{ // Data Arguments //################ "dataset_HF": "c-bone/alex_mp_20", "pretrained_tokenizer_dir": "_utils/HF-cif-tokenizer", "context_length": 1024, // Filters "remove_CIFs_above_context": false, "remove_CIFs_with_unk": true, // "activate_conditionality": "None", // 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, // Learning Rate and Optimizer "learning_rate": 0.001, "lr_scheduler_type": "cosine_with_min_lr", "lr_scheduler_kwargs": { "min_lr_rate": 0.01 }, "warmup_ratio": 0.0, "adam_beta1": 0.9, "adam_beta2": 0.98, "grad_clip": 1.0, "weight_decay": 0.01, "optimizer": "muon", "muon_lr": 0.01, "muon_momentum": 0.95, // Logging "output_dir": "model_ckpts/alex_mp_20_text/", "save_total_limit": 2, "report_to": "wandb", "wandb_project_folder": "CrystaLLM-pi", "eval_strategy": "steps", "eval_steps": 10000, "logging_steps": 50, "save_strategy": "steps", "max_steps": 375000, "early_stopping_patience": 15, "early_stopping_threshold": 0.000005, // 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, "deepspeed_config": "_config_files/deepspeed_default.json", // CodeCarbon Arguments //###################### "codecarbon": true, "tracker_project": "CrystaLLM-pi" }