{ // Data Arguments //################ "dataset_HF": "c-bone/lematerial_clean", "pretrained_tokenizer_dir": "HF-cif-tokenizer", "context_length": 1024, "dataset_streaming": false, // Filters "remove_CIFs_above_context": false, "remove_CIFs_with_unk": true, // Conditional Arguments //####################### "activate_conditionality": "None", // Model Arguments //################# // Model Depth "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": 0.001, "lr_scheduler_type": "cosine_with_min_lr", "lr_scheduler_kwargs": { "min_lr_rate": 0.001 }, "warmup_steps": 0, "adam_beta1": 0.85, "adam_beta2": 0.98, "grad_clip": 1.0, "weight_decay": 0.1, // Logging "output_dir": "model_ckpts/mpdb-small-base-lematerial", "save_total_limit": 2, "report_to": "wandb", "eval_strategy": "steps", "eval_steps": 5000, "logging_steps": 500, "save_strategy": "steps", "max_steps": 1250000, "early_stopping_patience": 10, "early_stopping_threshold": 0.00001, // Utils "seed": 1, "data_seed": 1, "load_best_model_at_end": true, "metric_for_best_model": "eval_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" }