| base_model: llama3-8B | |
| model_type: LlamaForCausalLM | |
| tokenizer_type: AutoTokenizer | |
| load_in_8bit: false | |
| load_in_4bit: true | |
| strict: false | |
| datasets: | |
| - path: llama-3-8b-self-align-data-generation-results/sanitized.jsonl | |
| ds_type: json | |
| type: | |
| system_prompt: "You are an exceptionally intelligent coding assistant that consistently delivers accurate and reliable responses to user instructions." | |
| field_system: system | |
| field_instruction: instruction | |
| field_output: response | |
| format: "### Instruction:\n{instruction}\n\n### Response:\n" | |
| no_input_format: "### Instruction:\n{instruction}\n\n### Response:\n" | |
| dataset_prepared_path: | |
| val_set_size: 0.05 | |
| sequence_len: 2048 | |
| sample_packing: true | |
| pad_to_sequence_len: true | |
| adapter: qlora | |
| save_safetensors: true | |
| lora_model_dir: | |
| lora_r: 64 | |
| lora_alpha: 32 | |
| lora_dropout: 0.05 | |
| lora_target_linear: true | |
| lora_fan_in_fan_out: | |
| log_with: None | |
| wandb_project: llama-3-8b-self-align-axolotl | |
| wandb_entity: | |
| wandb_watch: | |
| wandb_name: qlora-prince-hps-promptfix | |
| output_dir: qlora_decrease_lr_promptfix | |
| wandb_log_model: | |
| gradient_accumulation_steps: 8 | |
| micro_batch_size: 2 | |
| num_epochs: 4 | |
| optimizer: paged_adamw_32bit | |
| lr_scheduler: cosine | |
| learning_rate: 2e-5 | |
| train_on_inputs: false | |
| group_by_length: false | |
| bf16: auto | |
| fp16: | |
| tf32: false | |
| chat_template: alpaca | |
| gradient_checkpointing: true | |
| gradient_checkpointing_kwargs: | |
| use_reentrant: false | |
| early_stopping_patience: | |
| resume_from_checkpoint: | |
| local_rank: | |
| logging_steps: 1 | |
| xformers_attention: | |
| flash_attention: true | |
| warmup_steps: 100 | |
| evals_per_epoch: 8 | |
| eval_table_size: | |
| eval_max_new_tokens: 128 | |
| saves_per_epoch: 2 | |
| debug: | |
| deepspeed: | |
| weight_decay: 0.0 | |
| fsdp: | |
| - full_shard | |
| - auto_wrap | |
| fsdp_config: | |
| fsdp_limit_all_gathers: true | |
| fsdp_sync_module_states: false | |
| fsdp_offload_params: false | |
| fsdp_use_orig_params: false | |
| fsdp_cpu_ram_efficient_loading: false | |
| fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP | |
| fsdp_transformer_layer_cls_to_wrap: LlamaDecoderLayer | |
| fsdp_state_dict_type: FULL_STATE_DICT | |
| fsdp_sharding_strategy: FULL_SHARD | |
| special_tokens: | |
| eos_token: "<|im_end|>" | |
| pad_token: "<|end_of_text|>" | |
| tokens: | |
| - "<|im_start|>" | |
| - "<|im_end|>" | |
| lora_modules_to_save: | |
| - embed_tokens | |
| - lm_head |