| base_model: mistralai/Mixtral-8x7B-v0.1 | |
| model_type: AutoModelForCausalLM | |
| tokenizer_type: LlamaTokenizer | |
| trust_remote_code: true | |
| load_in_8bit: false | |
| load_in_4bit: true | |
| strict: false | |
| datasets: | |
| - path: Open-Orca/SlimOrca | |
| type: sharegpt | |
| conversation: chatml | |
| dataset_prepared_path: last_run_prepared | |
| val_set_size: 0.005 | |
| output_dir: ./slimorca-mixtral-out | |
| save_total_limit: 2 | |
| hub_model_id: openaccess-ai-collective/slimorca-mixstral-8x7b | |
| dataloader_num_workers: 8 | |
| dataloader_prefetch_factor: 4 | |
| dataloader_pin_memory: true | |
| adapter: qlora | |
| lora_model_dir: | |
| sequence_len: 8192 | |
| sample_packing: true | |
| pad_to_sequence_len: true | |
| lora_r: 64 | |
| lora_alpha: 32 | |
| lora_dropout: 0.1 | |
| lora_target_linear: true | |
| lora_fan_in_fan_out: | |
| lora_modules_to_save: | |
| - lm_head | |
| - embed_tokens | |
| #lora_target_modules: | |
| # - gate | |
| # - q_proj | |
| # - k_proj | |
| # - v_proj | |
| # - o_proj | |
| # - w1 | |
| # - w2 | |
| # - w3 | |
| wandb_project: slimorca-mixtral | |
| wandb_entity: oaaic | |
| wandb_watch: | |
| wandb_name: | |
| wandb_log_model: | |
| gradient_accumulation_steps: 1 | |
| micro_batch_size: 4 | |
| num_epochs: 2 | |
| optimizer: paged_adamw_8bit | |
| lr_scheduler: cosine | |
| learning_rate: 0.001 | |
| adam_beta2: 0.95 | |
| adam_epsilon: 0.00001 | |
| max_grad_norm: 1.0 | |
| train_on_inputs: false | |
| group_by_length: false | |
| bf16: true | |
| fp16: false | |
| tf32: true | |
| gradient_checkpointing: true | |
| early_stopping_patience: | |
| resume_from_checkpoint: | |
| local_rank: | |
| logging_steps: 1 | |
| xformers_attention: | |
| flash_attention: true | |
| warmup_steps: 100 | |
| eval_steps: 0.05 | |
| save_steps: 0.25 | |
| debug: | |
| deepspeed: deepspeed/zero2.json | |
| weight_decay: 0.1 | |
| fsdp: | |
| fsdp_config: | |
| special_tokens: | |
| eos_token: "<|im_end|>" | |
| tokens: | |
| - "<|im_start|>" | |