| # Model arguments | |
| model_name_or_path: sanchit-gandhi/tiny-random-MistralForCausalLM-1-layer | |
| teacher_model_name_or_path: sanchit-gandhi/tiny-random-MistralForCausalLM-1-layer | |
| dtype: bfloat16 | |
| load_teacher_in_4bit: true | |
| # Data arguments | |
| train_dataset_name: HuggingFaceTB/cosmopedia-100k | |
| train_dataset_config_name: default | |
| train_split_name: train[:100] | |
| eval_split_name: train[-10:] | |
| num_train_epochs: 2 | |
| # Training arguments | |
| do_train: true | |
| do_eval: true | |
| per_device_eval_batch_size: 4 | |
| per_device_train_batch_size: 4 | |
| learning_rate: 0.0003 | |
| warmup_steps: 10 | |
| gradient_checkpointing: true | |
| dataloader_num_workers: 2 | |
| preprocessing_num_workers: 2 | |
| save_strategy: epoch | |
| evaluation_strategy: epoch | |
| logging_steps: 25 | |
| overwrite_output_dir: true | |
| output_router_logits: true | |
| report_to: wandb | |
| output_dir: ./ | |