{ // Data Arguments //################ "dataset_HF": "c-bone/mpdb-slme-full", "pretrained_tokenizer_dir": "HF-cif-tokenizer", "context_length": 1024, // Filters "remove_CIFs_above_context": false, "remove_CIFs_with_unk": true, // Conditional Arguments //####################### "condition_columns": "['norm_SLME']" , "n_prefix_tokens": 1, "n_hidden_cond": 768, "cond_dropout": 0.14, "share_layers": false, "n_heads_sharing_slider": 2, "cond_lr": 3.27508165E-5, "cond_wd": 0.13, "activate_conditionality": "PKV", // Model Arguments //################# // Model Depth // n_positions has been tied to context_length "n_embd": 512, "n_layer": 8, "n_head": 8, // Dropout "residual_dropout": 0.1, "embedding_dropout": 0.1, "attention_dropout": 0.1, // Trainer Arguments //################### // Batching "train_batch_size": 32, "eval_batch_size": 32, "gradient_accumulation_steps": 1, "auto_find_batch_size": false, // Learning Rate and Optimizer "learning_rate": 1.0596703391605471e-06, "lr_scheduler_type": "cosine_with_min_lr", "lr_scheduler_kwargs": { "min_lr_rate": 0.01 }, "warmup_steps": 250, "adam_beta1": 0.9, "adam_beta2": 0.999, "grad_clip": 1.0, // "max_grad_norm": 1.0, "weight_decay": 0.09, // Logging "output_dir": "model_ckpts/mpdb_slme/PKV-opt", "save_total_limit": 2, "report_to": "wandb", "wandb_project_folder": "SLME", "pretrained_model_dir": "model_ckpts/mpdb-small-base-lematerial/checkpoint-1250000", "eval_strategy": "no", "logging_steps": 50, "save_strategy": "steps", "max_steps": 16000, // Utils "seed": 1, "data_seed": 1, // "load_best_model_at_end": true, "metric_for_best_model": "train_loss", "greater_is_better": false, "torch_compile": true, "fp16": true, "deepspeed_config": "_config_files/deepspeed_default.json", // CodeCarbon Arguments //###################### "codecarbon": true, "tracker_project": "CrystaLLM-pi" }