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DAPS-Math
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DAPS-selector

PyTorch
premise-selection
theorem-proving
lean
mathlib
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DAPS-selector
File size: 2,819 Bytes
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{
  "graph_path": "${DATA_ROOT}/Mathlib/mathlib4-v4.22.0.json",
  "batch_size": 16,
  "epochs": 80,
  "lr": 0.0006,
  "lr_scheduler": "constant",
  "warmup_ratio": 0.05,
  "warmup_steps": 0,
  "min_lr": 0.0,
  "max_nodes": 300,
  "subgraph_mode": "random_2hop",
  "select_top_k": 64,
  "hidden_dim": 512,
  "proj_dim": 256,
  "local_layers": 3,
  "heads": 4,
  "global_dim": null,
  "dropout": 0.1,
  "device": "cuda",
  "text_encoder_device": "cuda",
  "num_workers": 4,
  "max_train_queries": 0,
  "max_val_queries": 0,
  "max_test_queries": 0,
  "train_repeat": 2,
  "dataset_mode": "mathlib",
  "combined_jsonl_path": null,
  "combined_val_count": 1000,
  "combined_test_count": 1000,
  "split_mode": "fixed_holdout",
  "val_count": 2000,
  "test_count": 2000,
  "holdout_per_split": 1000,
  "out_dir": "runs/phase2_subgraph",
  "embedding": "alibaba-gte-modernbert-ft",
  "seed": 42,
  "max_length": 1024,
  "sub_node_max_length": 1024,
  "proof_pattern_mode": "none",
  "proof_pattern_embedding": "alibaba-gte-modernbert-ft",
  "proof_pattern_max_length": 768,
  "pin_memory": true,
  "prefetch_factor": 1,
  "max_candidates_per_batch": 1500,
  "persistent_workers": false,
  "eval_batch_size": 8,
  "eval_num_workers": 2,
  "eval_prefetch_factor": 1,
  "eval_pin_memory": false,
  "eval_dynamic_fraction": 0.05,
  "feature_cache_dir": "runs/phase2_subgraph/feature_cache",
  "precompute_batch_size": 512,
  "force_precompute_features": false,
  "ddp_backend": "nccl",
  "resume_path": null,
  "memory_bank_dir": "runs/phase2_subgraph/memory_bank",
  "memory_bank_topk": 512,
  "memory_bank_chunk_size": 2048,
  "memory_bank_per_query": 0,
  "memory_bank_build_device": "cuda:0",
  "random_negatives_per_query": 0,
  "random_hard_negatives_per_query": 30,
  "hard_negatives_per_query": 0,
  "global_negatives_per_query": 30,
  "fixed_retrieval_negatives": false,
  "fixed_retrieval_topk": 10,
  "fixed_retrieval_chunk_size": 256,
  "fixed_retrieval_build_device": null,
  "fixed_retrieval_cache_dir": null,
  "fixed_retrieval_force_rebuild": false,
  "fixed_retrieval_strict": false,
  "mathlib_fixed_retrieval_checkpoint": null,
  "mathlib_fixed_premise_embeddings": null,
  "combined_fixed_retrieval_checkpoint": null,
  "combined_fixed_premise_embeddings": null,
  "cross_batch_negs": 32,
  "cross_batch_queue": 4096,
  "resource_monitor_interval": 60.0,
  "wandb_project": null,
  "wandb_entity": null,
  "wandb_run_name": null,
  "loss_reduction": "positive",
  "loss_type": "positive_infonce",
  "diversity_weight": 0.0,
  "diversity_temperature": 1.0,
  "loss_scale": 20.0,
  "loss5_neg_source": null,
  "loss5_neg_count": 3,
  "loss5_pair_batch_size": null,
  "grad_accum_steps": 8,
  "subgraph_cache_dir": "runs/phase2_subgraph/subgraph_cache",
  "force_precompute_subgraphs": false,
  "use_amp": true
}