| base_model: tiiuae/falcon-7b | |
| base_model_config: tiiuae/falcon-7b | |
| trust_remote_code: true | |
| model_type: AutoModelForCausalLM | |
| tokenizer_type: AutoTokenizer | |
| load_in_8bit: false | |
| load_in_4bit: true | |
| gptq: false | |
| strict: false | |
| push_dataset_to_hub: | |
| datasets: | |
| - path: QingyiSi/Alpaca-CoT | |
| data_files: | |
| - Chain-of-Thought/formatted_cot_data/gsm8k_train.json | |
| type: "alpaca:chat" | |
| dataset_prepared_path: last_run_prepared | |
| val_set_size: 0.01 | |
| adapter: qlora | |
| lora_model_dir: | |
| sequence_len: 2048 | |
| max_packed_sequence_len: 2048 | |
| lora_r: 64 | |
| lora_alpha: 16 | |
| lora_dropout: 0.05 | |
| lora_target_modules: | |
| lora_target_linear: true | |
| lora_fan_in_fan_out: | |
| wandb_project: falcon-qlora | |
| wandb_watch: | |
| wandb_run_id: | |
| wandb_log_model: | |
| output_dir: ./qlora-out | |
| batch_size: 8 | |
| micro_batch_size: 4 | |
| num_epochs: 3 | |
| optimizer: paged_adamw_32bit | |
| torchdistx_path: | |
| lr_scheduler: cosine | |
| learning_rate: 0.0002 | |
| train_on_inputs: false | |
| group_by_length: false | |
| bf16: true | |
| fp16: false | |
| tf32: true | |
| gradient_checkpointing: true | |
| # stop training after this many evaluation losses have increased in a row | |
| # https://huggingface.co/transformers/v4.2.2/_modules/transformers/trainer_callback.html#EarlyStoppingCallback | |
| early_stopping_patience: 3 | |
| resume_from_checkpoint: | |
| auto_resume_from_checkpoints: true | |
| local_rank: | |
| logging_steps: 1 | |
| xformers_attention: false | |
| flash_attention: | |
| gptq_groupsize: | |
| gptq_model_v1: | |
| warmup_steps: 10 | |
| eval_steps: 5 | |
| save_steps: 10 | |
| debug: | |
| deepspeed: | |
| weight_decay: 0.000001 | |
| fsdp: | |
| fsdp_config: | |
| special_tokens: | |
| pad_token: "<|endoftext|>" | |
| bos_token: ">>ABSTRACT<<" | |
| eos_token: "<|endoftext|>" | |