| base_model: NousResearch/Llama-2-7b-hf | |
| model_type: LlamaForCausalLM | |
| tokenizer_type: LlamaTokenizer | |
| load_in_8bit: false | |
| load_in_4bit: false | |
| strict: false | |
| datasets: | |
| - path: teknium/GPT4-LLM-Cleaned | |
| type: alpaca | |
| dataset_prepared_path: last_run_prepared | |
| val_set_size: 0.05 | |
| output_dir: ./outputs/lisa-out | |
| sequence_len: 4096 | |
| sample_packing: true | |
| pad_to_sequence_len: true | |
| adapter: | |
| lora_model_dir: | |
| lora_r: | |
| lora_alpha: | |
| lora_dropout: | |
| lora_target_linear: | |
| lora_fan_in_fan_out: | |
| lisa_n_layers: 4 | |
| lisa_step_interval: 20 | |
| lisa_layers_attribute: model.layers | |
| wandb_project: | |
| wandb_entity: | |
| wandb_watch: | |
| wandb_name: | |
| wandb_log_model: | |
| gradient_accumulation_steps: 2 | |
| micro_batch_size: 1 | |
| num_epochs: 1 | |
| optimizer: adamw_bnb_8bit | |
| lr_scheduler: cosine | |
| learning_rate: 5e-5 # recommendation from lisa paper for 7b | |
| train_on_inputs: false | |
| group_by_length: false | |
| bf16: auto | |
| fp16: | |
| tf32: false | |
| gradient_checkpointing: true | |
| early_stopping_patience: | |
| resume_from_checkpoint: | |
| local_rank: | |
| logging_steps: 1 | |
| xformers_attention: | |
| flash_attention: true | |
| flash_attn_cross_entropy: false | |
| flash_attn_rms_norm: true | |
| flash_attn_fuse_qkv: false | |
| flash_attn_fuse_mlp: true | |
| warmup_steps: 100 | |
| evals_per_epoch: 4 | |
| eval_table_size: | |
| saves_per_epoch: 1 | |
| debug: | |
| deepspeed: | |
| weight_decay: 0.1 | |
| fsdp: | |
| fsdp_config: | |
| special_tokens: | |
| bos_token: "<s>" | |
| eos_token: "</s>" | |
| unk_token: "<unk>" | |