different bugs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD arguments being ignored are unrelated code paths." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are load failures, but for different models and different failure modes." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization-related memory pressure, but the reported problems and contexts differ materially." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GLM-4.7-Flash loading failures." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA model compatibility on hf5.x is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model support and sinq save/load corruption are separate issues." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different underlying mechanisms." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "A LoRA compatibility regression and a Qwen3-VL shape-mismatch load error are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashing and Gemma4Processor missing _tokenizer are unrelated model/serving bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings issues, but they affect different model families and different embedding components." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Extra_state save/load handling and init_empty_weights _is_hf_initialized are distinct model-loading internals." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both concern flash attention, but one is a Qwen3.5 position_ids crash and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they occur in different model classes and likely different code paths." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading regressions are unrelated failures." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA asserts and AudioFlamingo3 track leakage are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch and inability to load a different model are not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation errors and GLM5 model support are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to apex RMSNorm memory leak behavior." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/memory, but one is offloading behavior and the other is reserved-memory/OOM growth." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import-path regression for GenerationMixin and Whisper return_language pipeline behavior are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states and Qwen multimodal config unwrapping are separate model-architecture problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError and Qwen3_5MoE CPU offload incompatibility are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes are different: int4 reserved-memory growth vs mmap behavior on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-load regressions, but with different formats, models, and failure modes." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are separate problems." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other is disallowed in eval mode." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma-4 FSDP2 attention state bug are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Closely related surface area, but Gemma4 versus t5gemma suggests separate resize paths rather than one concrete duplicate bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint-loading failures and a broken official example are not clearly the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "An MPS histogram op issue and a Nemotron example failure are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:42796|issue:46326", + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:44589|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43994|issue:44079" + ], + "prepared_review_unit_hash": "0898fc6b154ced86ec1140da651ea4f714278b23d9a715725ebc01ab2b5ce87b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36519, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue threads that only share broad Transformers subsystems. I only see one strong duplicate-like pair: the `resize_token_embeddings` regression affecting output embeddings, with one issue phrased generally and the other as a T5Gemma-specific manifestation.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45292 is the broadest formulation of the `resize_token_embeddings` bug; 45335 looks like the same underlying propagation problem reported on a specific model path (`decoder.embed_tokens`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative because it describes the core failure mode in a general way and can subsume the model-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is about BPE marker handling and the other about `continue_final_message`; different code paths and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different models and failures: video input regression vs strict config loading for `granite_speech`." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different bug reports on different models: GLM-4.7-Flash unit-test loading vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated training-time problems: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaN explosion from position_ids/SDPA behavior." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is permissions propagation and the other is wrong module resolution after save; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different failures in different areas: flash-attention crash on `s_aux=None` vs Gemma-4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug; the second issue is a model-specific instance of the same failure to update output embeddings." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both mention custom models, but one is notebook initialization and the other is save/from_pretrained handling of `extra_state`." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different dtype/device issues on different models and code paths: autocast mismatch vs meta-device loading." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model/tokenizer loading complaints, but the reported failures and models are different." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regression in performance vs a round-trip spacing bug; different symptoms and likely different fixes." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs regression and slow `convert_tokens_to_ids` are separate tokenizer issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage-object lookup failure is unrelated to Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mismatch under `device_map='auto'` are distinct bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to general tokenization changes across versions." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 migration issues, but one is `base_model_prefix` loading and the other is notebook initialization of custom models." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 forward device mismatch are different concrete problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version compatibility and Mistral-3 image preprocessor/model dtype mismatch are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and compile failure for non-template nodes are different failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and a mask-shape IndexError are different failure modes." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` failing with `torch_compilable_check` is unrelated to Perceiver image classification failing at non-default resolution." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template-node compile failure are separate issues." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs mismatches, but they concern different pipeline APIs and different removed/deprecated behaviors." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 input-embedding unpacking in TRL SFT are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Isolated reproduction of another issue is not the same as the mistral_common `continue_final_message` tokenizer bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and tokenizer message-finalization behavior are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 wrong outputs via AutoModel/pipeline and `ModelOutput` key assignment are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are generally conservative. The only accepted pair, `issue:45292` / `issue:45335`, is well-supported by the titles as the same `resize_token_embeddings` propagation problem affecting output embeddings / `decoder.embed_tokens`. I don\u2019t see any soft-edge verdict that overstates duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:43299|issue:43931", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:39404|issue:44671", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:44737|issue:45859", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:43582|issue:43632", + "issue:36032|issue:42915", + "issue:40990|issue:43421", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:40444|issue:46326" + ], + "prepared_review_unit_hash": "0d9bb9f820131d2b6c733a503af612a85eb33142b2c6ed6b2402708a80af24af", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37029, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of unrelated closed issues; the soft links are mostly superficial topical overlaps (tokenizers, loading, Qwen, Whisper, v5 regressions) rather than the same bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated subsystems and failure modes, and none of the soft pairs look like true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global best issue for dedup triage here; the cluster is too heterogeneous to anchor on one representative bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a T5Tokenizer method-name conflict and the other is gguf_file / AutoTokenizer-from-pretrained handling." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model families and different failures: FineGrainedFP8Config loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and EMBEDDIA tokenizer loading are unrelated bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error and compiled flex_attention on torch>=2.9 are separate code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state save/load handling is distinct from AutoModelForCausalLM.from_config failing to unwrap text_config." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but the causes differ: EMBEDDIA tokenizer load failure vs Mistral regex patch hitting a backend_tokenizer attribute error." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and disabling mmap on Strix Halo to avoid OOM are not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state support and Qwen video-input regression are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json, the other is a DeepSeek-Coder v1 tokenization regression attributed to a prior fix gap." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline behavior and CamemBERT masked-LM predictions do not share the same underlying change." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral regex patching fail in different places and for different reasons." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-like registration in TOKENIZER_MAPPING_NAMES and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they affect different models and mechanisms: cjvt/sleng-bert vs physical-intelligence/fast." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and Whisper return_language pipeline failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffers being filled with junk are separate v5 regressions." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU device placement and Qwen3_5Moe CPU offload incompatibility are different model-specific device bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIPTextModel structure inconsistency and Sam3 text encoder weights not loading are distinct load-path problems." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch and a template compilation error are unrelated failures." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are not the same issue." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and TokenizersBackend not updating its post-processor are separate bugs." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code AutoConfig missing fields and PagedAttentionCache linear_attention crashes are different subsystems." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model loads fail for different reasons; there is no shared underlying defect." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable multi-image finetuning failures are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in a torch extra and an unknown tensorflow_text backend mapping error are distinct packaging/backend issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 paged-attention linear_attention crash are different model/path problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode ignoring skip_special_tokens and empty-transcription failure after align_special_tokens are related only by model family, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk filling and custom model initialization breakage are separate v5 issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable training and mistral_common continue_final_message behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:42915|issue:44291", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "49b91f710add350202ffaf5279d57c2a47e5dde37732246d1963a97765dbdcb9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38040, + "estimated_input_tokens": 9510, + "estimated_eval_tokens": 19276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous with one clear duplicate pair around Qwen3.5 save_pretrained serialization; the other soft matches are mostly loose topical similarity, not the same bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the best canonical issue because it states the broader Qwen3.5 save_pretrained regression, while issue:45357 is a narrower follow-up about the same incorrect checkpoint serialization path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest global anchor in this set: it is the most general and representative report for the only true duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but one is a LasrFeatureExtractor center-arg regression and the other is a different fbank helper issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different failure modes." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method-name conflict is unrelated to custom model initialization breaking in notebooks." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF file handling problems are involved in both, but the concrete failures and models differ." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different code paths: device_map/offload dequantized model loading versus GGUF loading under v5." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: template compilation error versus GraniteMoE hybrid invalid method call." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures in v5, but they are distinct model/tokenizer regressions." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is not the same as the Qwen2.5-VL rope-index scaling regression." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache seq_length type mismatch are separate cache/generation bugs." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask behavior are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Local PEFT checkpoint loading and mistral_common continue_final_message are unrelated tokenizer/model-loading paths." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to non-persistent buffers being serialized with junk." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "General custom model initialization breakage does not match the buffer serialization bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is about model tying and the other about save_pretrained serialization behavior." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise when loading a transformer is not the same as the Mistral regex crash." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading problems with different root causes." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to the non-template-node compile error." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical SigLIP outputs and OmDet-Turbo processor input-size mismatch are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding issues are unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and num_input_tokens_seen updating are unrelated Trainer issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault when loading Llava Next and video ValueError in Qwen3OmniMoe are different model-specific failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync overhead is a performance issue; StaticCache.get_seq_length is a contract/type bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is not the same as the Mistral tokenizer regex crash." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to the OmDet-Turbo processor size regression." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 model loading and init_empty_weights argument handling are separate issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction and compiled flex_attention on torch>=2.9 are different subsystems and bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to the MobileLLM loading key error." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and a model-loading regression are not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower symptom about incorrect visual encoder keys." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and convert_tokens_to_ids slowdown are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 loading failure and missing Float8 storage lookup are not the same code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen video/rope regressions, but they describe different concrete failures and should not be merged as one bug." + }, + { + "left": "issue:44534", + "right": "issue:45081", + "accept": false, + "reason": "Non-persistent buffer junk and Mistral regex crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft pair is well supported by the Qwen3.5 `save_pretrained` titles, and the remaining soft matches are appropriately rejected as broader topical similarity rather than the same bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:43381|issue:45923", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:43421|issue:44568", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43531|issue:44291", + "issue:43818|issue:45357", + "issue:44829|issue:45479", + "issue:43377|issue:45491", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "f2094fe4cf51ec3ea651727d46e47a2394b83f99d052f602047b0640c07364e8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37145, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers/model-loading/tokenizer issues. There is a loose theme around v5 regressions and multimodal/model-loading bugs, but none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43611 is the broadest, most representative loading-regression report in the set: it targets a core Transformers v5 model-loading path and is thematically closest to several other failures here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue anchor because it is general, user-facing, and central to the cluster's repeated v5 loading regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different models and different failure modes; same broad area only." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is an HF init flag regression, the other is an AppleSilicon mmap/OOM workaround." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-related, but the bugs are unrelated training/loading failures." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as noisy loading output." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different loading internals and are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL issues: one is dataset/multi-image finetuning, the other is rope-index scaling." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer bugs, but different models and different round-trip behavior." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to a Float8 storage lookup error." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as a specific tokenizer load failure." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are VL training-related, but they are different underlying failures." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting different code paths." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and batch_decode special-token handling are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 attention state are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected init argument on load is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and a specific add_special_tokens regression are different bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are load failures, but different models and different root causes." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload failure and MoE training memory inefficiency are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging, but one is missing backend inclusion and the other is an undefined backend error." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error message and AppleSilicon warmup TypeError are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model loading bugs with different affected components." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but not the same concrete tokenizer bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue and init_empty_weights argument error are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are vision-language model issues, but they touch different loading/save paths and different root causes." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training pathologies: flash-attention-3 degeneracy vs single-label zero-loss behavior." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but the models and failure mechanisms differ." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping CUDA assert and Mistral regex patch 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": 1, + "component_count": 20, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:42796|issue:45381", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:42796|issue:46209", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:44186|issue:44265", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:46305|issue:46315" + ], + "prepared_review_unit_hash": "3ca0f4e2861c7c5455f72ef1c394bc2549fb6361d568067035843c359e4fb2de", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37195, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated bug reports. A few issues are superficially close within the Transformers v5 loading regressions and Qwen2.5-VL position-id bugs, but none are close enough to treat as the same underlying fix target. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43611 is the broadest representative of the Transformers 5.0 loading-regression subgroup; several nearby reports mention model-loading breakage, but this one is the clearest umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it describes a central v5 model-loading failure rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk is a different bug from ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure is unrelated to video position-id regression." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about base_model_prefix and the other custom initialization; not the same code-path bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is not the same as ModelOutput key handling." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging is unrelated to PaddleOCR-VL model loading." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical output and Perceiver resolution failure are different model-specific bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure is not the same as meta-device loading breakage." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weights not being set is different from inconsistent serialization behavior." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen2.5-GGUF loading in v5." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to torch.export dtype mismatches." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch has no relation to Qwen2.5-VL rope indexing." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument mismatch and strict config loading are separate issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video-input regression and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading failure is unrelated to torch/transformers version compatibility." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading malfunction and tokenization slowdown are different subsystems and bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export on compilable checks." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different features and failures." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation inputs_embeds/past_key_values is unrelated to Qwen3 auto-device-map cuda asserts." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and sleng-bert loading failure are different model-specific issues." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes are unrelated to torch.export/torch_compilable_check." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failure are different problems." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying bug is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload device mismatch is not the same as DAC.from_latents / missing STE mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 PLE forward mismatch are different device issues." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window off-by-one is unrelated to convert_tokens_to_ids performance regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:43377|issue:44610", + "issue:42796|issue:44977", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:42617|issue:42915", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:41720|issue:44977", + "issue:26413|issue:28530", + "issue:43881|issue:44991", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:40990|issue:45701", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357" + ], + "prepared_review_unit_hash": "0115a2b4f30680f330e1e4ec56267e40bb24cbd2c0759dcf40cecc5fe013e4b6", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36499, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is loosely centered on Transformers v5-era regressions (tokenization, loading, offloading, trainer behavior), but the soft links are mostly subsystem-level similarity rather than true duplicates. I would not merge any of the listed pairs as the same underlying bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45920 is the broadest and most representative tokenizer-regression report in the set; it spans multiple model families and matches the cluster's strongest recurring theme. However, the cluster overall is still quite heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single representative issue because it is multi-model, v5-specific, and broad enough to anchor the tokenizer-regression subset better than the narrower tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: batched-vs-single encoder output mismatch vs processor/model resolution mismatch." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen/Tokenizer-adjacent only at a very broad level; one is a tokenizer BPE-marker issue, the other is flash-attention generation failure." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across several models." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: tied lm_head weights vs bfloat16 dtype mismatch in different model wrappers." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different concerns: MoE weight conversion/loading vs a missing gradient-checkpointing support flag." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but the concrete failure modes and code paths differ too much to treat as duplicates." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and symptoms: missing padding-mask support vs non-default-resolution image classification failure." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next is not the same as quantized-model save/load corruption." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly and gradient-checkpointing ineffectiveness are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight serialization is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Config missing pad_token_idx is different from failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer initialization are separate regressions." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different loading failures on different models; no shared concrete bug path." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel execution failure is not the same as Qwen3MoE FP8 loading failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization-related, but one is lm_head tying/serialization and the other is visual-encoder key saving in a specific multimodal model." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label reduction bug is unrelated to missing all_tied_weights_keys on a model class." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen, but one is device-mapping assert and the other is flash-attention generation behavior." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint-resume sample iterator failure is not the same as early-stopping metric resolution." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure and tokenizer loading failure affect different code paths and likely different root causes." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both involve memory, but one is int4 quantization reservation/OOM and the other is an apex RMSNorm leak." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss keyword argument is unrelated to the 3d_parallel runtime failure." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A model-specific perplexity regression is not the same as a general tokenization-change report." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature breakage is unrelated to Qwen3MoE FP8 loading." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading are separate problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "A dummy Conv2d in the pixel decoder is not the same issue as missing text-encoder weight loading." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Offloading/quantization behavior and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to accelerate weight-unpacking failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype propagation and resume_from_checkpoint max_steps calculation are unrelated bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 are not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:44008|issue:45823", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:44186|issue:44361", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:44387|issue:45701" + ], + "prepared_review_unit_hash": "a548408dcafc7e21bc57994bee5c776716d3ba3b711b05eb3a4ae098cdb5822d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36676, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs share only loose topical similarity (tokenizers, model loading, offloading, multimodal inference, configs) but do not look like the same underlying bug or change. I would not merge any soft pairs; the best triage anchor is the broad offloading/quantization issue.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest and most central umbrella in the cluster, covering the recurring offloading/quantization/device-map failures better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Among the issues here, 43873 is the most reusable representative for duplicate triage because it is broad, active, and closest to the repeated loading/offload failure pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma models, but one is a Gemma3n forward variable-collision bug and the other is a Gemma4 device-mapping mismatch; different code paths and failures." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and a 3d_parallel.py execution failure are unrelated problems." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash with a string `.to()` error is not the same as Gemma4Processor missing `_tokenizer`." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding, while OmDet-Turbo has an image-size mismatch; different processors and root causes." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Perceiver interpolation failure are unrelated model/processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Bark-small CPU offload device mismatch are different concrete issues." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version-related tokenizer behavior, but one is a regression in processor/tokenizer access and the other is a broad tokenization-change report; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure is distinct from dequantized-model loading with gpu+cpu offload." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and permission propagation in save_pretrained are unrelated filesystem behaviors." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and a 3d_parallel.py runtime issue are not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are device/distributed-related, but one is a Qwen3 auto-device-map CUDA assert and the other is GPT-OSS MoE TP behavior; different failures." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset are different model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "A Qwen3MoE FP8 config issue and a kernels import/version requirement problem are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but the affected tokenizers, triggers, and failure modes differ." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer `compute_loss` signature change is unrelated to Qwen3 device-mapping CUDA assertions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only load error affect different modalities and paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload behavior are different config regressions." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer `add_special_tokens` attribute conflict are different tokenizer bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset handling are not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bounding-box odd behavior are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba SDPA/compile failure and BigBirdTokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but one is a CPU-offload device mismatch and the other is packed-weight unpacking during accelerate loading; not the same concrete fix." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading problems and a T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM in Transformers 5.x and tokenization changes across versions are different regression classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:45406|issue:45464", + "issue:45357|issue:46402", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44514|issue:44545", + "issue:45588|issue:45759", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:43381|issue:43844", + "issue:43746|issue:46050", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:43421|issue:43653", + "issue:45704|issue:45859" + ], + "prepared_review_unit_hash": "9a8ae283047095734ed7efc91bd37660a089df23fca4ea3f29312de5cd8f2528", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidates are mostly unrelated issue reports. The only clear duplicate pair is the two Qwen2_5_VLProcessor batched padding=False crash reports; everything else appears to be different bugs or different code paths within the same subsystem.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue: it describes the exact Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, and it matches 44514 verbatim with slightly more reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue representative because it is the exact duplicate target for the only accepted soft pair and has the strongest engagement signal among the two identical reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different bugs: Qwen3 auto device-mapping CUDA assert vs GraniteSpeech local checkpoint/PEFT loading." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different model and failure mode: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading regressions, but they target different models and different missing-weight paths." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to outdated pipeline-task documentation." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different config bugs: sliding_window handling in Qwen3-MoE vs text_config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated: CPU offload device mismatch vs tokenizer mask-token special registration." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different code paths: local-path trailing-slash import warning vs video token counting using undefined names." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 auto device mapping on A800." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counters not updating is a different issue from progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they involve different models and likely different tokenizer/model compatibility problems." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding_window handling vs Float8 storage lookup error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: multimodal config unwrapping vs rotary embedding CPU-offload compatibility." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch sequence-classification config, but one is num_labels propagation and the other is a degenerate-loss bug for num_labels=1." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and symptoms: Perceiver positional interpolation vs bf16 dtype mismatches." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash_attention sink handling vs Qwen composite config loading." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor argument conflict is unrelated to ScandiBERT loading failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder key saving." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Docs-example errors for SigLIP2 are unrelated to OmDet-Turbo's processor/model image-size mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer issues: SFT embedding unpacking vs evaluate() failing after train()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token/post-processor updates are unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to gradient blow-up under ZeRO-3." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: PEFT local checkpoint loading vs quantized save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL bugs: weight_only load error vs wrong video vision_position_ids." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both concern offline mode, but one is cache loading generally and the other is an unconditional model_info call in a specific regex patch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak and missing gradient-checkpointing support are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor refresh and BigBirdTokenizer mask-token registration are different tokenizer bugs." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different issues: T5 apex RMSNorm leak vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft pair is the clear duplicate between issue:44514 and issue:44545, and choosing issue:44545 as canonical/best is supported by the identical title plus slightly higher reference activity. The other pairwise rejections are phrased cautiously enough from the packet metadata alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:46032|issue:46463", + "issue:45663|issue:45923", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43540|issue:46294", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:30064|issue:36331" + ], + "prepared_review_unit_hash": "419301f45f1954ac0c6e3d8befcb27aaab487f9de2bc271d04b0753cd8c3af0d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37522, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: tokenizer/loading regressions, multimodal processor bugs, model-specific inference issues, and unrelated trainer/config problems. No soft pair looks like a true duplicate or mergeable change, so I would not collapse any of them.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44843 is the closest cluster anchor because it\u2019s a framework-level tokenizer-loading regression with broad impact; the rest split into separate model- or subsystem-specific bugs, so there is no true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the most reusable representative for this mixed set, but only as a loose anchor for the tokenizer/loading subtheme rather than a real duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window handling vs Jupyter/custom-model initialization regression." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto-device-map CUDA assert vs T5 RMSNorm memory leak." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths and symptoms: Mamba2 cache correctness vs T5 decoder-input validation error text." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-related, but one is post-processor update behavior and the other is a LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific regressions: SigLIP2 inference nonsense vs CamemBERT MLM predictions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint/PEFT loading failure is not the same as an offloading-with-quantization issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A docs/example mismatch and quantization failure is distinct from the runtime offloading bug in 43873." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same helper area, but different root causes: backend_tokenizer AttributeError vs codec/ warning regression in Kimi tokenizer." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel zero3 init IndexError is unrelated to fbank feature extraction." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repo-file revision forwarding in CI are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processing for void segmentation maps has nothing to do with GenerationMixin import failures." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video, but one is a Qwen3OmniMoe processing ValueError and the other is a Qwen3.5 chat-template token/feature mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent reconstruction are different model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet accelerate loading are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "A torchaudio feature-extraction issue is not the same as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression in custom models is different from Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions is not the same bug as RTDetrV2 producing different outputs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor argument collision is unrelated to sleng-bert loading failure." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "These are separate bugs in different models and execution paths: SDPA compile vs DAC latent conversion." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input failure in Qwen3OmniMoe is unrelated to Gemma 3n's audio_mel_mask variable collision." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 is unrelated to Perceiver image-classification resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC latent mismatch do not share the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault and MPS histogram_mps type support are different failures." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation XOR error messaging and single-label-classification zero loss are different problems." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is remote-code field loss and the other is strict config blocking granite_speech load." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are different model-architecture bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same tokenizer patch area, but offline model_info calls and backend_tokenizer AttributeError are distinct regressions." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss kwargs are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44821|issue:45084", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:39692|issue:45834", + "issue:43582|issue:46512", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:28218|issue:29159" + ], + "prepared_review_unit_hash": "22ad27aaed99290bec0c6b3db069f15066558280973e2d6e3225c3ee334c86c5", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35644, + "estimated_input_tokens": 8911, + "estimated_eval_tokens": 18078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer, vision, audio, cache, dtype, and trainer issues mixed together. I do not see a true duplicate set, though 44561 and 45020 are the closest thematically around remote_code regressions.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the only near-related theme (remote_code breakages in recent transformers versions), so it is the best single representative even though the cluster is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the widest scope and most general framing among the items here; it can absorb narrower remote_code breakage reports better than the more specific 44561. The rest of the cluster is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Both mention model loading/runtime failures, but one is a Qwen device-map CUDA assert and the other is a tokenizer load failure for a specific RoBERTa model; different bugs and code paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different modalities and failures: Mistral-3 image preprocessor dtype mismatch vs Gemma3n variable-name collision causing an AttributeError." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "One is a metrics/gathering bug dropping tuple labels; the other is a Mamba2 cache correctness bug for seq_len > 1. Not the same underlying issue." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template-node compilation TypeError are unrelated failures." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained corrupting non-persistent buffers is a model-loading regression; StaticCache.get_seq_length returning a tensor is a cache API contract bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 behavioral regressions, but they affect different models and different inference paths; not one shared bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "A documentation example error for SigLIP2 is unrelated to a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config dtype after from_config are different dtype-related problems with different code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation after align_special_tokens is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to AutoTokenizer failing to load a FastSpeech2Conformer tokenizer." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is not the same as FSDP CPU RAM efficient loading being broken." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both concern tokenizer/processor behavior, but one is about post-processor updates after special token changes and the other is Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs in Qwen-family models, but they describe different model variants and different failure mechanisms." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation failure are distinct issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "A Qwen video-input regression is unrelated to a Kosmos2.5 OCR index error." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks do not describe the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError in tensor indexing is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording and SigLIP2 nonsensical outputs with AutoModel/pipeline are different issues." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and a T5 decoder-input validation error are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and a kernels dependency/version import failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "These are the closest pair thematically, but 45020 is a broad umbrella report while 44561 is a specific root-cause report; the shared theme is not enough to confirm one concrete duplicate bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "A cache length API return-type bug is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer extra-space-after-added-token and slow-vs-fast tokenizer inconsistency are related to tokenization behavior, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 18, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43906|issue:46209", + "issue:45003|issue:46285", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:45084|issue:45538", + "issue:44589|issue:45042", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912" + ], + "prepared_review_unit_hash": "cbb1a42efaaa0bdf8de71b73d9da3aee52abce27a9bdd8065bab636d8d9303cb", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35295, + "estimated_input_tokens": 8824, + "estimated_eval_tokens": 17904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of largely unrelated Transformers bugs; none of the soft pairs look like true duplicates. The closest umbrella issue is the broad remote_code/model-loading regression report, but it does not absorb the rest of the set.", + "confidence": 0.22, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set and the best anchor for related loading/regression triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most generally reusable triage target because it describes the widest failure class; the other issues are mostly narrow, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: processor image-size mismatch vs dtype mismatch in inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to the dtype mismatch report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype initialization and Apple Silicon allocator warmup are separate code paths." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT masked-LM regression; the other is a broad tokenization-change report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related theme, but one is an error-message bug and the other is docs referencing removed APIs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: weight-only loading vs rope-index scaling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but they hit different mechanisms and should not be merged." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral tokenizer regex crashing are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Allocator warmup TypeError is not the same as the CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different defects." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice preset and CustomTrainer loss signature are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output drift are distinct model issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve tokenizer/processor loading, but the crash causes and affected components differ." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "These are similar warning reports, but they describe different tied-weights problems on different Qwen variants." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error is too specific to be the same as the broad remote_code regression." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an ImportError during Gemma 4 loading and the other is a continue_final_message bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage import failure and PIL/torchvision dependency handling are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and an MPS attention correctness bug do not match." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper variables and removed auto-mapping config references are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve model/tokenizer loading, but the failing paths and root causes differ." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed zero3 index error and trainer.evaluate() after train are different trainer bugs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "SDPA torch.compile failure and MXFP4 quantization fallback are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 19, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43531", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:42175|issue:46291", + "issue:44387|issue:44617", + "issue:43650|issue:43906", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:43454|issue:43577", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:29159|issue:34567" + ], + "prepared_review_unit_hash": "bf1abea57acbdb3e9bec7d8945c75af7db029eddfe0617d0fd7443996552c481", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36532, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a loose embedding cluster of unrelated Transformers issues. The soft pairs mostly share only broad themes (tokenization, loading, multimodal/video, OOM, CPU offload) but not the same concrete bug or code path, so none should be merged as duplicates. No PRs are present in the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "If a single anchor is needed, issue 43257 is the best representative because it has the strongest discussion/reference activity and is a concrete, actionable model-loading regression. That said, the cluster itself is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43257 is the most suitable global issue anchor: it is concrete, well-discussed, and closer to the dominant loading/regression theme than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: local checkpoint/PEFT loading vs Whisper batch_decode token filtering." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both touch model import/init behavior, but one is a GenerationMixin import error and the other is a Jupyter custom-model initialization regression." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different concrete failures: Qwen3 MoE weight conversion under accelerate/deepspeed vs undefined variables in multimodal video token counting." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency/import problems: pip extras missing tensorflow backend vs pipelines import failing due to kernels package requirements." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the underlying code paths are different: int4 quantization memory growth vs Sam3Video runtime OOM." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No clear bug overlap; one is a placeholder/data issue, the other is an isolated reproduction of a separate issue." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model-specific bugs: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape mismatch." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different APIs and failures: GenerationMixin import resolution vs Trainer.compute_loss signature change." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different areas entirely: Qwen3-MoE sliding_window handling vs PIL image processor torchvision dependency regression." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-loading/generation issues, but they affect different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: documentation example errors for SigLIP2 vs MXFP4 quantization fallback on gpt-oss-20b." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache behavior, but one is lazy-init recompilation with chunked prefill while the other is max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both discuss bad exception handling, but they are different code paths and different failure surfaces." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "No overlap: trailing-slash local-path warning vs Qwen3 MoE loading under accelerate/deepspeed." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio processor issues: chat-template sample-rate default vs batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion failure is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields with trust_remote_code and the other is unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related area (video multimodal), but not the same bug: undefined video-token helper variables vs a broader video input regression across models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different video bugs: token counting internals vs batched video processor output shape." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern loading/memory, but one is FSDP CPU RAM-efficient loading breakage and the other is mmap-related OOM on Strix Halo." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen-family problems and different failure modes: MoE accelerate/deepspeed conversion vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model internals: AyaVision lm_head tying bug vs Blip2 dtype propagation issue." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting bug is unrelated to GPT-oss-20b perplexity regression." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths; not a mergeable duplicate." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures: Qwen3Moe FineGrainedFP8Config vs MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: init_empty_weights compatibility issue vs image-processor torchvision dependency regression." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43525|issue:46291", + "issue:42915|issue:44821", + "issue:44568|issue:45356", + "issue:43404|issue:45127", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:44849|issue:45701", + "issue:42915|issue:45538", + "issue:43425|issue:46291", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:41720|issue:43540", + "issue:44062|issue:44991", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43742|issue:44291", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:28282|issue:29127", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:42175|issue:44488" + ], + "prepared_review_unit_hash": "655cce5335cd01dae046c354f612cb14a0c3ef8f74a14f571c8361f69967e93d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans many unrelated bugs (tokenizers, model loading, dtype propagation, quantization, training, and video processing). The only clearly overlapping pair is the Qwen VL video-input regression reports.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44479 is the broadest and most representative bug report: it describes a shared video-input regression across multiple Qwen VL model variants, which matches the only likely duplicate in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best standalone issue because it is the most general and actionable description of the common underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated failures: Llama4 config attribute vs kernels version/revision requirement." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and symptoms: FP8 config load error vs image processor URL loading." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different mechanics." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is a Mistral3 model bug and the other is LoRA merge with extended vocabulary." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression vs CLIPTokenizer max_length bug; no shared underlying code path." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token IDs issue vs quantization fallback behavior." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained key names." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is not the same as a broad tokenization-version change report." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility issue vs kernels package version/revision requirement." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype theme, but one is Blip2 loading and the other is generic from_config config staleness." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading issue vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend inclusion bug vs missing class import error." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized device_map offload bug is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Mac bus error in model loading vs TrainerState counter not updating." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic missing-PyTorch import error vs a specific Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both mention Qwen and runtime failures, but one is auto device mapping CUDA assert and the other is video input processing." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision vs tokenizer loading for a specific model." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression in v5.3.0; 45381 is a specific symptom of the broader regression in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen model families and different failures; too broad to be the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Loading MobileLLM-125M key error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but the affected models and failure modes differ." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token bug vs LlamaTokenizer pre-tokenizer override regression." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different API regressions: model loading vs list_repo_files not forwarding revision." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape error vs tokenizer fast/slow inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are different model bugs." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue vs model loading failure for a specific checkpoint." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported overlap is issue:44479 with issue:45381, and the analyst correctly treats the rest as unrelated or only superficially similar. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:42796", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:27957|issue:28282", + "issue:44062|issue:45081", + "issue:44568|issue:46491", + "issue:44792|issue:44964", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:44737|issue:45588", + "issue:45042|issue:45081", + "issue:42796|issue:43906", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:44625|issue:44877", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "266d99a667e865cbda1096fcafd69142cacca2b37853d0ae8bcacf4997a925aa", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35635, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports; the only soft duplicate candidate I\u2019d accept is the SigLIP2 pair, where both issues point to the same model implementation producing wrong outputs. All other pairs look like different code paths, models, or failure modes.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43493 is the best canonical issue because it describes the underlying SigLIP2 implementation discrepancy against the original JAX model, while the paired report is a downstream symptom of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest representative of the cluster\u2019s only true duplicate thread: it is the most root-cause-focused and specific report for the SigLIP2 bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different bugs: XLNet CPU device placement in rotary encoding vs T5 decoder input validation error message." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing incorrect results; 43493 frames the HF-vs-JAX implementation mismatch, and 43994 is the user-facing symptom in AutoModel/pipeline." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized loading error vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and failures: Qwen3 MOE loading/conversion vs Smollm3 RoPE-layer handling." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both trainer-related, but distinct issues: TrainerState token counting vs custom compute_loss signature mismatch." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Separate dtype bugs in different model families; no shared concrete code path." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Different reports for different models/examples; too little evidence of the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta flash-attention issue is unrelated to AutoModel PyTorch import detection." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-related, but one is AddedToken construction and the other is Mistral regex patching; distinct root causes." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: special-token insertion vs CodeLlama encode/decode space preservation." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures; no indication they share the same code path." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to StaticCache sequence-length return type." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different classification/processor issues with different affected components and symptoms." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation is unrelated to flash_attention sink-less model handling." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model loading key error and Float8 storage lookup failure are different loading paths and different failures." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy and Qwen3.5 kernel registration crash are separate model-specific bugs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they affect different models and different logic (layer selection vs temporal position scaling)." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch is unrelated to T5 decoder input validation." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading regression and a specific model load failure are different issues without a clear shared root cause." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump and stale auto_mappings references are unrelated maintenance/CI problems." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key regression is unrelated to tokenizer producing wrong token IDs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload bug and rope-parameter JSON list handling are distinct config/validation issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation bug and strict granite_speech config loading are different configuration problems." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft edge, issue:43493 vs issue:43994, is reasonable from the titles alone because both concern SigLIP2 and the second appears to be a symptom/report of wrong outputs from the same model family. The other rejections are also cautious and consistent with the packet. One minor note: phrases like \"only true duplicate thread\" and \"same underlying bug\" are a bit stronger than the evidence strictly proves, but not enough to overturn the overall assessment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:28282|issue:32090", + "issue:42898|issue:46491", + "issue:43819|issue:44811", + "issue:43452|issue:44843", + "issue:44514|issue:45381", + "issue:28282|issue:33357", + "issue:44936|issue:45823", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:45372|issue:46170", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43452|issue:43577", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43531|issue:43742", + "issue:43646|issue:43749", + "issue:44843|issue:44991" + ], + "prepared_review_unit_hash": "5a4745431ab199b1c6b0901814381df2eeab557d9f60010565522aa28eae5822", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36729, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many separate v5 regressions, tokenizer/processor edge cases, and training/loading bugs. The only plausible duplicate-style pair is the tied-weights serialization reports; the rest look distinct.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest umbrella regression report in the set and the best single triage anchor, but it should not be treated as proof that the whole cluster is one duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general, high-signal issue here; it best represents the cluster\u2019s broad v5 regression theme without being overly specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different failure modes: output drift in RTDetrV2 vs checkpoint save corruption in Qwen3.5." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config/strict handling, but one is missing fields from trust_remote_code and the other drops a specific vision config field; not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token defaults and T5 decoder-input validation are unrelated code paths and symptoms." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training crash and a LayoutLMv3 error-message clarity issue are not the same underlying problem." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 load-time index error for Gemma3 is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq save/load corruption are different serialization/model-state bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights serialization regression in v5, with 44466 as a concrete device-dependent instance and 45005 as the broader report." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Importing AutoModel without PyTorch and a NoneType GPU broadcast error in Trainer are unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and CodeLlama leading-space round-trip loss are different tokenizer regressions." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch and Whisper batch_decode skipping special tokens are separate model-specific bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are tokenizer loading regressions, but one is gguf_file support and the other is an offline hub call in _patch_mistral_regex." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Processor batched-template crashing and video vision_position_ids being wrong are distinct Qwen2.5-VL issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import support and a MacOS bus error on CLIP are not the same failure." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 device-map mismatch are different execution paths and symptoms." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate tokenizer issues." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and a processor.tokenizer regression are different model/processor problems." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import breakage from mistral_common and Windows ROCm torch.distributed issues are unrelated dependency failures." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question and missing kwargs passthrough in AutoProcessor.from_pretrained are not duplicates." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task errors are different tokenizer bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend detection, but they target different missing backend cases and are not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 and Kimi-K2.5 codec/warning issues are distinct." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype remaining float32 are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "A dtype propagation bug in Blip2 and RTDetrV2 output drift are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token registration for BigBird and missing BOS/EOS insertion for mdeberta are separate tokenizer behaviors." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state reset are different generation/cache bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM-125M load-time KeyError are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different failures." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode model_info() call in tokenizer patching and est-roberta tokenizer loading regression are different root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as mostly heterogeneous and only accepts the tied-weights serialization pair, which is the one clearly plausible duplicate-style match from the titles. The rejections are cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:44514|issue:45290", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:44466|issue:46050", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:43720", + "issue:43577|issue:44554", + "issue:44977|issue:46209", + "issue:43504|issue:44610", + "issue:44554|issue:46365", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:33666|issue:36331", + "issue:43525|issue:43572", + "issue:44849|issue:46209" + ], + "prepared_review_unit_hash": "7aba7b1092b65d9cc20a92a2363bc35d4d1dad48c5c0bae8689a8b1d16512707", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36763, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct model-, tokenizer-, config-, or runtime-specific regressions that only share broad keywords like loading, generation, or chat templating. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the set spans many unrelated code paths (tokenizers, config loading, generation, vision/video processors, trainer/runtime errors). The apparent overlaps are only surface-level.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative anchor, issue:43643 is the most umbrella-like because it is a framework-level config/loading regression and closest to the recurring trust_remote_code/load-path theme, but it still is not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error on a CLIP model; different failure modes and code paths." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Both mention model math bugs, but one is auxiliary-loss normalization and the other is a T5 RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer truncation and Sam3 text-encoder weights not loading are unrelated model bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in MoE models is not the same as DeepSeekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration vs config losing custom token IDs after save/load are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the edge cases differ: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure for Bamba is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization-version changes are different subsystems and failure classes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Qwen3.5 video-input regression and num_labels propagation are separate model/config issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkout behavior." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError during tasks." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation bugs are different concrete code paths." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both affect trust_remote_code flows, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and compiled-forward chunked generation are unrelated runtime issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error while loading and AutoImageProcessor-from-URL failure are different loading paths." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and sinq quantized save/load breakage are distinct persistence bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading failure and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-time problems, but one is a legacy config field and the other is packed-weight unpacking for BitNet." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness bug are different model/runtime issues." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are not the same failure." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained loading via legacy field and OmDet-Turbo processor/model input-size mismatch are separate problems." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer being blocked by datasets are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sample-rate defaulting and processor.tokenizer/image-handling regression are different processor bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence do not share the same code path." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Bark CPU offload device mismatch and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and inability to load a specific pretrained model are different loading regressions." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 PLE device mismatch and sinq quantized save/load breakage are distinct issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are unrelated training bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in theme but model-specific and not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and FP8 inference failure on B200 are separate model/runtime regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:43994|issue:46192", + "issue:43720|issue:44361", + "issue:43278|issue:43688", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:28218|issue:33357", + "issue:44625|issue:45584", + "issue:44849|issue:45357", + "issue:39692|issue:43295", + "issue:44568|issue:46489", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:45200|issue:45229", + "issue:44589|issue:45520", + "issue:44464|issue:46424", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43927|issue:44361", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "6e0ff0e526042443d30f4bdde563727047863a0c0f0958d0abf3aed4bfa8174e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37103, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are thematically unrelated overall; the soft-similarity edges mostly connect different model families or different failure modes, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the oldest, broadest tokenizer-regression report in the set, but even it is not a true duplicate representative for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: SigLIP2 inference/pipeline mismatch vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to MLukeTokenizer\u2019s task-time AttributeError." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16\u2192FP32 eval dtype drift is a different issue from auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to the pipeline translation error-message regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an unsupported PEFT version bump are not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are separate from the SigLIP2 implementation discrepancy report." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug does not match a MacOS bus error in a CLIP model." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription behavior are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug is unrelated to incorrect visual-encoder key saving." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs example problems are not the same as the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "These are distinct tokenizer regressions for different model families and different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy and gradient blow-up under ZeRO-3 do not share a concrete root cause." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval dtype change is unrelated to abnormal gradient growth with HfDeepSpeedConfig." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert is unrelated to the offline model_info call in mistral regex patching." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and Qwen3.5 flash-attention generation bug are different problems." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is separate from device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "MDeBERTa special-token handling and Granite tokenizer regression are different tokenizer paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is unrelated to a Float8 storage-object lookup failure." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Mac bus error in CLIP inference is not the same as Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting for text-only fine-tuning is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import KeyError are separate backend issues." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is different from cache-length handling in quantized cache." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate/DeepSpeed MOE conversion failure is not the same as the Qwen3VL MOE loading regression." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and StableLmConfig missing pad_token_idx are unrelated config bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer\u2019s AttributeError on tasks." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "These both involve multimodal Qwen configs, but one is a missing pad_token_id bug and the other is failure to unwrap text_config." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure for Beit is unrelated to the CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval dtype drift and resume_from_checkpoint key mismatch are different state-management bugs." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing Janus test and a bumped minimum PEFT version are not the same change." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM and PEFT version requirements are unrelated issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to init_empty_weights receiving an unexpected argument." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:44493|issue:46285", + "issue:45229|issue:45823", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:43844|issue:44964", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:45406|issue:46121", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:43232|issue:44849" + ], + "prepared_review_unit_hash": "7ba4b9969eb8b59d9196424737acb0182b8ecb75616f0e7b0215426fdb216c51", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35586, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: tokenizer quirks, serving crashes, model-specific regressions, quantization/offload issues, and CI failures are all mixed together. None of the soft pairs look like the same underlying bug/change, so I rejected them all.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and model families, with no strong duplicate center to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most broadly scoped and still-open bug report in the set, but it is not a duplicate representative for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both mention key/position-related behavior, but one is a broad model-key regression and the other is a CLIP class structure inconsistency; not the same bug." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but one is CUDA OOM in multi-GPU inference and the other is a PLE device mismatch in forward; different failure modes and code paths." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Device/offload test wording overlaps, but one is a bark-small CPU offload mismatch and the other is a GraniteSpeech CI test issue; unrelated concrete problems." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different components and symptoms: BEiT legacy-field loading vs BigBirdTokenizer special-token registration/decode output." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "One is chunked generation with compiled forward, the other is Whisper empty-transcription handling after align_special_tokens; not the same code path." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both are model-output correctness complaints, but one is a SigLIP2 inference regression and the other is a generic unexpected key/position-id issue." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is offload behavior with quantization and the other is save/load corruption for sinq quantization; different bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on job failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling and sinq save/load breakage are separate subsystems with different symptoms." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is multimodal continuous-batching string handling and the other is KV-cache continuation indexing; distinct defects." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family only in a very broad sense; dummy Conv2d setup and memory overflow are not the same underlying issue." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning on trailing slash paths is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer NoneType broadcast errors are different bugs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation list typing are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is not the same as TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation errors and flash_attn import KeyError are separate failures." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are completely different issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are unrelated model/input bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share the same code path." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash attention import regression and meta-device loading breakage are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both touch Gemma4, but one is missing mm_token_type_ids defaults and the other is a PLE device mismatch during forward." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and return_tensors being ignored are different tokenizer issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:43295|issue:43450", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:39692|issue:46192", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43450|issue:43575", + "issue:43950|issue:46285", + "issue:42490|issue:43493", + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:43653|issue:44112", + "issue:28218|issue:35141", + "issue:45200|issue:45325", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "377143ceb956ffb4d214101ea46bdf9f32128e999d2193f28ae3663d4bc35b2f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad semantic false-positive: the issues span unrelated bugs in tokenizers, multimodal processors, model loading, quantization, config attributes, and backend imports. None of the proposed soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43295 is the broadest regression report in the set and touches the processor/tokenizer API surface, but the cluster is too heterogeneous for it to be a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global canonical for this cluster; 43295 is only the closest broad representative, not an actual duplicate umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is about assistant masks for multimodal inputs and the other is a crash with tool-call messages; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video shape bug; different failure modes and subsystems." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mapping mismatch in Gemma4 vs return_tensors being ignored when text_kwargs is passed; unrelated behavior." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom model processor/tokenizer access issue vs OmDet processor image-size mismatch; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong Qwen2.5-VL video position ids vs FP8 inference failure on B200; completely different problems." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization offloading issue; no concrete overlap." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug vs tokenizer codec regression; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs a model-loading failure for physical-intelligence/fast; different root causes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example errors vs ignored return_tensors; one is documentation/example drift, the other API handling." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import key mapping bug vs unsupported tensorflow_text backend; different import-system issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba SDPA compile failure vs gradient blow-up under DeepSpeed ZeRO-3; not the same code-path." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm config attribute regression vs meta-device loading bug; only broadly about loading, not duplicate." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-import errors for different symbols/models; same symptom class, not same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency of lm_head.weight vs LoRA merge collapse with extended vocab; related to tied weights but distinct failures." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation bug vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug vs tensor-parallel OOM loading a large model; different layers and symptoms." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained vs CLIPTextModel structure inconsistency; not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale generate() warning; one is a functional failure, the other a warning bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are model-specific config bugs for different architectures and likely different fixes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe vs Qwen2.5-VL import error; no overlap beyond being model issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage vs stale model.config.dtype after from_config(dtype=...); separate loading APIs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing Qwen class vs DeepSeek tokenizer detokenization regression; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs CI failure in GraniteSpeech; different objects and causes." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token vs embedding reinitialization after resize; different tokenizer/model behaviors." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue vs Qwen2.5-VL rope/position-id scaling bug; unrelated multimodal details." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "dtype mismatch between train/eval vs inefficient memory usage in Qwen3 MoE training; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:43526|issue:46192", + "issue:43388|issue:43526", + "issue:44442|issue:45198", + "issue:41720|issue:46209", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:43819|issue:44112", + "issue:44561|issue:46234", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:45290|issue:46326", + "issue:43819|issue:45083", + "issue:44514|issue:44521", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:45759|issue:46512", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:45127|issue:45245", + "issue:45200|issue:45588" + ], + "prepared_review_unit_hash": "a757eb708f730b8aa8a178720c929631c788133231a760017d7ac3671c9f7f08", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36373, + "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 mostly a loose lexical grouping of unrelated issue reports. I would not merge any soft edge as a duplicate; the only reasonable representative is the active chat-template multimodal issue (44521), but even that is not a true hub for the others.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44521 has the most discussion/inbound references and is the most representative of a recurring API failure theme, but the overall set is too heterogeneous to justify a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single representative by activity and breadth of impact; it is the clearest candidate to anchor triage, though not a duplicate of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Both touch label/text processing, but one is a BeitImageProcessorFast label truncation bug and the other is a processor kwargs handling bug; different code paths and symptoms." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels in vision workflows, but one is gather_for_metrics dropping tuple labels and the other is reduce_labels returning only one label; not the same underlying defect." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related failures, but one is AutoTokenizer loading FastSpeech2ConformerTokenizer and the other is Wav2Vec2 save/tokenization behavior; different models and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware/runtime compatibility problems, but one is a Qwen3 auto device-map cudaErrorAssert on A800 and the other is an FP8 inference issue on B200; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and batched video shape handling are unrelated bugs in different processors." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "One is a flash_attn import key error on Python 3.13; the other is a Windows/ROCm torch.distributed dependency issue. Different platform failures." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in a vision model and RT-DETR memory not being released are unrelated issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch and GraniteSpeech stale device override CI failure do not share the same code path or symptom." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both reference import_utils helpers, but they concern different missing/removed availability checks and different downstream breakages." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "A feature-extractor center-arg regression and a Whisper empty-transcription generation failure are distinct bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model/config structure changes, but one is from_config unwrapping composite Qwen multimodal configs and the other is CLIP text model attribute inconsistency." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they cover different docs and different deprecated API references; not the same change." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "One is a processor producing the wrong image size; the other is an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template/tokenizer issues, but one crashes on assistant tool-call messages and the other concerns continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and a qwen3_omni_moe feature-length helper behaving unexpectedly are different models and different logic." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template in multimodal settings, but one is a batching/padding crash and the other is all-zero assistant masks; related area, not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "An AMP loss crash and missing auxiliary losses when denoising is off are separate detection/training issues." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated model/runtime bugs." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but one is a broad base_model_prefix regression and the other is Sam3Model text encoder weights not loading; different root causes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing _flash_supports_window_size import and Torch 2.10 incompatibility are not the same concrete failure." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "from_config unwrapping composite multimodal configs and stale model.config.dtype after from_config are separate configuration issues." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated training/runtime problems." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen recurrent state reset with cache are distinct model-behavior bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and a GraniteSpeech CI device override test failure do not share the same underlying defect." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/collapsed model behavior and the 2^24 category limit runtime error are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash_attention.py s_aux=None handling are different multimodal/integration bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234" + ], + "soft_pairs": [ + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:43504", + "issue:43278|issue:43825", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:26413|issue:31501", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:45459|issue:46234", + "issue:45290|issue:45381", + "issue:34689|issue:35141", + "issue:44448|issue:44779", + "issue:43606|issue:44857", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:28218|issue:32090", + "issue:45920|issue:46192", + "issue:43701|issue:45083", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:44977|issue:45229" + ], + "prepared_review_unit_hash": "a52c5cf8d24243b5326ba3505407391a67c8f0d6c2732eb742ec467ba0ebdd3b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression; the rest are related only at a broad subsystem level or are plainly unrelated.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the clearest canonical anchor because it directly names the shared Qwen3.5 MoE `from_pretrained` regression and is the earlier, slightly richer report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue to serve as the cluster representative because it is the only unambiguous duplicate target in the set and describes a concrete, reusable bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different problems: Python 3.13 import/parsing failure vs a helper length-calculation behavior change." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and unrelated code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Config construction bug for SwitchTransformers vs BEiT pretrained-loading legacy-field issue." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated bugs: dtype drift during evaluation vs a pipeline error-message regression." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different model-path bugs: DAC latent reconstruction mismatch vs position-id key warnings across many models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example cleanup and quantization issues are not the same as a BEiT fast processor label bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to Trainer broadcasting `NoneType`." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature-extractor argument validation and Gemma4 device placement are different failures." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to qwen3_omni_moe output-length behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/MoE issues: flash-attention auxiliary-state handling vs CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure is not the same as a training startup problem." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Accelerate packed-weight loading and a GraniteSpeech CI test failure are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and different failure modes; only broad CI/device language overlaps." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug does not match the D-FINE auxiliary-loss omission." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: identical Qwen3.5 MoE `from_pretrained` error on transformers>=5.4.0." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example issues are unrelated to the position-id key regression." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing import-utils symbol are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash is a different bug from Qwen2.5-VL video position-id handling." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage for Llama vision and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both affect outputs, but one is Pegasus generation drift and the other is DeepSeek tokenizer regression; not the same code path." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to float16 AMP loss crashes on CUDA." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash loading failure are different model-loading problems." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer discussion is unrelated to the removal of `is_torch_fx_available` breaking trust_remote_code models." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs in different models: LwDETR AMP crash vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key regression." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-token spacing bug is unrelated to Trainer broadcast failures." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Broad AutoTokenizer ID regression across models is not the same as silently ignoring `return_tensors` when `text_kwargs` is passed." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is different from BEiT `reduce_labels` returning only one label." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences are not the same underlying bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different failure classes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet: the only accepted soft pair is the Qwen3.5 MoE `from_pretrained` regression between issue:45310 and issue:45478, and the rest are conservatively rejected based on clearly different titles/code paths. The canonical/representative issue choice is supported by the earlier date and slightly fuller report for issue:45310." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:43746|issue:46209", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:27957|issue:34689", + "issue:37428|issue:44987", + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:44857|issue:45588", + "issue:43873|issue:45229", + "issue:43278|issue:43381", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:43412|issue:45588", + "issue:32090|issue:33290", + "issue:45372|issue:45406", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "ff3c8db3f2186ff49d70e67a7252d45b1b4e395b54944542fa5572d4fbf14264", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35735, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports spanning different models, features, and failure modes. I found no soft-edge pair that looks like the same underlying bug or change, so all candidate links should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest, highest-signal report in the set (quantization/offloading behavior) with the strongest discussion and inbound reference activity, so it is the best anchor for the cluster despite not matching the others as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most reusable representative issue here: it has the broadest scope, substantial follow-up interest, and a clear user-facing regression to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: Trainer GPU broadcast NoneType vs MacOS bus error in a community CLIP model." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the token-embedding reinitialization bug in post_init." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA on Bamba vs feature-extract length helper in qwen3_omni_moe." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are different issues with different root causes." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators/JIT, but they describe different models and distinct parsing/registration failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to the tensor-parallel OOM on Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models and different problems: DistilBert raises an issue vs GeneratorExp unsupported by torch.jit.script." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta is unrelated to the Llama 3.2 90B Vision model-loading regression." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "ImportError for a flash-attention helper is a different failure from loading physical-intelligence/fast on v5.1.0." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a utility function breaking trust_remote_code is not the same bug as DeepSeek tokenizer output drift." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the undefined video-token helper names in multimodal token counting." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr float16 AMP crash and flash_attention s_aux=None crash are different subsystems and different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are memory/offload themed, but one is quantization offloading behavior and the other is a Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "A dtype regression and an eval-mode gradient-checkpointing restriction are not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both involve distributed inference failures, but the models, errors, and code paths are distinct." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation corruption is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different bugs with different fixes." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to the DeepSeekV3MoE parity divergence." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is output drift and the other is lm_head serialization/tied-weights handling." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Gemma-related, but one is a flash_attention null-aux crash and the other is a device-map mismatch in forward." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import dependency failure is not the same as the flash_attention s_aux=None crash." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except error handling." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer GPU broadcast errors are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/training-guard failure is a different code path from the flash_attention crash." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and deepspeed Adafactor OOM are different problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor import failure and Gemma4Processor missing _tokenizer in serve are separate breakages." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale paged-generate warning are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:43065|issue:45412", + "issue:29127|issue:34567", + "issue:44361|issue:45198", + "issue:44206|issue:44479", + "issue:44186|issue:45198", + "issue:43065|issue:43994", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:43278|issue:43575", + "issue:45459|issue:45712", + "issue:45412|issue:46369", + "issue:29942|issue:30064", + "issue:43381|issue:43701", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:29127|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "cd089768a08ee7335e57c35308530eed076886ae2c25194da8a7f99018610067", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38119, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 + }, + "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 spanning tokenizers, model loading, quantization, multimodal processors, and training/runtime regressions. None of the suggested soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different problems: BigBird tokenizer special-token registration vs Qwen3.5 recurrent-state reset in cached generation." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local path trailing-slash import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in a community CLIP model is not the same as SigLIP2 doc example errors." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak are different model-specific bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated subsystems." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task failure is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as the video-input regression." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different components and failures: LayoutLMv2 tokenizer padding/truncation vs Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer is unrelated to SigLIP2 wrong outputs through AutoModel/pipeline." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and RoPE-parameter JSON list handling are different code paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FineGrainedFP8Config failure and the other is saving quantized models; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and TP-related OOM on Qwen2-57B are different failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes and repo checks." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory leak and sam3-litetext memory overflow are different model-specific memory issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as void segmentation map processing failures." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are different bugs in different models." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to protobuf-missing tokenizer error masking." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 tokenization/save issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy and DeepseekV3MoE divergence are separate architecture implementation bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 mixed-length NaN embeddings are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta FA2 support and FA2 test failures are not the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation drift is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are different issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import failure is too different from a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor problems with no shared code path." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to eval-mode gradient checkpointing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:43575|issue:44387", + "issue:42915|issue:43931", + "issue:43761|issue:45859", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:45588|issue:45600", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:44743|issue:44811", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:44062|issue:45907", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43761|issue:44079" + ], + "prepared_review_unit_hash": "514fecb6b45c35431e57dfeb69e531d01671a3ab7033e546a3692322f6dd95cd", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous similarity cluster: the soft pairs share only broad keywords, not the same underlying bug or fix path. No pair looks safe to merge as a duplicate; issue 43873 is the broadest open anchor if one must pick a representative issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest, still-open report with inbound references, so it is the best cluster anchor; the others are narrower and cover unrelated failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best global issue candidate because it is open, broadly framed, and already attracting references; it is the most plausible triage hub even though the set is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: FineGrainedFP8Config crash vs weight-shape mismatch during Qwen3-VL loading." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "A CLIPVision hidden-states regression and a Qwen3 MoE CPU-offload incompatibility are unrelated bugs." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both are rope-related, but one is JSON/list validation in config conversion and the other is a missing decorator for rotary-pos-emb registration." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Pad-token-id API mismatch and sliding-window recurrent-state behavior are different model issues." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction and LwDetr float16 AMP crash affect different components and code paths." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-cardinality limit are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and unsupported center-arg crash are different processor bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward inconsistency and Gemma3 sliding-window NaNs are distinct symptoms with different causes." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLM-Roberta flash-attention support and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash-attention model support and Adafactor/deepspeed OOM are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "A flash_attention sink-less-model crash and a removed auto-mapping reference in CI are different issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization semantics, but one is a broad v5 custom-model init regression and the other is a specific patchtsmixer post_init policy change." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/deepspeed and Llama 3.2 Vision load failure are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in cache handling and Whisper batch_decode skip_special_tokens behavior are separate paths." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM and embedding reinitialization in post_init are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM under deepspeed is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are different subsystems." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are not the same issue." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are different code-path problems." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash import warning and recurrent-state reset do not describe the same bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading regression and degenerate zero-loss classification are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in theme only, not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend extras installation and a missing import_utils helper are unrelated packaging/API issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and base_model_prefix loading regression are different model-loading failures." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate packed-weights handling and tokenizer loading are separate bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment bug affect different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:44077|issue:44479", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:43931|issue:45216", + "issue:44987|issue:46178", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:43873|issue:44871", + "issue:42796|issue:45290", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:43701|issue:46506", + "issue:44464|issue:46421", + "issue:44190|issue:44496", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:46234|issue:46291", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "086445f17be391b7c3d29b4b7a116ec311020b0c034740401562e75caaff2f51", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35526, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft-similarity pairs generally share broad subsystem vocabulary, but they describe different bugs, models, or even docs/issues. I would not merge any of the proposed soft edges as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true cluster-wide canonical: the items span unrelated bugs. If a representative issue is required, issue:43873 is the broadest and most active runtime/offloading report, but it is still not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the closest thing to a representative issue because it is broad, user-facing, and actively discussed; however, the cluster is too mixed to justify a strong canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different bugs: generation kwargs syncing after GPU sync vs dropping label elements in metric gathering." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated topics: a model-specific `post_init` rule vs a video-input regression affecting multiple Qwen variants." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVision hidden_states regression vs attention-kernel divergence under `torch.compile`." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model fidelity discrepancy vs docs referencing removed `pipeline()` usage; not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading/saving failures, but one is a Qwen3-VL shape mismatch and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes: loading a specific package fails in v5.1.0, while the other is an import backend-mapping error for tensorflow_text." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is about saving dequantized models and the other about loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Distinct problems: tokenizer loading for FastSpeech2Conformer vs a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id configuration are unrelated bugs." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE-marker handling is not the same as chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading errors, but the former is FSDP RAM-efficient loading and the latter is a Qwen3-VL shape mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different config APIs: Gemma3TextConfig discrepancy vs `AutoModelForCausalLM.from_config` not unwrapping composite `text_config`." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/compile, but one is inconsistent outputs and the other is spurious recompilation from cache init." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized-model config.json error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "One is `trust_remote_code` dropping config fields; the other is `rotary_pct` not persisting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Import-time `IndentationError` in DebertaV2 vs DeepSpeed ZeRO3 deque underflow are entirely different issues." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing `is_falcon_mamba_ssm_available` helper and kernels import-version requirements are separate import/dependency problems." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output-shape behavior and missing PyTorch dependency are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A regression in processor/tokenizer image handling is not the same as an error-message/docs issue about translation tasks in v5." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "`torch.compile` SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel script failure and Qwen2 tensor-parallel OOM are different distributed-runtime problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM during model load and a key error loading MobileLLM are different loading failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a trainer broadcast NoneType error are not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question and a missing `transformers.onnx` module are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:42175|issue:43316", + "issue:45803|issue:46365", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:43650|issue:46202", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:44871|issue:46050", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:44617|issue:45584" + ], + "prepared_review_unit_hash": "7bede5940b667dc993b307f45ed08e524764215b80afa9bbc2f21fdc5c023e83", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35847, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers regressions and model-specific bugs; the soft pairs share broad subsystems at best, but not the same concrete failure mode. I would not merge any of the suggested pairs.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 45698 is the strongest representative because it is open, active, and describes a broad save/load regression with custom modules that is likely to attract duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best overall triage target for the cluster because it is the most active and generic failure mode among the issues listed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different bugs: config API discrepancy vs image-preprocessor dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression and Gemma eos_token_id mismatch are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision and max_cache_length behavior are different cache issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: input size mismatch vs OOM." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend installation dependency issue vs config API discrepancy." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare-except exception handling bug vs Trainer import conflict are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but one is post_init policy and the other is non-persistent buffer initialization." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen processors, but video-input validation and batched chat-template padding are separate bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "SAM3 PixelDecoder dummy layer and SAM3 video OOM are not the same problem." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles indicate unrelated issues with no shared failure mechanism." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are different models/issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different root causes: tensor conversion exception handling vs Windows/ROCm import dependency failure." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma config mismatch and sinq save/load quantization failure are separate save/load bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are video-related, but one misroutes processor selection and the other is a missing vision-encoder attribute." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General custom model initialization regression vs GPTNeoX config reload defaulting are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf loading failure and unrecognized Olmo model config are separate model-loading problems." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but weight tying and FlashAttention failures are distinct code paths." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIP vision hidden-state regression and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse and Gemma4 mm_token_type_ids defaulting are different bugs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation and auxiliary-loss normalization are unrelated training issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Generic GenerationMixin cache issue and Qwen recurrent-state reset are not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm config field regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset-field loading failure and wrong custom-module loading after save_pretrained are distinct serialization bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend detection and missing import_utils symbol are different import/backend issues." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are separate serve regressions." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:45381|issue:46369", + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:35141|issue:42490", + "issue:44855|issue:45588", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:44617|issue:46369", + "issue:44464|issue:45563", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44521|issue:45381", + "issue:44077|issue:44877", + "issue:25251|issue:27957", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:43335|issue:44190" + ], + "prepared_review_unit_hash": "42bad97681888888bc9f9bcdac8d5a32b29c659f5b4ebba3706a72799278df13", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35345, + "estimated_input_tokens": 8837, + "estimated_eval_tokens": 17930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad surface themes (cache/chunked prefill, multimodal/video, config/loading, Python/version issues) but not the same concrete bug or fix. I did not find any true duplicate issue pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the set spans many unrelated bugs/regressions, and the apparent similarities are superficial rather than the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest single representative only because it is open and has the most inbound references/discussion, but it is still just a weak stand-in for this heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is about a missing GenerationMixin cache in v5.0.0 and the other about lazy cache init causing recompilation; different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config bugs: missing pad_token_id on Llama4Config vs sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failed janus test and a Qwen3.5 flash-attention generation issue are not the same code-path problem." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both involve multimodal/video-ish models, but one is a vision position-id regression and the other is a memory overflow on sam3-litetext." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Test failure for janus vs broken auto_mappings references for removed Sam3LiteText configs; unrelated bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and rotary_pct reloading are different config/state bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "A local dataset loading failure and a model weight-loading mismatch are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen model families and different symptoms: shape mismatch on load vs tied-weights warning logic." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and load-balancing loss omission are separate model behaviors." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale num_return_sequences warning in paged generate is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/post_init reinit bug is unrelated to the trailing-slash local model import warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 decorator parsing failure and flash_attention s_aux=None crash are different problems." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen VL video regression and serve KV-cache continuation indexing are distinct code paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is not the same as SigLIP pipeline producing nonsense outputs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo 640px vs 224px mismatch are unrelated vision bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import from image_utils and Qwen3.5 chat crashes are different failures." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and category-count overflow have no shared underlying fix." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory overflow, but they affect different models and likely different causes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation output inconsistency is unrelated to a stale generate warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload default are different state/config bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support mismatch and a Python 3.13 decorator parsing error are not the same issue." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but all-zero assistant_masks and wrong vision_position_ids are different bugs in different processing steps." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "patchtsmixer post_init policy and granite_speech strict config loading are unrelated configuration issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are entirely different topics." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab collapse and incorrect visual encoder keys in save_pretrained are different regressions." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV cache continuation indexing are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformersConfig and local dataset loading are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43404", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421", + "issue:46424", + "issue:46489", + "issue:46506" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:42796|issue:44521", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:46082|issue:46121", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:42175|issue:44279", + "issue:44246|issue:45003", + "issue:45632|issue:46421", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:41950|issue:44016", + "issue:43643|issue:44496", + "issue:44295|issue:46506", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43673|issue:46424", + "issue:44112|issue:44964", + "issue:43650|issue:44220", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "16bb7289e9eca75ab4a44ac034ab59c48333bc4256471e76c2fff8c7f3c27bda", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36439, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mixed cluster of mostly unrelated Transformers issues; the soft edges are mostly superficial similarities rather than the same concrete bug, so I would not merge any of them.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44521 is the strongest representative issue in this set: it is open, has multiple inbound references, and describes a concrete, reproducible API failure with clear impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best issue candidate overall because it is actionable, currently open, and has the clearest user-facing regression signal among the listed items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizer regressions, but 46489 is a specific follow-up to PR #44801 while 44779 is a broader v5 regression; not enough evidence they are the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is about AutoTokenizer ignoring repository tokenizer.json, the other about list_repo_files forwarding revision; different APIs and different failure modes." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is auto_mappings referencing removed configs; distinct root causes." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement in torch.arange and a bare except in Fuyu tensor conversion are unrelated code paths." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs in different components." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both involve example scripts, but one is multi-label text classification and the other is local dataset loading for image classification; separate issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend when only tensorboard is installed are unrelated environment/dependency problems." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A processor/tokenizer regression and a Gemma4 embedding-weight resize bug are different model behaviors with no shared code-path evidence." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation are unrelated model bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to a missing import_utils capability flag." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and different export surfaces; not the same concrete regression." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error and Whisper empty transcription failure are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate config-validation paths." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared underlying bug is evident." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression are different model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Backend-install packaging and a generic dependency issue are too broad and do not point to the same defect." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access may be related at a high level, but they are not the same bug without stronger evidence." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache, but one is a local trust_remote_code path collision and the other is chunked-prefill lazy initialization causing recompilation." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenization/padding crashes and serve KV-cache continuation indexing are unrelated code paths." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "A compiled flex_attention failure on new torch versions and a version-check bug for AuxRequest import are distinct flex_attention issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and an unrecognized model/config missing model_type are different configuration-loading failures." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A position_ids buffer access error and CPU/CUDA result divergence are different symptoms with different likely causes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but they involve different models and likely different failure mechanisms." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and broken auto_mappings CI are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache behavior, but one is chunked_prefill generation cache initialization and the other is max_cache_length handling in quantized cache only." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test failure and a model-loading regression for Phi-4 are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder issue and an audio feature-extraction bug are clearly unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features() failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:43531|issue:45600", + "issue:45083|issue:46506", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:32090|issue:35141", + "issue:28282|issue:35141", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:46123|issue:46369", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:42796|issue:43650", + "issue:44496|issue:45759", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46399", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "cc7b73436b4bd57174ca44dacd0de2fe5b6b101fc3ca2aa027c2fd265768dab0", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35834, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy: the soft pairs share surface vocabulary (model loading, configs, flash-attention, embeddings, etc.) but do not describe the same underlying bug or fix. I found no pair that should be merged as duplicates; one issue is only a loose representative of the broader set of model/config loading regressions.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44496 is the broadest and most representative model-loading/configuration report in this set, with a clear repro and general applicability, though it is not a true duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44496 is the best single issue to anchor the cluster because it is generic, well-scoped, and broadly representative of the model/config import failures appearing in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: flash-attention support for XLM-Roberta vs. embedding reinitialization after resize with untied weights." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config defaults, but they affect different model families and different fields; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to auto_mappings stale config references and CI breakage." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3_omni_moe helper length computation vs CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are regression/config-ish, but one is about processor/tokenizer access with images, the other about resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "General Python/version compatibility issue vs. a specific model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer distributed broadcast error is unrelated to output embedding reinitialization." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import dependency is unrelated to embedding tying/resizing behavior." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch in TextClassificationPipeline." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Generic model-type resolution failure is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping in MaskGenerationPipeline is unrelated to SAM3-LiteText memory overflow." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is about saving dequantized models and the other about FlashAttention loading/runtime failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Different FlashAttention failures: Ministral-3 RC loading issue vs. sink-less-model crash on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to ANSI escape output in loading_report." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length being honored only for quantized cache." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are different behaviors and fixes." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export from transformers is unrelated to a nonexistent import from image_utils." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support/version mismatch is unrelated to a dependency issue in transformers." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE model loading regression is not the same as incorrect checkpoint saving in Qwen3.5 save_pretrained." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to the empty 'ADD THE DATA' report." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model/config loading, but one is a generic unrecognized-model failure and the other is a specific text_config unwrapping bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A transformers dependency issue is not the same as torch 2.4.1 incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Untied embedding resize bug is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments being ignored is unrelated to a Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different bugs with different code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to Qwen3.5 kernel registration/decorator failure." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency issue is unrelated to a PEFT version bump not yet released on PyPI." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:45103|issue:45372", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:38175|issue:44617", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:43299|issue:45357", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44521|issue:45325", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:46082|issue:46512", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44297|issue:44462", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:43653|issue:45593", + "issue:42994|issue:43317", + "issue:33290|issue:45656" + ], + "prepared_review_unit_hash": "7f409c6712cd5a00e4f16551e622639afce881f370a84caba09ab0102004771d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34690, + "estimated_input_tokens": 8673, + "estimated_eval_tokens": 17602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct regressions or docs/issues touching broad Transformer subsystems, not duplicates of one another. None of the soft pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the closest broad anchor because it describes a clear v4\u2192v5 tokenizer regression, which is the most generally representative problem theme in this set; however, it is still not a true canonical duplicate for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different failures: an auto-docstring annotation crash vs a Gemma 4 processor import/loading regression." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a video-classification processor lookup bug; the other is a broad remote_code compatibility regression." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is missing HybridCache specifically while the other is a wide set of import errors after upgrade." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated symptoms and code paths: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Different problems entirely: vague data handling vs FP8 inference failure on B200." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both involve training losses/config, but one is router load-balancing loss and the other is mm_token_type_ids defaults." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is a load regression and the other is a save_pretrained key-serialization bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer / image-input API breakage and the other is wrong Deepseek tokenization." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they refer to different docs and different bugs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal/template issues, but assistant mask generation and temporal RoPE scaling are different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: video pipeline processor lookup vs Gemma4 PLE device placement." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "No overlap beyond general framework/runtime failure: flex_attention compilation vs tensorboard/TensorFlow backend handling." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Separate dependency/version issues affecting unrelated packages (Python support vs PEFT minimum version)." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly point to the same underlying bug." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Different configuration/state issues: rejecting explicit head_dim vs stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and bugs: Qwen3VL MOE load regression vs GLM-4.7-Flash unit-test loading issue." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is default subconfig initialization and the other is a missing pad_token_id attribute." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-related, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different serialization/resize bugs: tied lm_head weight saving vs resize_token_embeddings not propagating to Gemma4 embeddings." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to the init_empty_weights TypeError regression." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Different targets and failure modes: Mistral tokenizer regex patch crash vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated model-specific inference bugs: FlashAttention failure vs long OCR index error." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different training/evaluation bugs: BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed and optimizers, but one is Adafactor OOM and the other is an optimizer.step() being invoked twice." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44361|issue:45593", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44297|issue:45397", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:42491|issue:43299" + ], + "prepared_review_unit_hash": "de0ba74d655b4538c9c49494c893e6be0b2b933cc9e076e764e535a8e7a3a8d0", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose soft-similarity bucket of mostly unrelated Transformers issues: packaging/backends, model loading, tokenizer regressions, docs, and kernel/runtime bugs. None of the soft pairs look like true duplicates, so all edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43299 is the clearest concrete regression report and the closest to the only near-duplicate-looking subgroup (Qwen3 MoE loading), though the cluster overall is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the most representative standalone issue here: specific version, specific model family, and an actionable load failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different file areas and failure modes: stale auto_mappings references vs leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to the Chinese report about post-upgrade filtering slowdown." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different models and code paths: MLA q_a_layernorm precision issue vs GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Save-pretrained missing files and gemma-4 zero3 from_pretrained are distinct load/save bugs on different models." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE missing auxiliary losses when denoising is off." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Packaging/backend installation mismatch is not the same as a torch/transformers version incompatibility." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error is a different problem from a Gemma4 forward device-map mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and Python-version support regression are different environment issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer outputs are different components and bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention kernels, but the triggers and code paths differ: FlashAttention on Ministral-3 vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs drift about return_all_scores is not the same as incorrect SigLIP2 model/pipeline outputs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading failure and ESM2 breakage are different models and failure modes." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package metadata import failure is unrelated to the apply_rotary_pos_emb decorator registration crash." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is a different bug from CLIPVisionModel returning hidden_states=None." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are not the same underlying issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL symbol import and Python version incompatibility are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A documentation mismatch and intermittent import slowness are not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is a specific Llama4Config attribute and the other is a trust_remote_code serialization gap." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer_class mismatch in save_pretrained is unrelated to gemma-4 zero3 from_pretrained failures." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup errors and Qwen3.5 chat crashes are different bugs with no shared code path." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile and ANSI code leakage from loading_report are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and undefined tf backend from missing TensorFlow are different import-time failures." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error is unrelated to the Python version support issue." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output leakage and a wrong docstring for position_ids are different severity and different subsystems." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crashes under future annotations and kernel decorator registration errors are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent import slowness is not the same as an unrecognized model/config.json error." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer-reading error and gemma-4 zero3 from_pretrained are distinct bugs." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing losses, but one is load-balancing loss with router logits and the other is D-FINE auxiliary losses with denoising; different models and logic." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across hf4.x/hf5.x and the other is base Qwen3VL MoE loading on v5; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:44336|issue:46424", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:36246|issue:43596", + "issue:43475|issue:46369", + "issue:44295|issue:44749", + "issue:44242|issue:44857", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "d271729b44f20567efc5659604a37ec7b8d724e8376171053a22996b7e569b7d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36813, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous noise: the soft pairs span unrelated tokenizer, Qwen, pipeline, config, cache, and training/runtime issues. I don\u2019t see any pair that is clearly the same underlying bug/change, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue:45701 is the broadest open report and the closest thing to an umbrella tokenizer-regression anchor; the rest are either narrower or clearly about different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45701 is the most suitable cluster anchor because it is open, broadly phrased, and already has multiple references, but it still does not cover the whole mixed cluster cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs a Qwen3.5 chat crash. Not the same code path." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils. Unrelated bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline choosing image processors is unrelated to audio feature extraction failures." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown in transformers vs Gemma eos_token_id config inconsistency. Different symptoms and code paths." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI logging output issue vs GLM-5 RoPE implementation discussion. Not the same underlying change." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading bug vs AttentionInterface.register behavior change. Different areas and fixes." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs PPDocLayoutV3 CPU/CUDA result mismatch. Unrelated model/runtime issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode import from huggingface_hub. Different symbols and packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing APIs and unrelated modules." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Serve KV-cache continuation indexing crash vs cache max length being ignored. Different cache logic." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI formatting bug vs cache configuration semantics. No shared underlying bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug vs pytest-xdist file race in testing utils. Different failure modes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings. Distinct tokenizer/model-weight issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding vs missing decorator for use_kernels apply_rotary_pos_emb registration. Different root causes." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing a missing image processor class vs DeepSpeed ZeRO3/BertModel empty-dimension IndexError. Unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video missing attribute vs SAM 3 litetext memory overflow. Same family, but different concrete bugs and fixes." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "position_ids buffer access error vs transformer slow filtering after upgrade. Not the same issue." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss handling in MoE vs float16 AMP CUDA crash in LwDetrImageLoss. Different models and code paths." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing in v5 chunked_prefill vs removed is_torch_fx_available breaking trust_remote_code models. Different regression classes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores vs unsafe sys.modules access. One is docs/behavior, the other is implementation." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron FA2 unsupported error vs a generic Flash Attention 2.0 issue. Too broad and not the same concrete fix." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting. Completely different models and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs DeepSpeed ZeRO3 deque pop error. Same tooling, different bug." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure vs unsafe sys.modules access. Related to loading, but not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior vs Whisper empty transcription after align_special_tokens. Distinct text-generation/audio issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs import slowdown in transformers. Unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize/output mismatch vs broad tokenization changes. Different functionality." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict config field vs AutoModelForCausalLM not unwrapping text_config. Both Qwen multimodal, but different concrete config bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejecting granite_speech vs Qwen3.5MoeVisionConfig field dropping. Different models and schema problems." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe import/runtime bug vs PPDocLayoutV3 CPU/CUDA divergence. No shared underlying code path." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code vs Qwen3.5 kernel-registration decorator issue. Different breakages." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45412|issue:46123", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:45137|issue:45600", + "issue:45685|issue:46431", + "issue:43475|issue:43540", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:45397|issue:45656", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:42886|issue:45229", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43065|issue:46123", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:43232|issue:43673" + ], + "prepared_review_unit_hash": "51928517ff6df04990dc7001f8acd62f7a0ed8a50fb0b7b1bdac3d7f41e4c05b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37276, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone issues that happen to share broad themes like generation, caching, tokenizers, or Gemma/Qwen/SAM subsystems. The soft pairs are not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44466 is the clearest standalone regression report here: it has a precise version boundary, a focused serialization/tied-weights symptom, and good reproducibility, so it is the best anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the strongest single triage candidate because it is specific, regression-oriented, and well-scoped; the rest of the set does not form a coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different bugs: RT-DETR memory retention vs MaskGenerationPipeline final partial-batch handling." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve weights/embedding behavior, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer-loading failures: one breaks loading a specific model, the other hides real tokenizer errors when protobuf is missing." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: DeepSpeed ZeRO3 deque underflow vs stale Sam3LiteText references in auto_mappings.py." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Different areas and failures: MPS histogram on Int vs chat-template absence in a processor." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but one is a missing attribute in SAM3 output and the other is a Qwen3OmniMoe input-processing ValueError." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different root causes: stale indexer cache on a second forward pass vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Only broad theme overlap; one is a tied-weights warning bug, the other is a deprecation/allowance issue for optional post_init." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs and code paths: gemma-4 zero3 from_pretrained vs optimizer step being called twice under deepspeed." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes: video input regression in v5.3 vs Windows/ROCm import or torch.distributed dependency issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different tokenizer/model problems: BigBirdTokenizer special-token registration vs ESM2 being broken broadly." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning, the other is a flash-attention generation regression." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Unrelated: offline cache tokenizer load failure vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Different APIs and symptoms: chat/completions request validation vs Gemma pipeline roundtrip on the \u2581 token." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The latter is a Gemma pipeline roundtrip bug; the former is only an isolated reproduction of a different issue." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: stale cache on repeated forward pass vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 PixelDecoder dummy Conv2d vs sam3_video/sam3_tracker config mismatch are not the same defect." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "One is a tie-weights warning during fine-tuning; the other is a stale paged-generate warning about num_return_sequences." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different concerns: torch.compile branching divergence in attention kernels vs Gemma pipeline token roundtrip failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows ROCm import/type errors are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model weight-shape mismatch on load vs tied-weights warning during LoRA fine-tuning are different problems." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems and failures: SAM3 decoder placeholder layer vs final partial-batch result dropping." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens is unrelated to Windows ROCm import failures." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_config metadata mismatch and the other is missing processor files." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a Chinese report of performance slowdown after upgrading are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic Transformers 5.0 custom init breakage does not match the separate ESM2 breakage report." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrading vs duplicate optimizer-step behavior under deepspeed are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to a filtering performance regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation/caching, but the concrete failures are different: sync_gpus update timing vs cache missing during chunked_prefill." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:44869|issue:45356", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:45406|issue:46202", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:45081|issue:45103", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:45712" + ], + "prepared_review_unit_hash": "886f0687ca4233881602d421cbc6e81795e49d716da5a1b9388a5a32cda94572", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer-related bugs. I only found two clear duplicate pairs: the Qwen3ForCausalLM VRAM leak reports and the Qwen3.5 MoE from_pretrained error reports. Everything else is too broad or only superficially similar.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue: it has the fuller report for the exact duplicate pair with issue:43704, older age, and more discussion, making it the best representative of the duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue representative overall because it is an exact duplicate target with substantial discussion and a specific reproducible symptom; the other apparent duplicate pair (issue:45310 / issue:45478) is separate and later.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: Gemma eos-token configuration mismatch vs AttentionInterface behavior change." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer/decoding-related, but they describe different failure modes and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Different model issues: quantized save_pretrained failure vs Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Too vague on the left and a specific ZeRO3/gemma-4 from_pretrained issue on the right; no clear same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "One is a SAM 3 video attribute error, the other is missing fields from trust_remote_code config loading." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different subsystems: Qwen3-VL-Moe bug vs processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both mention loading, but one is a PyTorch import error and the other a sentence-transformers stall." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal models and distinct video/position-id failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they target different missing symbols and likely different export issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the reported missing field vs from_pretrained error are not clearly the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated: quantized model saving failure vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 MoE area, but one is a generic from_pretrained error and the other is a missing config field report; not enough evidence to merge." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor attribute error and Gemma pipeline roundtrip failure are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs continue_final_message behavior for mistral_common tokenizers are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs Qwen3.5 rotary registration crash; different causes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen3ForCausalLM VRAM leak with the same title and symptom." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: model loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs incorrect output under pipeline parallelism are distinct problems." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update issue vs attention-kernel divergence under torch.compile; unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing top-level symbols." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output bug vs Qwen3_5 image-specific infinite loop; not the same issue." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure vs missing Qwen2_5_VLForConditionalGeneration import are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE vs Qwen3.5 MoE from_pretrained error; related area but not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen/MoE reports with different triggers and symptoms." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import error and AutoImageProcessor import error are distinct missing-symbol regressions." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation helper bug vs janus image generation test failure; no clear common root cause." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue and FP8 save_pretrained issue are different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend installation packaging issue vs dummy class cleanup; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same Qwen3.5 MoE from_pretrained error; clear duplicate reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by matching titles/symptoms, and the other soft-edge rejections are cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:43278|issue:45137", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:30333|issue:33290", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43874|issue:45092", + "issue:44016|issue:46231", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:43295", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44933|issue:45712" + ], + "prepared_review_unit_hash": "038620d7d0dbccf517b358e866e579dec73ecd03ca001705e6d8bfd2edfdf75d", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers bug reports, concentrated around tokenizer/model-regression issues but spanning many separate code paths. None of the soft pairs look like the same underlying bug, so all proposed merges are rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45812 is the clearest high-signal, user-facing regression here: a silent AutoTokenizer token-id break across Granite models with a well-scoped tokenizer path and broad impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone anchor in the set because it describes a concrete, broadly impactful regression with a specific reproducer and failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different problems: a model-loading/config error versus a pytest-xdist captured-info race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated: missing TensorFlow in an extra install versus a nonexistent import from image_utils." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model preset loading failure does not match the xdist file-race bug." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test harness race on captured_info.txt versus stale auto_mappings references to removed configs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue versus an import path bug in image_utils." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is a different failure mode from a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction bug versus a batch-iteration result-dropping bug." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model paths: MIMI padding-mask mismatch versus MoE load-balancing-loss gating." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang is unrelated to token-embedding reinitialization in post_init." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change is not the same as missing BOS/EOS insertion on add_special_tokens." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow failure reporting and Adafactor OOM in DeepSpeed are distinct training issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omissions do not match the Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to Whisper timestamp decoding on trailing replacement chars." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose presets and Gemma 4 mm_token_type_ids defaults are different model families and bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config-default initialization bug versus ModelOutput key assignment semantics." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading regression in v5 is not the same bug as missing special-token insertion for mdeberta-v3." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper is unrelated to old InternVL2 checkpoints breaking under meta initialization." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are not duplicate code bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to Qwen2.5-VL import availability." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Cleanup-space regression and Deepseek tokenizer incorrect results are separate tokenizer failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash versus auto_docstring future-annotations crash are different subsystems." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Cleanup-space behavior change does not match the Kimi-K2.5 codec-handling regression." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access error is a different issue from DeepSpeed causing optimizer.step to run twice." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling bug and a docs typo in set_training are not the same code-path problem." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup-space behavior is unrelated to processor.tokenizer / image-passing regression in custom model code." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3 variants, but the tied-weights warning and missing tensor-parallel plan are different defects." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue and leftover dummy-class cleanup are unrelated maintenance problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch affect different save paths." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils is unrelated to stale dummy classes leaking into dir(transformers)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45656", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:43479|issue:43644", + "issue:42796|issue:43723", + "issue:42831|issue:44623", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:41628|issue:42757", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:45071|issue:46082", + "issue:44263|issue:45092", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44222|issue:44484", + "issue:44734|issue:46421", + "issue:44373|issue:44485", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:44279|issue:46328" + ], + "prepared_review_unit_hash": "16055b342215787629e40ebc54d606e00a53d57d0f8d3d2f31c79b9800d4d0b3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36724, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft edges are mostly weak topical overlaps (imports, tokenizers, config, generation, cache, FP8, etc.) rather than the same underlying bug. No PRs are present, and there is no clear duplicate canonical issue.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a defensible canonical: the items cover many unrelated failure modes, so the cluster should likely be split instead of deduplicated.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the set is too broad to treat as one bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different problems: Flash Attention 2 model support vs MLflow reporting on failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated: MLflow job-status reporting vs Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: Pegasus output changes vs AttentionInterface.register altering callback behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model serialization and the other is missing processor files." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job MLflow reporting is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer initialization bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading regression are different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting and embedding resize/post_init reinitialization are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but for different missing dependencies and modules." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to processor chat-template absence." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures in different packages/modules; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Vision missing attribute and MoonshineStreaming mask off-by-one are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer-class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions are unrelated to FP8 inference failures on B200." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both mention positional handling, but they are model/modality-specific and not the same defect." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Config type-checking regression is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values bug is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument handling and auto-docstring annotation crashes are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same bug as cache max_cache_length handling." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained issue is unrelated to the default 50GB shard-size question." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation indexing crash and chunked-prefill cache recompilation are different cache bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo/accuracy issue is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus bug is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to missing processor save_pretrained files." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different failures." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A vague dependency issue is not the same as a SequenceFeatureExtractor.pad performance regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:42796|issue:43122", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:44368|issue:46305", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:43576|issue:43784", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "3b02d830f508d6e19d31df2c7ae0dc1e8cb83edeb578de6745923a41d930b682", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36250, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model, tokenizer, import, or config bugs, and there are no pull requests. I treated the broad import-regression report as the best issue anchor, but rejected all soft edges as non-duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue #45278 is the broadest umbrella item here: it captures multiple import failures after a version upgrade, making it the most representative anchor for this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "Best general issue candidate for dedup triage because it summarizes a class of upgrade-related import breakages; the other issues are narrower, model- or tokenizer-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: chat/completions request validation vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem (DSA indexer) but different bugs: torch.split behavior vs missing ReLU." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization save/load paths: dequantized Ministrals/Devstrals vs sinq models." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different models and code paths: InternVL2 meta-init incompatibility vs Qwen3.5 visual encoder save keys." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated bugs: MLA RMS norm epsilon precision issue vs InternVL2 meta initialization failure." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different symptoms and models: stuck loading sentence-transformers vs zero probabilities in SigLIP2." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Different code paths: non-persistent buffer initialization junk vs sliding-window mask off-by-one." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different issues: Flash Attention 3 training degeneration vs NaNs in classification heads after init." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a functional DSA-indexer bug; the other is only a docstring fix." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different registration fixes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different bugs: FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe failure in v5." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs in different models: default multimodal configs vs GPTNeoX rotary_pct reload." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different problems: wrong model-type warning vs text encoder weights not loading." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are upgrade-related import issues, but not the same concrete missing symbol or failure path." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: wrong offset mapping vs BOS/EOS not added." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization drift, but they describe different model-specific bugs and outputs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated: FP8 accuracy regression vs Qwen3_5 image-triggered infinite loop." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different regressions: offline cache loading failure vs wrong tokenizer decoder type in v5." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Completely different topics: missing onnx import vs tokenizer spacing after added token." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "Different issues: tie_word_embeddings warning vs sliding-window mask off-by-one." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different problems in different contexts: Flash Attention 2 support vs loading hang." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Unrelated failures: offline tokenizer cache vs quantized model save failure." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different subsystems entirely: generation kwargs sync logic vs D-FINE denoising losses." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same family (sam3) but different bugs: tracker warning vs memory overflow in litetext." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different regressions: custom model init breakage vs NaNs in classification heads." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: Bamba torch.compile/SDPA failure vs AttentionInterface.register behavior change." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Unrelated: transformers env CLI issue vs sentence-transformers import NameError." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "No meaningful overlap: TF32 settings warning vs DSA-indexer torch.split bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:44188|issue:44373", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43122|issue:44521", + "issue:43784|issue:45600", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "59344a7c77e1baf2993465226de7cb00ed408eb67c068d51d05f913125ef1547", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36393, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly superficial similarities across unrelated bugs. This set spans import errors, tokenizer behavior, multimodal chat templates, training, saving, and model-specific regressions, so no pair looks like the same underlying issue/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Both mention position-related behavior, but one is a torch.compile attention-kernel divergence bug and the other is a docstring issue; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both concern from_pretrained plumbing, but one is TOKENIZER_MAPPING_NAMES None handling and the other is cached_file kwargs passthrough; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Both are about position_ids/tokenizer save behavior, but one is reading a registered buffer and the other is tokenizer_class metadata mismatch; distinct failures." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and subsystems: Sentence Transformers loading hang vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "LayerNorm epsilon precision mismatch is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized save_pretrained failure is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both involve model internals, but Smollm3 RoPE layer dropping and Qwen3-Next tied-weights warnings are different model-specific bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but AutoImageProcessor import failure and many import errors after a major version upgrade are too broad and not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig errors are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug for Qwen3 is unrelated to a model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer/template bugs: version-dependent tokenization changes vs multimodal assistant_masks all-zero output." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and Sam3LiteText auto_mappings CI breakage are different import/config issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat_template crashes on tool-call assistant messages are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model saving failure is unrelated to loading a specific multimodal model." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer behavior regressions: version-to-version tokenization drift vs continue_final_message with mistral_common." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset mapping and multimodal assistant mask generation are separate tokenizer/template problems." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer.save_pretrained metadata mismatch affect different components." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty results in an example classification script and Gemma 4 mm_token_type_ids defaults are different issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe and position_ids buffer reading are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning for sam3_video vs sam3_tracker is not the same as missing fpn_position_embeddings on Sam3VisionEncoderOutput." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file failures in from_pretrained are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Version-dependent tokenization differences are unrelated to batched apply_chat_template padding=False crashes." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues are distinct from FP8 save_pretrained for moe." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but Qwen2_5_VLForConditionalGeneration missing and HybridCache missing are different symbols and regressions." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 save_pretrained behavior, but one is a saved-checkpoint regression and the other is a from_pretrained error; not clearly the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "A missing transformers.onnx module and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but is_offline_mode from huggingface_hub and HybridCache from transformers are different dependency issues." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label classification example output are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype change during evaluate is unrelated to incorrect outputs under pipeline parallelism." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44188|issue:46328", + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "fbcf486132484307c976f8a244ac7014896b73d96f5462ca4e614e50fb1ced09", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly loosely similar regression reports, but none of the soft pairs look like the same underlying bug/change closely enough to merge. I rejected all candidate duplicate links.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear canonical for this set: the items span many unrelated bugs, regressions, and doc/API problems rather than one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are import/loading failures, but one is a missing backend dependency and the other is a Python 3.14 startup failure; different causes and fixes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a model discrepancy vs JAX and the other is an infinite-loop image bug; not the same defect." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: missing `transformers.onnx` module import vs a layoutlmv3 validation error message issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both involve config propagation/loading paths, but one is missing `embed_tokens.weight` in UMT5Encoder and the other is AutoProcessor kwargs not reaching `cached_file`." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different code paths and symptoms: decoder type vs incorrect Deepseek tokenization." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both concern GLM-5, but one is invalid GenerationConfig handling and the other is RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import errors after version changes, but the former is a specific missing symbol and the latter is a broad upgrade breakage report." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different areas entirely: attention-kernel divergence under `torch.compile` vs a performance issue in `SequenceFeatureExtractor.pad`." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime issues, but one is VRAM leakage in `Qwen3ForCausalLM` and the other is dtype mismatches in CI inference for different models." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs in classification heads; different failure modes and likely different fixes." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python load errors are unrelated to a docs/API parameter-name mismatch in `set_training()`." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings warning is unrelated to a missing image-processor method breaking multimodal token counting." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Moe and Transformers v5, but one is a general bug report and the other is a specific from_pretrained error; not enough evidence of the same root cause." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support breakage and a PyTorch version check bug are different compatibility issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and symptoms: vitpose model breakage vs Ministral FlashAttention failure." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD argument handling is not the same as `trainer.evaluate()` failing after training; different code paths." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 Moe regressions, but one is save_pretrained key serialization and the other is from_pretrained loading; distinct bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script behavior is unrelated to pipeline() task-support error messaging." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: qwen3_omni_moe feature-length helper vs flex_attention import/version-check logic." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE marker handling." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and stale `num_return_sequences` warning are different generation issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression is not the same as Qwen3 wrong offset mapping; both are tokenizer-related but distinct." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but GPT2 scaling under SDPA/FlashAttention is not the same as Gemma4 using causal masks for bidirectional attention." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping lookup failure is unrelated to a flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipeline() APIs is unrelated to a PyTorch version check bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but one is offset mapping and the other is incorrect tokenization results in Deepseek; 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": 1, + "component_count": 20, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:42673|issue:43906", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:42490|issue:42673", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:44410|issue:45478" + ], + "prepared_review_unit_hash": "25ba51af11ca9d0438db341ccc0ffae3e257e65d585c2c9b6feacb22bca606c2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36439, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer, import/API, model-loading, training, and testing-utils reports that are not the same underlying bug. No soft-edge pair looks mergeable with high confidence; the clearest duplicate-like subcluster is the repeated Qwen3.5 MoE `from_pretrained` regression (45310/45478), though it is not one of the provided soft pairs.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor for the only clear duplicate subcluster: it is the earlier, concrete report of the Qwen3.5 MoE `from_pretrained` error, and 45478 appears to be the later twin report with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the broadest triage anchor for the cluster as a whole because it captures the general import-regression theme after upgrading, even though it does not truly subsume the unrelated model- and test-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Both mention Qwen3 and threading/repro context, but one is a VRAM leak in dataloader threads and the other is an isolated reproduction of a different issue; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked-prefill cache handling and feature-extractor padding performance are unrelated code paths and symptoms." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5-era regressions, but one is an init-empty-weights argument error and the other is a PreTrainedConfig type-checking break; different failures." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "One is tied-weights serialization/device-dependent state, the other is NaNs during checkout+init; not the same underlying defect." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video models, but one is batched video processor shape output and the other is AutoProcessor crashing without torchvision; distinct issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 invalid GenerationConfig and Qwen3.5 flash-attention generation failures are different model-specific bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and a PyTorch version guard for AuxRequest are separate dependency/version checks." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3Next missing projections is a model-architecture loading issue, while Qwen3.5 MoE `from_pretrained` is a different model family regression." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utility bug and feature-extractor padding performance bug are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a generic bug report and the other is a specific xdist race on `captured_info.txt`; different problems." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and noisy logging are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different APIs and do not indicate the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback behavior and Mistral regex patching/backend_tokenizer crash are different tokenizer-loading issues." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage and a tensorflow_text backend-mapping error are separate subsystem failures." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a PreTrainedConfig type-checking regression, the other is stale `config.dtype` after `from_config(dtype=...)`; related theme, but not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and incorrect `save_pretrained` checkpoint serialization are different Qwen3.5-related problems." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat/model crash for Qwen3.5-35B and a feature-extractor padding performance issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning and MobileLLM key error are different loading/configuration bugs." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA `rms_norm_eps` precision error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from `image_utils` may be part of broader upgrade fallout, but this is not the same concrete bug as the general 'many import errors' report." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "`max_shard_size` question and Qwen3.5 MoE `from_pretrained` failure are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/model_type config loading are different classes of loading errors." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for `layer_type_validation` and a feature-extractor helper bug are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "General import errors after upgrade are broader than, and not identical to, the specific missing import from `image_utils`." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings API migration and FineGrainedFP8 accuracy regression are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and tokenization differences across versions are distinct tokenizer regressions." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next projection mismatch and Qwen3.5 MoE `from_pretrained` error are different model-loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:42222|issue:45542", + "issue:44075|issue:45656", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43097|issue:45588" + ], + "prepared_review_unit_hash": "ccdb07e0fbc89448eaa3fb61eed4c3559a0155469f01c4e9376fc63ff8f503e6", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37602, + "estimated_input_tokens": 9401, + "estimated_eval_tokens": 19058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster rather than a true duplicate set. The issues span unrelated import errors, model-specific loading bugs, optimizer/runtime regressions, and docs/test nits, so I rejected every soft edge as not the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43097 is the clearest representative of the set: it has a specific regression claim, clear version context, and broader downstream impact than the more model-specific or incidental reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best single issue to anchor the cluster because it is well-scoped, user-facing, and described as a concrete v5 regression with some follow-up traffic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow/backend behavior, but one is about broken vitpose models and the other about installing torch-only extras; not the same code-path bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer problems: SGD args ignored vs deepspeed causing a double optimizer step." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package/backend installation issue versus model breakage; too broad and not the same failure." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general API rejection and the other is a specific streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is a removed config method in v5.0.0; the other is unexpected position-id keys across many models. Different regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype behavior, but one is a warning during bfloat16 compilation and the other is model components staying float32 when loading BLIP2." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different GLM-family bugs: missing image-patch method vs missing rms_norm_eps in layernorm config." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return issue in a DSA indexer is not the same as a RoPE implementation bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated failures." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking breakage in config classes is unrelated to a TensorFlow backend installation problem." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLM-Roberta support and the other is NemotronHForCausalLM support; different model paths." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard size behavior is unrelated to Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek/GLM internals and different bugs; no shared code-path evidence." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family loading issues, but one is a weight-shape mismatch and the other is missing projections in layer 0." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different FlashAttention problems: one is model support in v5 RC, the other is degenerate training with flash_attention_3." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen-VL/Qwen3-VL-MoE loading issues with no concrete overlap in failure mode." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config method removal and gguf_file handling are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision during AutoProcessor loading is unrelated to the testing_utils issue." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A bad import from image_utils and a docs/parameter-name mismatch are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM bugs with different failing methods and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and MaskGenerationPipeline dropping partial-batch results are different pipeline bugs." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor without torchvision and max shard size in save_pretrained have no common underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None may be related in theme, but the reported failure modes are not clearly the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote impl and a deepseek-v4 comb dtype/transpose issue are different problems." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video AutoProcessor loading is unrelated to the ReasoningEffort import error in Gemma 4 processor loading." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states on nonzero ranks with FSDP2/PEFT is unrelated to Liger Kernel not being applied in model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors from upstream packages, but they affect different missing symbols and different dependencies." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings method and flash_attention.py crashing on s_aux=None are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:44380|issue:46421", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43066|issue:43906", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "49a1ec11dd89819d7c46d27d9edc917c4679d70c492407559534950f4a8ceb82", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most pairs are only loosely similar by subsystem or model family, not the same underlying defect. I would not merge any soft edge as a duplicate based on the available evidence.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45478 is the most concrete, version-scoped runtime failure in the set; the rest are mostly distinct bugs or ancillary warnings, so it is the best single representative if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45478 is the most actionable and specific report here: it names a clear model family, a version boundary, and a failing from_pretrained path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: a removed config flag warning versus a quantized model save/load regression." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failure modes: stray API requests with local_files_only versus a missing encoder weight on load." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen family, but one is missing attention projections and the other is a config field being dropped; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a generic v5/Qwen3-VL-Moe issue and the other is a specific missing-projection defect." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols; no shared code-path." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction conflict versus tokenizer mapping returning None; different root causes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing seeding is unrelated to a noisy logging message." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A v5 removal warning is not the same as a quantization/offloading behavior issue." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after training is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems: cached_file kwargs forwarding versus auto_docstring annotation handling." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Backend attention scaling bug versus cache lazy-init recompilation issue; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are import/load problems, but they affect different objects and dependencies." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python version load failure and tensorflow_text backend validation error are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights versus max_shard_size semantics; not the same defect." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction report." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Save/load of dequantized models versus saving Pipeline objects; different object types and failure modes." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but they concern different config fields and different behaviors." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning is unrelated to a compile-time SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Repository dummy-class cleanup is unrelated to logging noise." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save/load failure and a specific-image infinite loop are not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and pipeline serialization are distinct issues." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed flag behavior and noisy logging do not share a concrete code-path problem." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-backend problems on different models; not mergeable as one fix." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash-Attention support on one model is unrelated to Python-version compatibility." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor-transpose issue are separate model bugs." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation edge case is unrelated to importing Trainer." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling config ignored versus register() changing function behavior; different APIs." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import failure have no shared root cause." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and degenerate classification loss are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is not the same as attention scaling behavior under SDPA/FlashAttention." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/quantization context, but one is FP8 save_pretrained while the other is a Qwen3.5 from_pretrained error; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082" + ], + "prepared_review_unit_hash": "736308b63d9a42ca755562993f9e91399fb1bfd732380bc16df8071df455eff8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated issues; the soft-similarity links do not look like true duplicates, so I rejected all of them. The most representative issue is the high-activity save/load regression report.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45698 is the most active and broadly framed bug report in the set, with detailed repros and inbound references around a save_pretrained/from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best global representative because it has the strongest discussion signal and describes a concrete, reusable serialization/loading failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: Gemma3 config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both mention dependency/import problems, but one is torch backend packaging and the other is Trainer import conflict with datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Unrelated warnings: local path slash import warning vs bfloat16 compile warning." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different code paths: missing configuration_utils symbol vs local_files_only still making API requests." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Distinct model bugs in different components (xLSTM training issues vs BeitImageProcessorFast label reduction)." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "One is a PyTorch warning, the other is a flex_attention compile failure on newer torch." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different surfaces: /v1/chat/completions request rejection vs Qwen2_5_VLProcessor batched chat template crash." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different modules." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed Sam3LiteText config refs is unrelated to a noisy logging message." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Serialization/loading regression vs a DeepSeek-V4 dtype/transpose bug; not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a general Qwen3-VL-Moe bug and the other is fp8 inference support." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Related CLIP regressions, but different outputs and likely separate forward-path bugs." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions endpoint validation issue vs assistant tool-call template crash; different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load/save problems, but one is Qwen3.5 checkpoint regression and the other is a sorted-state_dict loading error." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is not the same as Pipeline.save_pretrained failing." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior change and wrong decoder type are both v5 tokenizer issues, but not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to the Trainer import conflict." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different model-specific attribute errors in Gemma3 config and SAM 3 Video output classes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 architecture mismatch and the other is a GLM-5 implementation issue." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same family (Gemma4), but resize_token_embeddings and bidirectional attention are separate code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Import errors in different modules: GenerationMixin from transformers.generation vs is_offline_mode from huggingface_hub." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix is distinct from saving Pipeline objects." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save_pretrained/from_pretrained, but one is Pipeline persistence and the other is quantized sinq round-trip." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "No meaningful overlap: Gemma3 config attribute error vs patchtsmixer post_init validation." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/loading regressions, but they affect different mechanisms and models." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Separate Python-version compatibility problems for different releases." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4/Qwen3.5 bugs with no shared failing code path." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Nemotron Flash Attention support is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different model/config issues: Gemma4 bidirectional attention vs LlamaConfig head_dim validation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44625", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "077aa8ca16956a1997f861fb4a558384e1e59d43b904c3a602837026427254b0", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose thematic cluster of unrelated Transformer regressions and CI issues. A few items share broad language around import/loading/version-upgrade problems, but none of the listed soft pairs look like true duplicates of the same concrete bug path.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s recurring theme: import/load regressions after upgrading Transformers. It is still not a true duplicate umbrella, but it is the most central summary issue among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 best fits as the global representative because it captures the widest version-upgrade regression surface and is the closest to the common thread across the issues, even though the cluster is not actually duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different model configs and different missing attributes; both are config errors, but not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is about CLIPOutput attentions assignment, the other about Qwen3.5 save_pretrained checkpoint correctness; unrelated code paths." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config propagation, but they affect different models and different fields." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading failures for different architectures; no shared concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state bug versus a typo in cache strategy text; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Decorating cache update methods with no_grad is a specific runtime behavior bug; 45278 is a broad import-error regression report." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling is unrelated to an import failure that disappears after uninstalling datasets." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but one is about compiled Python files and the other about a Python 3.13 torch.jit parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading error versus a missing Qwen3.5 VisionConfig field; different failure mechanisms." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Checkpoint loading sort-order bug versus Gemma pipeline roundtrip tokenization; not the same issue." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are distinct problems." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different subsystems: config attribute loading versus training/optimizer state under FSDP2." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import performance, but one is about removing import * in models and the other is a general slow-import report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky test from missing set_seed is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific no_grad decorator request; the other is a vague broad complaint about v5 breaking many models." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both concern model loading, but they are different models and different missing keys/errors." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict ordering/load failure is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad decoration on cache update methods is unrelated to Python-version compatibility failures." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM during model load." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel PyTorch dependency error and tokenizer-loading regression are different issues." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP text-model structure inconsistency are related only at a broad CLIP level, not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "No connection between missing CLIP attentions and a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken keyword conflicts are different tokenizer/runtime bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test and a Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing set_seed in a SamHQ test is not the same as a stale device override failure in GraniteSpeech CI." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding instability and auto_mappings referencing removed configs are different CI problems." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload compatibility after upgrading versions are both loading regressions, but not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory regression and checkpoint reload failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are different Qwen3.5 issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated code changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:44315|issue:44360", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850" + ], + "prepared_review_unit_hash": "7d319c0a0acc624ca02e54c3f93f1459abb2b4f62d1d113b5edc16d9275d4682", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37714, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: most items are unrelated regressions, import errors, docs issues, or model-specific bugs that only share Transformers/v5 similarity. No soft edge looks like the same underlying bug or change.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster, but issue 43576 is the best anchor because it is a concrete, user-facing v5 regression with some discussion/inbound attention and broader reach than the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the most generally representative and actionable item in the set; the others are mostly narrower, separate failures or docs problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both touch v5-era behavior, but one is a broken env command and the other is AttentionInterface.register semantics; different code paths and symptoms." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained loading failure; too different to merge as one bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and post-upgrade slowdown are different problems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports for different symbols; likely separate export/version issues." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting after failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE tensor-parallel support and missing vision config field are different defects." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation/cache internals, but one is about no_grad decoration and the other about sync_gpus/update_model_kwargs behavior; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network calls and FP8 save_pretrained on MoE are separate issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang for Sentence Transformers is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-regression complaints, but they hit different model families and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No relation between offline-mode network requests and the unrelated 'racoon' issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-processor method are different problems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors and PretrainedConfig type-checking regressions are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and the unrelated 'racoon' issue do not match." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Both are loading/saving related at a high level, but compiled-file errors and save_pretrained failure are different code paths." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but tokenizer loading and Llama 3.2 Vision model loading are distinct failures." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and broken env command are different failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken CLI env command and a PretrainedConfig typing regression are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env breakage is unrelated to Qwen2.5-VL import errors." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and missing layer_type_validation import are separate issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated placeholder issue versus Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different problems." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and 'racoon' are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/MoE-adjacent, but one is save_pretrained behavior and the other is inference support; not the same concrete fix." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is kwargs forwarding and the other is attention-interface integration; separate code-path problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mention are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import symbols failing from transformers; likely separate export regressions." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init behavior and FP8 inference on B200 are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in v5 and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is a specific Qwen3.5 chat crash and the other is a generic 'too many models' report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218" + ], + "prepared_review_unit_hash": "301aeb561b30cc1e517103e43297bc9079034010501c1fa4016145c25201d468", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39694, + "estimated_input_tokens": 9924, + "estimated_eval_tokens": 20104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated Transformers regression reports, with only a few weakly similar v5/import/lazy-loading complaints. I would not merge any of the soft edges; none are clearly the same underlying bug or change.", + "confidence": 0.87, + "canonical_issue_reason": "No single issue cleanly represents this set: the items span docs, model-specific bugs, import/loading regressions, and unrelated API breakages. If forced, issue:45850 is the broadest umbrella for the v5-breakage reports, but it is too vague to be a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the closest umbrella representative because it captures the broad v5 regression theme seen across several reports, but it is still not specific enough to serve as a reliable duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "45230 is only a generic bug report; there is no evidence it refers to the same save_pretrained/file-missing problem." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both mention runtime behavior, but one is lazy-loading/import behavior and the other is a TensorFlow backend/package issue; different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3/MoE, but one is a model-support regression and the other is missing tensor-parallel metadata; not the same defect." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "These are unrelated: a Qwen3-VL bbox-generation issue versus a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import behavior and unsafe sys.modules access are different code paths and different failure modes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen-related, but one is 2D bbox output error and the other is an infinite-loop case on a specific image; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade regressions, but one is the env command and the other is checkpoint reload compatibility; different concrete problems." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * removal and missing GenerationMixin cache during chunked prefill are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "45850 is a vague umbrella complaint; it does not match the specific Llama4Config pad_token_id AttributeError." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 Qwen3-VL/MoE support and a DeepSeek weight-conversion question are different topics entirely." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern upgrade/reload compatibility, but one is general checkpoint reload after v4.57 and the other is remote-code/meta-init incompatibility for InternVL2; not clearly the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "The StableLm pad_token_idx regression is too specific to be the same as the broad, vague v5-breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same underlying issue as a generic report that v5 breaks many models." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression reports, but one is specifically about import errors after upgrade and the other is a vague general complaint; not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated documentation/API issues." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import slowness from model imports and failure to import Qwen3_5ForCausalLM are distinct issues." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A wrong model-type warning and Liger Kernel not being applied with model_init are separate behaviors." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated test/stability and scheduler issues." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support for Nemotron and Qwen3-VL bbox hallucination are different model-specific problems." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both touch import/lazy-loading performance, but one is a general intermittent import slowness report and the other is a specific lazy-loading bug; insufficient evidence they are the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env command regression and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access error is not tied to the generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is a different issue from the generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and different bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Model import performance and missing HybridCache import are unrelated import-path issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and feature-extractor pad performance are not the same code-path problem." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression and a testing_utils bug do not match." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support issues are not the same as a broad claim that v5 breaks too many models." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "They are both Qwen-related, but one is bbox output hallucination and the other is a Qwen3.5 MoE from_pretrained error; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer and _get_tied_weight_keys crashing on list are distinct implementation issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Pipeline docs referencing removed pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around forward arguments and tokenizer loading regression are different bugs." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and degenerate training under flash_attention_3 are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env command regression and lazy-loading issue are not the same concrete problem." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained support and tied-weight key handling are separate save/serialization issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not establish the same Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import behavior and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5ForCausalLM import are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "c01201a6112e71ed5363463a43e39a92e7ad5ca503ee423b41b207f042350fcc", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883384, + "estimated_input_tokens": 220846, + "estimated_eval_tokens": 441948 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40307, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose grab-bag of unrelated issues, with one dominant theme around Transformers v5/model-loading regressions and tokenizer/config breakages. No soft-edge pair looks like the same concrete bug, so none are merged.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the cluster and best matches the dominant v5 regression / model-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single representative because it summarizes the widespread version-5 breakage pattern seen across several other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Both are model-specific correctness bugs, but one is Qwen3VL timestamp calculation and the other is GLM-5 RoPE implementation; different code paths and symptoms." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp math and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a comb.transpose dtype issue are different DeepSeek problems with different fixes." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to a Qwen3ForCausalLM VRAM leak in dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward args is not the same as a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-API documentation confusion are different issue types and different code paths." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3 threading and GLM-5 RoPE implementation are unrelated bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are different model implementations." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance and a Qwen3 memory leak do not share the same bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 breakage meta-issue is not the same as a Qwen3.5 import failure." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in a processor and missing save_pretrained files are different defects." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different feature requests/bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3 threading VRAM leak are distinct model/runtime issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in one model is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is a different failure mode than Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps precision issue in MLA q_a_layernorm is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are different missing-symbol regressions." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH and Qwen3.5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Unexpected tokenizer behavior differences and wrong tokenizer decoder type are both tokenizer-adjacent, but not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs propagation and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and a nonsensical unrelated issue title do not match." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and the unrelated 'Unemployment' issue are not the same bug." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A spam/off-topic issue is not the same as a broad v5 breakage report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_get_tied_weight_keys crash and apply_chat_template tool-call crash affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4 pad_token_id AttributeError and tied-weight-key handling are different configuration/model-loading bugs." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and tied-weight-key crash are unrelated config issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/MoE support and processor.save_pretrained missing files are different topics." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs 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 defects." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 Moe from_pretrained error are different issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different problems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are unrelated feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value misuse and DeepSeek-V4 shared expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config type hint and tokenizer regex warning are not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value bug and missing kwargs in loss calculation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation and RoFormer attention interface usage are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value bug and RoFormer attention interface issue are different models and fixes." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and a quantization_operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and ModernBERT norm_eps type hint are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type-hint mismatch and quantization typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question and a ModernBERT type hint issue are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "3ec353ecfd76e7191747003ad58b33c0e441f043e14593c3e79c78521b1323df", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they cover unrelated topics across tokenizer truncation, learning-rate scheduling, and Wav2Vec2 word timestamps. No single issue serves as a meaningful cluster canonical.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues describe different feature requests in different areas and do not share the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good cluster representative; if forced, 10519 is the most self-contained, but it is still unrelated to the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different subjects: tokenizer truncation behavior vs. Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: text truncation option vs. ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No common underlying bug or change; one is about LR scheduling, the other about audio word offsets." + } + ] + }, + "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": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "7ef7defb32fd41c2cc5f9c3ecd5f2c85ab87db28085daf81b5e84c01ea1da200", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one is about Tapas tokenization differences, one is about a misleading private-model auth error, and one is about failing to load bert-base-uncased. The only commonality is vague model/tokenization/HF-loading similarity, not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue clearly represents a shared bug here; the cluster appears to be a loose similarity grouping rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #16618 is the most general of the three and the only one directly about model loading, but it still does not cover the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different problem from a model-loading failure for bert-base-uncased; they affect different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A bad private-model login error and a failure to load a public model are distinct issues with different root causes and user-facing behavior." + } + ] + }, + "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": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "fcba337161f68748bd79fd7701cf80c90e5ae9e5d538ceb6fe8b66b7a749b5b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature requests: one for Flash Attention 2 architecture support and one for GGUF architecture support. They share only a broad \u201ccommunity contribution\u201d framing, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue #33260 is the cleaner standalone request: it is more narrowly scoped and has more inbound references, so it is the better representative issue in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features and code paths (Flash Attention 2 vs GGUF support); 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": 5, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "6466810d1b85a4e72b8732a1bb3b40f6adffb2cb18904d37de8ff98180b60390", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a set of separate i18n translation requests by language, not one true duplicate cluster. The only clear duplicate subgroups are the three identical placeholder-template issues and the two identical Thai-titled issues.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43834 is the clearest representative of the duplicate placeholder-template subgroup; issue:44365 and issue:44370 match it closely, while the language-specific requests are distinct and should not be collapsed into the same issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best overall issue to keep as the canonical representative because it is the most generic/central of the exact-duplicate subgroup and has the broadest overlap with the other template-like entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language requests; same translation theme but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language requests; not a duplicate bug/change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs generic template issue; related topic, but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language request (Turkish vs Romanian); not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language request (Turkish vs Spanish); not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; only broadly similar by template." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language request (Spanish vs Romanian); not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; same theme, different issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic template issue; related but not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic template issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request content; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request content; not duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title/body pattern; looks like the same template issue duplicated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic template issue with identical title/body structure; likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-template issue vs unrelated Thai-titled issue; not the same content." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-template issue vs unrelated Thai-titled issue; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-template issues; same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; similar only at a high level." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same exact Thai title/body pattern; these appear to be duplicate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it separates the language-specific requests, and only groups the near-identical placeholder-template pairings and the Thai pair. The soft-edge accepts are conservative enough given the very high textual similarity and matching titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "08ee66004d9577990c1ac2896cab2a23192adc6315199d2f9a6f51eafff5836a", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21663, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21663, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose pile of unrelated model-request issues that only resemble each other at a very broad \u201cadd model support\u201d level. There are no convincing duplicates here, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No true duplicate cluster exists; if one issue must represent the set, 46133 is the most active and detailed generic model-request thread among otherwise heterogeneous requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46133 is the best triage representative because it has the strongest discussion/inbound activity, but it still does not unify the other requests as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests (EuroBert vs DEIMv2); same broad theme, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3-TTS support are different models and code paths." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR support are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct models with different integration work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object-detection model request vs audio model request; not the same underlying bug/change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support and weight-sparse transformer support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR are different model families and implementations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and sparse-transformer support are distinct changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "BERT-style model request vs audio model request; not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models, even if both are BERT-like." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture work is not the same as sparse-transformer support." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support are different code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate model families." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT support and a generic BERT-with-RoPE request are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are distinct audio modalities and separate support work." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support vs OCR model support are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is not the same as sparse-transformer support." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "TTS and audio-model request are different model-specific integrations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio models and requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision/perception encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse-transformer support are different code-path changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE support are not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 support are different model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + } + ] + }, + "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": 20, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "a39f994d8a71ea13e668db1a185be83c93ae916c911520ce0bab7f6998efbe5b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. No shared targets or filenames, and the topics do not indicate the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46443 is the more substantive code-change item; issue 38740 is a standalone documentation request and does not appear related.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 best represents the cluster\u2019s technical work because it concerns an actual model architecture refactor rather than documentation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: docs/framework listing vs Vision RoPE refactor. No shared files or explicit linkage, so they 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": 8, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "b109d2da563161a29894e068cf438e6bf170931298b1c7d903b240f244adecc8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests Set Block Decoding support, while the other requests DeepSeek v3.2 support. They refer to different model/features with no shared targets or code-path evidence.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #43037 is the more concrete, actionable request; #41084 is a broader/ambiguous decoding topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the best representative issue in this set because it is specific and clearly scoped to a single model-support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding vs DeepSeek v3.2 support. No shared files, targets, or evidence of 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": 9, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "3f7d0ebd870fcf6b5ffa56130a244e9f9b95dbe16d8f89da5e16e2295e806067", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention custom trainers, but they target different Trainer behaviors: one is about `remove_unused_column` customizability, the other about FLOPs estimation. They do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 43598 is the more concrete and actionable report, but it addresses a different code path than FLOPs estimation, so there is no true canonical duplicate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Shared mention of custom trainers is too broad; one issue concerns `remove_unused_column` behavior while the other concerns FLOPs counting, so they are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "c6f52a94191bbea14f6d73945f562802be2f94f512a4ffe92144a609cc91eb84", + "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 related at a high level (both ask for Qwen family AutoModel support), but they target different model/config combinations and different auto classes, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader, more foundational request: register Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, which is the clearer canonical tracking item for auto-class registration work.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best representative of the cluster because it is the more general auto-registration gap, while 44405 is a separate, narrower request for sequence-classification support on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one is Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other is Qwen3.5 AutoModelForSequenceClassification support. They involve different model families/configs and different auto heads, so they are not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "c0a00ce36dfba26aaf9ef10c63c055ebfb5ff6397b71c29516c00218ca479d05", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues are likely duplicates of one another based on identical titles and high similarity, but the evidence is limited to metadata. \"Fett\" looks separate. I\u2019d anchor the cluster on the earliest huggingface issue.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\" issues and is the best anchor for the likely duplicate set, given the identical titles and high similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the cleanest representative of the likely duplicate cluster because it is earliest and shares the exact repeated title with the other huggingface issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no concrete content overlap; soft similarity alone is not enough to treat them as duplicates." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no concrete evidence of the same underlying report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and only weak similarity evidence; not enough to accept as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Likely duplicate based on identical title and high similarity, though the packet does not expose the underlying issue text." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Likely duplicate based on identical title and high similarity, with no evidence they are different reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Likely duplicate based on identical title and high similarity, but the available evidence is limited to metadata." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster anchor is reasonable, but several soft-edge justifications overstate the evidence. The packet only gives identical titles, body lengths, and soft-similarity scores; it does not provide concrete issue content showing the reports are the same. Phrases like \"clearly overlapping issue report\" are too strong here. Please keep the duplicate verdicts more conservative, e.g. \"likely duplicate based on identical title and high similarity.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "6e65ec30bc4253951e92f3965429250922f6ba2c2e9eb38cd178d4ddc7acffc0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-information spam/placeholder issues. The only exact duplicate-looking items are the two \"\" issues, but there is still no evidence they describe the same underlying bug or change beyond identical placeholder titles, so I would not merge any pair on that basis alone.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44371 is the earliest exact \"\" placeholder entry and is as representative as any other low-information spam issue in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the cleanest canonical representative because it is an exact placeholder title and the earliest of the identical spam-like issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled \"\", but that is not enough to establish the same underlying bug or change; these look like separate spam placeholders." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical placeholder titles alone are insufficient to confirm duplication of the same concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is generic spam and the other is a vague documentation suggestion; no concrete shared issue is visible." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated; there is no indication they describe the same bug or requested change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague docs suggestion and a spam placeholder do not appear to be the same underlying item." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request is not the same as an unrelated spam placeholder." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Although both are titled \"\", there is no evidence they refer to the same underlying report rather than two separate spam entries." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles do not match and there is no shared concrete problem or change target." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No meaningful overlap beyond being closed issues; they do not look like duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "ccc52389b5c8a5d1d1f9864401cbd918f5aa7bc7727bea700c4a80a3886c7a12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have the same title and nearly identical metadata, so they are very likely duplicate reports of the same energy-optimization proposal. Issue #45145 is the better canonical issue because it was created first and has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 was opened first and appears to be the original report; #45151 is effectively the same issue with no distinguishing links or files.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative because it is earlier and slightly better connected (it has an inbound reference).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, same topic, and no evidence of distinct scope; these look like duplicate copies of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues have identical titles, close creation times, no distinct links/files, and one has only a slight inbound-reference advantage. The duplicate/ canonical-candidate call is conservative enough given the limited evidence, and the soft-edge accept does not overstate beyond the available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "7a3b6b2ef07228a7b3922690a274594ce9fbae157b9f41cb05b1f97e9c3a2bae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "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 in the same general area, but they do not look like duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is evident here because the issues describe different failure modes and different root causes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45674 is the clearest representative of the cluster\u2019s broader 4-bit inference/BitsAndBytes regression theme, with a more specific and actionable root-cause description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "The reports concern different code paths and symptoms: Gemma4 audio modules failing in torch.finfo on uint8 weights versus BitsAndBytesConfig clearing the default lm_head exclusion and asserting in 4-bit inference. Similar subsystem, 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": 16, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "cc53002243c7fafdf54318f45149fca1c891d85abf4cfade38755b4481ed1546", + "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": "Both items are bare-name/date issues with no body or technical context, so they do not appear to describe the same bug or change and are not good canonical triage candidates.", + "confidence": 0.96, + "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": "Titles are different personal-name entries with different dates and no shared bug report content; likely unrelated/spam rather than the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "9c051256cc1dca01ffc7e8a478879cf42bd3fc9cf8e3c9582ae8054c381e477a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not look like duplicates; they appear to be unrelated name/date entries rather than the same bug or request. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a plausible canonical representative here; the items do not share a clear underlying problem or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are unrelated personal-name/date entries with no shared subject, code path, or explicit linkage; this does not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "dd379e76b76a6de5d7299e6a03345af513ec3f51f706e2aa32b25de36259d837", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, the other asks for FP8 training support. They should not be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests and code changes: model/class support for token classification vs numerical precision/training support. No shared target or concrete overlapping 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": 19, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "04242ae3784a557f29efbe57071946174e149fc4fc7387eb789313cb17d81950", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is about a dataset bundle and does not look like the same underlying request as the DataForge example/service issues.", + "confidence": 0.98, + "canonical_issue_reason": "45870 is a strong canonical representative for the 'Example: Financial time series prediction with DataForge' pair because it is an exact duplicate of 45871 and is the earlier issue; 45872/45873 form a separate duplicate pair, so there is no single canonical issue for all five items.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue to keep as the representative of its duplicate pair: it is earliest, fully duplicated by 45871, and its title is stable and specific. The other items are either a separate duplicate pair (45872/45873) or a different topic (45869).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial data bundle promo versus a DataForge example issue; similar keywords but not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset bundle promotion versus DataForge example; not the same bug/change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate title and matching metadata/body length indicate the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other is a scraping-service request; not the same underlying item." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related theme, but different request and not the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: example prediction issue versus scraping-service issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: example prediction issue versus scraping-service issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate title and matching metadata/body length indicate the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly a different topic. The soft-edge verdicts are conservative, with no obvious overstatement beyond the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "366a0731ebf344bedb4ce1324517c0534f5993c8cbb193dd4b2cd1e1e6e61275", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static-cache failures around linear-attention models, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` on Qwen3.5. They are related in subsystem, but not the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes a more general and concrete static-cache code-path failure with a clear runtime consequence and root area (`early_initialization` / shape corruption).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster because it is more broadly applicable and closer to an actionable engine-level bug than the Qwen3.5-specific `KeyError` report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention breakage, but the symptoms differ materially: wrong tensor shapes in early initialization vs a missing `linear_attention` key on Qwen3.5. 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": "pull_request", + "component_index": 1, + "component_count": 35, + "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-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "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:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "fbe6d1dc136efee300e92e6897b981172d8e192b77ad5876aea6e5f1087cb3c8", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic similarity set of unrelated Transformers PRs. The only true duplicate-style match is the two `fixed_cross_entropy` patches (#43251 and #43254), which change the same function in the same file for the same issue. All other candidate pairs are different model additions, refactors, docs, or unrelated fixes.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43251 is the clearest representative of the only real duplicate pair: it has the explicit issue target, a concrete `fixed_cross_entropy` implementation change, and fuller discussion than #43254.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the best global representative because it is the most complete and directly issue-linked fix in the only genuine duplicate pair in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model/docs integration vs an ExecuTorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different models/features: Mistral tokenizer methods vs adding MobileLLM." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix vs ExecuTorch export test; unrelated code paths." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor/pretrained robustness changes vs a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs support is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model refactoring." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch test coverage and Mistral4 fixes are different changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs new MobileLLM model files." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs class config-resolution fix; different underlying problems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor vs Mistral4 test fixes are not the same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs CLIP-like `layrnorm` renaming are different code-path issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs chat-response parsing updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes vs TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests/model work is unrelated to the config-resolution order fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Only broad auto-modeling overlap; one is Mistral4 tests, the other is a model-creation skill draft." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is not the same as introducing a model-creation skill scaffold." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patches modify `src/transformers/loss/loss_utils.py` for the same `fixed_cross_entropy` behavior, adding support for the same kwargs on the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, #43251/#43254, is supported by shared issue target 43240 and the same file/function (`src/transformers/loss/loss_utils.py` / `fixed_cross_entropy`). The rest of the pairwise rejections are consistent with the previews and filenames, with no obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 35, + "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": "8ecb72ef5c1d63d42da20f0985471855d01127fd52860d71cb141730537a739a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs share the VibeVoice codebase, but they target different deliverables: the core VibeVoice implementation versus a separate VibeVoice Realtime add-on with acoustic-tokenizer and generation changes. They are related, but not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the more canonical core VibeVoice implementation: it is broader, less experimental, and already organizes the main model/docs/auto wiring without the realtime-specific extension work.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative PR for the cluster because it captures the primary VibeVoice integration path and is more mature than the draft realtime follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: these PRs overlap on the same model family and some shared files, but #42781 adds VibeVoice Realtime plus a new acoustic-tokenizer path and generation changes, which is a distinct extension rather than the same concrete 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": 3, + "component_count": 35, + "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": "143c0aaca4030d9760e614ed650c0d0a17398fc8223678dfe7ed0b45317a17e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. No duplicate or mergeable overlap is present.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different models, different code paths, and different user-facing capabilities.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication purposes; neither PR is a plausible duplicate of the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems and tasks: TimesFM time-series forecasting with covariates vs. DINOv3 image classification support. They do not fix the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 35, + "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": 35, + "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": "6edbe723ebbc2bc74af6e2fb588d19e6e47fdcf78e48a1fc22e2339c42922d7b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are independent new-model additions; they share repository plumbing but do not fix the same bug or implement the same model change. No duplicate merge candidate among the soft edges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduplication: these are distinct model-addition PRs for DeepSeek OCR, Isaac, and Kimi2-6, each with its own implementation and model files.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, pull_request:45630 is the strongest candidate because it has the highest review activity and the broadest, most developed model-addition footprint among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model families (DeepSeek OCR vs Isaac). Shared docs/auto-registration plumbing is not enough to treat them as the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families (Isaac vs Kimi2-6) with distinct implementations and targets; they only overlap on generic model-registration files." + } + ] + }, + "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": 35, + "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": "4aeafd95a351140424aa76e154a2f617e9607fcbb8cc4327dccf7cbd83144b4b", + "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 open PRs both update GitHub Actions across workflow files, but they target different dependency families and problems: one is a broad Node 24 compatibility sweep, the other is a docker/build-push-action version bump. They are related at the workflow-maintenance level but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader workflow Actions compatibility update and touches more files; it is the best representative of this cluster if a single PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the most suitable canonical PR because it addresses a clearly defined platform compatibility refresh across multiple workflows, whereas 42976 is a narrower action-version bump for docker image builds.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: 42975 upgrades assorted GitHub Actions for Node 24 compatibility, while 42976 specifically bumps docker/build-push-action from v5 to v6 in build workflows. They are different dependency updates affecting different code paths and could be merged independently." + } + ] + }, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "8c4b72f4403cd45107ea1a34055a83180130134ae1919fe082056cc9a0a84d2a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are separate model-addition pull requests (ViT NEPA, Molmo, Molmo2, CTSM). They share framework/registry/docs touchpoints, but they are different model integrations and not duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR among these; the closest representative is #43451 because it is the most developed model-addition PR and has the highest review activity, but it is still a distinct Molmo2 integration, not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "#43451 is the strongest standalone PR to anchor the cluster because it has the broadest implementation surface and far more discussion/review than the others, indicating the most complete integration work. It is not interchangeable with the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs Molmo. Overlap is limited to shared docs/auto-registry scaffolding, not the same concrete code-path change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs Molmo2. Shared framework files do not indicate the same bug or the same feature implementation." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs CTSM. They touch common transformer registry/docs code, but they are unrelated model additions." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name, but these are separate model families with distinct configs, processors, and model code; not one mergeable fix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions. Similarity is only in shared registration and documentation files." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model integrations with different code paths and files; shared auto/model registry edits are too broad to call them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 35, + "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-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46541" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:46541", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "fea27d137c94c94d51f709baa4d63041645e6103fbdff4cbcce5ca99125be675", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16425, + "estimated_input_tokens": 4107, + "estimated_eval_tokens": 8470 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16425, + "estimated_input_tokens": 4107, + "estimated_eval_tokens": 8470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another; they span unrelated fixes across Whisper tokenization, CLIP/ViT tests, FP8 dequantization, generation watermarking validation, PhiMoE integration tests, and trainer tests. The similarity signal is mostly generic \"fix\" wording rather than the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 has the clearest concrete product bug fix: it patches generation config validation for watermarking_config dicts and updates the related generation path, with tests across several models. It is more substantive than the mostly test-only PRs and more narrowly about one underlying code-path issue than the broader fp8/dequant change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the best representative of the cluster because it contains an actual functional fix in core generation code plus validation coverage, whereas the others are either test-only, placeholder-like, or fix different subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:46541", + "accept": false, + "reason": "Both touch tests, but they fix different areas: Whisper tokenizer/model tests vs trainer tests. No shared bug or mergeable common code-path issue." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenization behavior is unrelated to CLIP/ViT test edits; the latter looks like generic test noise, not the same defect." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding logic and FP8 dequant/loading are different subsystems with different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode/timestamp handling is unrelated to generation watermarking validation and generation utils." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to PhiMoE integration-test setup; these do not fix the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test edits in vision models are unrelated to the FP8 dequantization/code-loading fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "The CLIP/ViT test-only changes do not match the generation watermarking/config fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading behavior and PhiMoE integration-test setup are unrelated code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are real code fixes, but they address different problems in different parts of the stack: FP8 tensor padding/loading vs generation watermarking validation." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and PhiMoE integration-test setup are different issues, not a single 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": 9, + "component_count": 35, + "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": "2339fd85d0d6e725aed29302c93d82e609dc28f396f389ae65347c7ab94da828", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one is a narrow repo-bot/version-format test change, while the other is a larger CI/workflow and test-infrastructure change. The shared Vit test file is incidental, not evidence of the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different concerns and are not merge-equivalent changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the better representative of the cluster because it is the more substantial, self-contained change; however, it is still not a duplicate of PR #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: they do not fix the same concrete problem. #43488 is a small repo-bot/version-format test PR, while #43532 changes CI workflows and testing/notification files across multiple paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 35, + "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": "cc2006136813fc8ba00c7c89c95fe945222249d489c7e468298a3ee805109319", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They are related at the subsystem level, but they are not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger standalone PR in this cluster because it is more concrete and broader in implementation, with multiple model integrations and dedicated tests/docs for promptable visual segmentation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and code paths: concept segmentation vs visual segmentation. They share some docs/registry plumbing, but they are not the same change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 35, + "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": "075504e244662d2cf6a94e7671e8a764a4db7306fb411ff3efc0ae46e75232f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs touch the same file but fix different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT models. They are not duplicates and should not be clustered as the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 and 43663 address unrelated code paths in `Trainer` (loss scaling vs. input-column filtering), so neither can represent the other.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the better standalone representative only in the sense that it fixes a concrete training-step bug; however, it is not a duplicate of 43663 and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different concrete changes in `trainer.py`: 43651 adds `_loss_is_scaled_for_ga` and alters gradient accumulation loss normalization, while 43663 adds `_get_signature_columns` for column filtering. Shared file/subsystem is not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "6468b004b99687cfc0488a545ad13a98474bd563cc5981dbe716dfd08da92822", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention NameError, but they fix different runtime-typing problems. PR #43656 is about postponed annotations / missing transformer types in `serve.py`; PR #43842 is about `TypeAdapter` being unavailable when pydantic is not installed. They should not be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43842 is the more narrowly scoped and directly targeted fix: it explicitly handles `TypeAdapter` only under `TYPE_CHECKING` and quotes the validator annotation to avoid a runtime import-time NameError when pydantic is absent.", + "best_issue_reason": null, + "best_pr_reason": "#43842 is the best standalone PR in this cluster because it addresses a concrete optional-dependency failure path with a minimal change set. #43656 is a separate typing/runtime-annotation cleanup for a different NameError mechanism.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but different underlying bugs: #43656 changes annotations/imports around transformer types and `from __future__ import annotations`; #43842 specifically fixes `TypeAdapter` resolution when pydantic is not installed. They are not 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": 13, + "component_count": 35, + "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": 35, + "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:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "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:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request: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:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "a749a8fc471f68908bed225ad0bfa6e0ee655927acf7e44c11b3b0f2fe67f9db", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "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 PRs under the shared output-tracing umbrella of issue #43979. The true duplicates are the GPT-J/CodeGen line and the GPT-Neo line; the rest are separate per-model refactors and should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43979 is the shared umbrella target for the standardized output-tracing refactor across these PRs.", + "canonical_pr_reason": "PR #44722 is the broadest and latest representative of the GPT-J/CodeGen refactor line, overlapping the same concrete output-tracing path as the other GPT-J PRs.", + "best_issue_reason": "#43979 best captures the common underlying refactor theme that these PRs converge on.", + "best_pr_reason": "#44722 is the strongest representative PR: it is later, broader, and covers the same GPT-J output-tracing code path as the duplicate GPT-J PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; only the umbrella issue is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; both are output-tracing refactors but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path; same underlying change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-related refactor vs EfficientNet; same theme, different concrete change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; different concrete refactors." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTaV2; not the same underlying bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; only the output-tracing framework is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both touch GPT-Neo output tracing in the same model file; same underlying refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same umbrella issue, different refactor target." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet/RT-DETR related work vs GPT-J/CodeGen; not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; only broad refactor similarity." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different concrete refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; not the same model or bug." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; unrelated model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; different underlying changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; not the same concrete fix." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; same umbrella theme only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; unrelated refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different model-specific output handling." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; same framework, different model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; unrelated model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; not the same underlying issue." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44017", + "accept": false, + "reason": "MPNet vs SegFormer; different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; only the shared output-tracing theme matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; same umbrella refactor, not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; different model-specific fixes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; not a duplicate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different concrete refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; only broad theme overlaps." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; not the same bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTaV2; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 vs TextNet; different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a later overlapping version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both modify GPT-J output tracing in the same file and can plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet; not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; different concrete refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 vs SpeechT5; different model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 vs ViTS; not the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted pairs are plausibly mergeable into single bugfix PRs within the same model/file family, while the rejected pairs correctly avoid conflating shared output-tracing theme with actual duplicate changes across unrelated model code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "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": "83a75a5438b645fb3f14dfaf887b1f670098c7a2a55f2aa5fc2d0e24c298f4af", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific migrations to standardized output tracing/capture_outputs, not duplicate fixes for the same concrete code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44129 is the cleanest representative: it has an explicit issue link, a concrete model-scoped refactor, and the clearest standardized output-capture transition.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44129 is the best representative PR for the cluster because it is scoped, linked to a tracking issue, and most clearly implements the output-tracing standardization pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both adopt the same output-capture pattern, but they touch different model code paths (FocalNet vs ImageGPT) and are not mergeable as one fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad refactor theme, but VisualBert and TextNet are distinct implementations with different forward/output handling; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize tracing, but MPNet and VisualBert change separate model internals and do not fix one shared bug." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations with different output-capture wiring; too model-specific to count as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated code paths; the similarity is only the shared migration pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both refactor output collection, but SqueezeBert and SpeechT5 are distinct model implementations and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 35, + "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": "4887dae1a8f431899318328d4f52593b3dbbfae849e098c8933bc1b53c309504", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-specific refactors around output tracing / `can_return_tuple`, not the same underlying bug or a single mergeable change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR exists here; the cluster is a family of similar refactors across different models. If one representative is needed, PR 44003 is the broadest/most infrastructure-heavy example (touches `mamba` and `falcon_mamba`) and best captures the theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best representative because it has the broadest scope in the set and includes the most substantial output-tracing plumbing, but it still does not subsume the others as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and different wrapper logic; only share output-tracing cleanup." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect unrelated model implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model families (`timm_backbone` vs `mamba`/`falcon_mamba`), not one concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model implementations; too broad to treat as the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths (`mobilenet_v1` vs `univnet`)." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Related refactor pattern, but unrelated model code." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and likely different output-capture details; not the same PR-worthy fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Same broad subsystem theme only; distinct encoder-decoder wrapper code." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different architectures and code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Both refactor output handling, but on unrelated models (`vision_text_dual_encoder` vs `univnet`)." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Same pattern, but `vision_text_dual_encoder` and `mamba` are not mergeable into one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different tasks in different model families, not one underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Unrelated models; similarity is only in output-tracing cleanup." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct code paths and model families." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different depth-anything code vs audio generation code." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model stacks; no single shared bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and refactor scope." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba` output tracing and `superpoint` output tracing are unrelated implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths (`mamba` vs `codegen`), so not one duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward implementations; only the refactor style matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` changes are unrelated beyond generic output handling." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "No shared concrete bug; only a common refactor motif." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model-specific refactors, not mergeable into one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Closely related wrapper models, but still separate encoder/decoder code paths and not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different architectures and output contracts; not one underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and different tracing refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model implementations; same theme only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different code paths (`vision_encoder_decoder` vs `rwkv`)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper models; not the same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and output semantics." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; only generic refactor similarity." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and output-handling changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; not a single concrete bug/change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and output pathways." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct model code paths; same output-tracing motif only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "67138856af8cdb8f25da57a6dbc38dacfd38a579e18f3569890f1a48912e59e1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They overlap only in shared Transformers registration/docs plumbing, not in the underlying model or code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different models and different implementations, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a suitable cluster representative for the other; each is a standalone model addition with its own scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared registry/docs files are incidental and do not indicate the same underlying change or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 35, + "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": "0e66142f2c831df07c2a8b51f20b3ab89ba582171a70657482e19b2d58bd5f89", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same broad fusion area, but they target different layers: one introduces a generic Module Fusion API, the other adds n-to-1 kernel fusion plumbing via KernelConfig. They are related concepts, not the same concrete change set.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick #45363 as the better cluster representative because it implements the more concrete end-to-end fusion feature path (KernelConfig, model integration, and example usage), whereas #44979 is a lower-level API foundation for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the strongest representative of the cluster topic because it changes the actual fusion behavior across model loading/integration rather than only adding a standalone API module and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but not the same underlying bug/change: #44979 adds a general Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model integration. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 35, + "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": "d3177ef652fd99208f5527d931b784ed4b49472241505f411c5b0a1c212204ca", + "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 fix the same Mistral regex AttributeError in the same code path and differ mainly by test coverage; they are duplicates, with 45317 the better canonical PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: same code change plus tests, and it directly targets the AttributeError in _patch_mistral_regex.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative because it covers the same bug fix as 45086 and adds validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file; 45317 is essentially the patched-and-tested version of 45086, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 35, + "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": "bbed382227bb80df4ac977e293b05325c0b16b710afe43f5a343240b715199aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH workstreams, but they are not the same change: one is a refactor/compatibility rename pass, the other adds the proper NemotronH 3/2 split with docs and new model packages.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue present; as a PR cluster, 45569 is the better canonical representative because it is the broader, more user-facing implementation change with docs and model packaging, whereas 45115 is a narrower refactor/conversion mapping update.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the most complete and externally visible NemotronH change in the set: it updates docs, auto-mappings, model files, and adds the dense/sparse variants. 45115 is narrower and more implementation-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH internals, but the diffs indicate different goals: 45115 focuses on conversion-mapping/refactor compatibility for NemotronH, while 45569 introduces the actual NemotronH dense/sparse split and documentation. They are not the same concrete fix and would not plausibly merge into one PR without conflating separate changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 35, + "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": "b1e5da282eec455a7343a5e5105d0fdd25a93f8a09547df00af7df1a2698c02c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config plumbing, the other adds broader heterogeneous modeling/cache support on top of it. They are aligned in theme but not the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45333 is the more foundational and self-contained change: it introduces per-layer configuration support in the core config path, which the modeling work can build on.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45333 is the cleanest representative for the cluster because it targets the core per-layer config mechanism rather than the broader downstream modeling integration in 45332.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related heterogeneity work, but not the same underlying change: 45333 adds per-layer config support, while 45332 adds separate modeling/cache behavior using that config. They would not plausibly collapse into one PR without conflating distinct layers of the feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 35, + "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": "4ec21a9a3b6054c57760fbbc76a766a3354d9ae7c4b08f8c0cf644ea67f7c8eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related pull requests, 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 updates a smaller set of typing-sensitive paths. I would not treat them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "45425 is the more focused, concrete typing change; 45415 is a broad sweep across many files and a type-checking config tweak, so it is less representative of a single underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the best representative PR for this cluster because it has a narrower scope and a clearer underlying code change, whereas 45415 is a large typing pass that is too broad to serve as a clean canonical example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both touch typing and overlap on a few files, but 45415 is a broad type-checking cleanup while 45425 introduces specific typing aliases/protocols. They are different changes 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": 22, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "0828f7d4cc5c1d91ac5dd18863333202b10fb04fe0cb6e466fd4f59def7019ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that both touch cached-forward logic, but they target different model families and different concrete bugs. The shared theme is only broad cache/seq_len behavior, not the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the better canonical PR for this cluster: it is tightly scoped to Mamba2 cached forward with seq_len > 1 and has an explicit tracking issue, whereas #45513 spans multiple Qwen/Olmo model files and a different linear-attention bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best single representative because it is narrowly focused on one code path and one bug, making it easier to use as the cluster anchor than the broader multi-model Qwen3.5 PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both involve cache-aware forward passes, but they fix different problems in different architectures (Qwen/Olmo linear attention vs Mamba2 state reuse). They are not the same concrete bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "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": "a9c4d19a71da3844464778752cc7124ef26c9a162f438ae865c07f23ae3c8375", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related EP-loading fixes but not the same bug: one targets serialize/load handling with accelerate+ZeRO-3, the other fixes experts being overwritten during FSDP2/rank-0 broadcast. I would keep them separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger representative: it fixes a concrete, reproducible expert-parallel loading corruption in the actual load path and touches the relevant loading/integration code. PR 45548 is a narrower, separate accelerate/ZeRO-3 serialization fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best standalone PR here because it addresses a specific code-path bug with clearer runtime impact and a broader but still focused patch set. PR 45548 is useful but more narrowly scoped to config serialization and a helper property.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve expert parallelism and share modeling_utils.py, but they fix different underlying problems: 45548 is about EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while 45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 loading path. They are 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": 35, + "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": "434032dd49d401a9ff7d4a5d0e2aa29d48541d28bb382c6acb93f25a088b9971", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision in patched-testing debug artifacts; 45645 looks like the more complete end-to-end fix, while 45639 is the narrower producer-side change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the xdist-safe artifact generation plus the CI/workflow side needed to consume multiple captured_info files, making it the more complete fix for the same bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall fit: it addresses the artifact collision and also preserves CI debug-log collection when multiple xdist workers emit separate files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; 45645 expands the same fix to CI log handling, so they are plausibly mergeable into one combined 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": 25, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "6ebaf4a34ecf2dce67f49ac3b971fe4824df96b367e30a6ec998fff21e26f50c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7580, + "estimated_input_tokens": 1895, + "estimated_eval_tokens": 4046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated pull requests that only share a broad theme of model support/dispatch. The two attn_implementation PRs touch different model families and code paths, and the GLM ASR auto-mapping change is separate again. No duplicate PR cluster here.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR: the RecurrentGemma and BLIP-2/InstructBLIP PRs are feature-similar but fix different model-specific dispatch paths, and the GLM ASR PR is unrelated auto-mapping work.", + "best_issue_reason": null, + "best_pr_reason": "PR 46401 is the strongest standalone PR to keep if forced to pick one: it has the broadest concrete implementation scope, multiple model files/tests, and the most complete attn_implementation dispatch work. It is still not a duplicate of the RecurrentGemma PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: GLM ASR auto-model registration vs RecurrentGemma attention-dispatch support. No shared concrete code path." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Different changes: GLM ASR auto-model registration vs BLIP-2/InstructBLIP attention-dispatch support. Only a broad Transformers-theme overlap." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both add attn_implementation support, but for different model families and different implementations/tests. Similar feature, not the same underlying bug or mergeable 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": 26, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "f609eb38ecc482003a085d807f5d87306ea50cc4bf7d53232826f83894968b00", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: #45720 implements TRF003-style return_dict/can_return_tuple cleanup across text/audio model forwards, while #46259 adds a separate TRF018 linter rule for image/video processor do_* flags. The shared model filenames reflect broad subsystem overlap, not the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs target different lint rules and different code paths, so they are not the same change.", + "best_issue_reason": null, + "best_pr_reason": "#46259 is the cleaner representative of the cluster because it has a single, well-scoped modeling-rule addition with an explicit behavioral rule description.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying problems: one changes model forward return handling, the other adds a processor flag-consumption lint rule. They could 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": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "54ea385485eab33faaa3df86fa3fe1ea663f5ea052388d47186c7b8c308c51e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "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 broad model/config/workflow change, while the other is a tiny test-only PR with intentional failing assertions. They do not fix the same underlying bug or code path.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the more substantive and coherent change set; PR 46100 is a standalone test-migration placeholder and not a canonical duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best representative artifact because it contains a real functional/code change, whereas PR 46100 is clearly not a meaningful fix and is not suitable as a canonical duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs are unrelated. 45932 touches model internals, mappings, and CI secrets; 46100 only edits one test file and adds intentionally failing assertions. They do not address the same bug or merge cleanly 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": 29, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "5374294a08832c7eb030eb5d289114d9fd3dc05b6b1259cba833355ecc4e09a8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar (all add SDPA dispatch support), but they target different model code paths and are not the same concrete change. The broadest and most representative PR is the wav2vec2/SeamlessM4T one, but none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest implementation: it spans multiple model families (wav2vec2_conformer/bert and SeamlessM4T/v2), updates several model files and tests, and is the most representative SDPA-dispatch change in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the best overall representative because it covers the widest set of affected models and includes the most substantial code/test coverage for the shared SDPA-dispatch theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same high-level feature, but different model implementations (CTRL vs T5) and different concrete code paths. They are not the same fix and would not plausibly be merged into one PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Both add SDPA support, but for different model families with distinct attention logic. This is a shared feature theme, not a duplicate bug or change." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "These touch different architectures and validation paths; they are related feature work, not the same underlying 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": 30, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "54dd0737ffbfdc2fa34dde8abb0d07f5283acbf02752a69a240e3efc2ffcf95a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch distributed code, but they are not the same change: #46126 is a focused EP/router + trainer integration, while #46269 is a broad distributed branch base with many unrelated edits. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more specific, self-contained feature PR; #46269 is a sprawling base branch that bundles many distributed changes, so it is not a good canonical duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative PR in this cluster because it targets one concrete code-path change. #46269 is too broad and mixed-scope to serve as the canonical artifact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: #46126 implements EP/router handling and trainer integration, while #46269 is a large branch base covering many separate distributed features. They are not the same underlying fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-6", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46138|pull_request:46503", + "pull_request:46138|pull_request:46501", + "pull_request:46138|pull_request:46502", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46504", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46503|pull_request:46504" + ], + "prepared_review_unit_hash": "f3ad59aaf6a2762871d381d98b44577028d93d1fa9a307d286a44b9de21f892e", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14234, + "estimated_input_tokens": 3559, + "estimated_eval_tokens": 7374 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14234, + "estimated_input_tokens": 3559, + "estimated_eval_tokens": 7374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a set of small, workflow-only maintenance PRs. They share superficial similarity in title and scope, but each touches a different GitHub Actions file and makes a different operational change, so none are true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are independent workflow edits in different files, not one underlying bug or feature change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; none of these PRs appears to be the same concrete change as another.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different edits: stdin handling vs commit-message grep behavior, so not the same change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "One updates self-comment CI command piping; the other changes SSH runner download/security handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46503", + "accept": false, + "reason": "One is a self-comment CI CLI invocation change; the other adds workflow_dispatch to benchmark_v2." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and purposes: self-comment CI command input vs anti-slop permissions placement." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and behaviors: self-comment CI command input vs checkout base ref for assign-reviewers." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and env cleanup is unrelated to benchmark_v2 trigger changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner changes are unrelated to anti-slop workflow permission scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner hardening is unrelated to reviewer assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and fixes: SSH runner security/download handling vs build-ci commit-message handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission scoping and benchmark trigger logic are different workflow concerns." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permission changes are unrelated to assign-reviewers base-branch checkout." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes: anti-slop permissions vs build-ci message parsing." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout ref and benchmark dispatch trigger are unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Assign-reviewers checkout behavior is unrelated to build-ci commit-message parsing." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark_v2 trigger expansion and build-ci commit-message parsing address different code paths and workflows." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "0df863f43b7ae5d302936b6d0a4daab3122f14888142e9f3af188f578579c53f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about avoiding direct file-open source inspection, but they fix different code paths: one in import_utils for resolving the package source, the other in modeling_utils for _can_set_attn_implementation. They are related in theme, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative of the cluster because its title and diff clearly describe the source-reading change in a specific code path, while 46152 is a narrower implementation of a different source-location lookup.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the stronger standalone PR: it has a clear behavioral target, a focused diff, and tests, whereas 46152 is another unrelated source-access refactor in a different module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Related only by the general idea of replacing file-open source inspection. They touch different modules/functions and would not plausibly merge into one PR for the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 35, + "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-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "223dc9e3eda32364f220b7052cd9d0c45c4a717da32a4ca652d46a4f716308f2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PRs 46173 and 46474 are near-identical duplicates fixing the same StaticLayer.get_seq_length type annotation in cache_utils.py. PR 46436 is unrelated: it changes static cache max-length handling in generation utilities, not the return type bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose pull_request:46173 as canonical: it is the earlier, issue-linked version for #45987 and has the same exact cache_utils.py type-hint change as 46474.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46173 is the best representative because it directly targets #45987 and cleanly captures the concrete StaticLayer.get_seq_length annotation fix; 46474 is a redundant duplicate and 46436 addresses a different code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different fixes: 46436 adjusts static cache length selection in generation/utils.py, while 46474 only changes the StaticLayer.get_seq_length return annotation in cache_utils.py." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both are the same cache_utils.py type-hint update for StaticLayer.get_seq_length and both reference issue #45987." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: 46173 and 46474 have the same cache_utils.py type-hint diff and the same issue target (#45987), so treating them as duplicates is conservative. 46436 is a different PR with a different file and issue target, so separating it is also supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 35, + "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-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code 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": 35, + "component_count": 35, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "fa9eb324ed50e91299dd3a514bdd01720f0a92f6e81c4bca9bad8e8add816f0e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds multimodal continuous batching support, while the other adds the HunYuan VL model with its docs/tests. They do not look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46417 is the better canonical representative because it is a cohesive, self-contained model addition with docs, configs, code, and tests, whereas #46376 is a draft feature-expansion PR in a different subsystem.", + "best_issue_reason": null, + "best_pr_reason": "PR #46417 is the strongest standalone change in the cluster; it is complete and clearly scoped. PR #46376 is a draft and, despite being larger feature work, is not the best anchor for this unrelated pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different codepaths and goals: continuous batching/mm support versus adding a new multimodal model package, docs, and tests. No sign they fix or implement the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/manifest.json b/snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b3e00c1e123827c1f61351b9e625481508152e43 --- /dev/null +++ b/snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260610t180024z", + "artifacts": { + "hybrid": "snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-10T18:06:07Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260610T180024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260610T180024Z/manifest.json b/snapshots/20260610T180024Z/manifest.json index 317776881c888abb2ef35aed1d7c4b4180289a57..a1f0c2c151fcd16f064e0797994d130a5b58bd3b 100644 --- a/snapshots/20260610T180024Z/manifest.json +++ b/snapshots/20260610T180024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 900 }, "extracted_at": "2026-06-10T18:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260610t180024z", + "runs": { + "hybrid-model-20260610t180024z": { + "analysis_id": "hybrid-model-20260610t180024z", + "artifacts": { + "hybrid": "snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260610T180024Z/analysis-runs/hybrid-model-20260610t180024z/manifest.json", + "model": null, + "published_at": "2026-06-10T18:06:07Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260610T180024Z", "watermark": {