| { | |
| "ESM": false, | |
| "MI": false, | |
| "MOE": true, | |
| "_name_or_path": "output/checkpoint-80000", | |
| "a_col": "a", | |
| "architectures": [ | |
| "MoEBertForSentenceSimilarity" | |
| ], | |
| "attention_probs_dropout_prob": 0.0, | |
| "b_col": "b", | |
| "classifier_dropout": null, | |
| "contact_head": false, | |
| "data_paths": [ | |
| "lhallee/abstract_domain_cvd", | |
| "lhallee/abstract_domain_copd", | |
| "lhallee/abstract_domain_skincancer", | |
| "lhallee/abstract_domain_autoimmune", | |
| "lhallee/abstract_domain_parasitic" | |
| ], | |
| "domains": [ | |
| "[CVD]", | |
| "[COP]", | |
| "[CAN]", | |
| "[IMM]", | |
| "[PAR]" | |
| ], | |
| "eval": false, | |
| "eval_accumulation_steps": null, | |
| "eval_steps": 5000, | |
| "evaluation_strategy": "steps", | |
| "expert_loss": true, | |
| "fp16": true, | |
| "gradient_accumulation_steps": 1, | |
| "group_by_length": false, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.05, | |
| "hidden_size": 768, | |
| "huggingface_username": "lhallee", | |
| "initializer_range": 0.02, | |
| "intermediate_size": 3072, | |
| "label_col": "label", | |
| "layer_norm_eps": 1e-12, | |
| "learning_rate": 1e-05, | |
| "length_column_name": "length", | |
| "limits": false, | |
| "log_path": "./results.txt", | |
| "logging_dir": "./logs", | |
| "logging_steps": 100, | |
| "logging_strategy": "steps", | |
| "lr_scheduler_type": "cosine", | |
| "max_length": 512, | |
| "max_position_embeddings": 512, | |
| "metric_for_best_model": "f1_max", | |
| "model_path": "allenai/scibert_scivocab_uncased", | |
| "model_type": "bert", | |
| "moe_type": "topk", | |
| "n_col": "negatives", | |
| "new_special_tokens": true, | |
| "num_attention_heads": 12, | |
| "num_experts": 8, | |
| "num_hidden_layers": 12, | |
| "num_tasks": 5, | |
| "num_train_epochs": 10, | |
| "output_dir": "./output", | |
| "p_col": "positives", | |
| "pad_token_id": 0, | |
| "patience": 10, | |
| "per_device_eval_batch_size": 20, | |
| "per_device_train_batch_size": 20, | |
| "position_embedding_type": "absolute", | |
| "save_path": "nlp_single_moe_no_MI.pt", | |
| "save_steps": 5000, | |
| "save_strategy": "steps", | |
| "save_total_limit": 3, | |
| "seed": 42, | |
| "single_moe": true, | |
| "test_size": 10000, | |
| "token": null, | |
| "token_moe": true, | |
| "topk": 2, | |
| "torch_dtype": "float32", | |
| "transformers_version": "4.39.2", | |
| "type_vocab_size": 2, | |
| "use_cache": true, | |
| "valid_size": 10000, | |
| "vocab_size": 31100, | |
| "wBAL": 0.05, | |
| "wEX": 0.01, | |
| "wandb": false, | |
| "wandb_name": "triplet_test", | |
| "wandb_project": "SSPR", | |
| "warmup_steps": 100, | |
| "weight_decay": 0.01, | |
| "weight_path": null, | |
| "yaml_path": "yamls/MOE/all_nlp.yaml" | |
| } | |