| { | |
| "model_name": "unsloth/gemma-2-2b", | |
| "max_seq_length": 2048, | |
| "dtype": null, | |
| "load_in_4bit": false, | |
| "lora_params": { | |
| "r": 16, | |
| "target_modules": [ | |
| "q_proj", | |
| "k_proj", | |
| "v_proj", | |
| "o_proj", | |
| "gate_proj", | |
| "up_proj", | |
| "down_proj" | |
| ], | |
| "lora_alpha": 16, | |
| "lora_dropout": 0, | |
| "bias": "none", | |
| "use_gradient_checkpointing": "unsloth", | |
| "random_state": 3407, | |
| "use_rslora": false, | |
| "loftq_config": null | |
| }, | |
| "training_args": { | |
| "per_device_train_batch_size": 4, | |
| "gradient_accumulation_steps": 4, | |
| "warmup_steps": 5, | |
| "num_train_epochs": 1, | |
| "learning_rate": 0.0002, | |
| "fp16": false, | |
| "bf16": true, | |
| "logging_steps": 1, | |
| "optim": "adamw_8bit", | |
| "weight_decay": 0.01, | |
| "lr_scheduler_type": "linear", | |
| "seed": 3407, | |
| "output_dir": "outputs", | |
| "report_to": "none" | |
| }, | |
| "data_config": { | |
| "dataset_name": "marmikpandya/mental-health", | |
| "dataset_split": "train", | |
| "dataset_rows": null, | |
| "conversation_format": { | |
| "instruction": "Provide an instruction to the model, e.g., 'Provide advice on coping with stress.'", | |
| "input": "Include user details or context, e.g., 'I've been feeling overwhelmed with work and personal responsibilities.'", | |
| "response": "The model's response based on the instruction and input." | |
| }, | |
| "max_seq_length": 2048, | |
| "train_on_responses_only": false | |
| }, | |
| "inference_config": { | |
| "temperature": 1.0, | |
| "min_p": 0.9, | |
| "max_new_tokens": 512 | |
| }, | |
| "alpaca_prompt": { | |
| "template": "If you are a licensed psychologist, please provide this patient with a helpful response to their concern.\n\n### Instruction:\n{}\n\n### Input:\n{}\n\n### Response:\n{}", | |
| "eos_token": true | |
| } | |
| } |