| base_model: microsoft/phi-2 | |
| model_type: AutoModelForCausalLM | |
| tokenizer_type: AutoTokenizer | |
| is_llama_derived_model: false | |
| trust_remote_code: true | |
| load_in_8bit: false | |
| load_in_4bit: true | |
| strict: false | |
| datasets: | |
| - path: /workspace/datasets/dolphin/dolphin201.jsonl | |
| type: alpaca_w_system.load_open_orca_chatml | |
| - path: /workspace/datasets/dolphin-coder-translate.jsonl | |
| type: alpaca_w_system.load_open_orca_chatml | |
| - path: /workspace/datasets/dolphin-coder-codegen.jsonl | |
| type: alpaca_w_system.load_open_orca_chatml | |
| - path: /workspace/datasets/data-evol_instruct-decontaminated-converted.jsonl | |
| type: alpaca_w_system.load_open_orca_chatml | |
| - path: /workspace/datasets/data-oss_instruct-decontaminated-converted.jsonl | |
| type: alpaca_w_system.load_open_orca_chatml | |
| - path: /workspace/datasets/CapybaraPure_Decontaminated-converted.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/not_samantha_norefusals.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/openhermes.json | |
| type: alpaca | |
| prompt_style: chatml | |
| dataset_prepared_path: larp | |
| val_set_size: 0.05 | |
| output_dir: /workspace/dolphin-2.6-phi-2/ | |
| sequence_len: 2048 | |
| sample_packing: true | |
| pad_to_sequence_len: true | |
| adapter: qlora | |
| lora_model_dir: | |
| lora_r: 64 | |
| lora_alpha: 32 | |
| lora_dropout: 0.05 | |
| lora_target_linear: true | |
| lora_fan_in_fan_out: | |
| lora_modules_to_save: | |
| - embed_tokens | |
| - lm_head | |
| wandb_project: dolphin | |
| wandb_entity: | |
| wandb_watch: | |
| wandb_name: | |
| wandb_log_model: | |
| gradient_accumulation_steps: 16 | |
| micro_batch_size: 1 | |
| num_epochs: 4 | |
| optimizer: paged_adamw_8bit | |
| adam_beta1: 0.9 | |
| adam_beta2: 0.999 | |
| adam_epsilon: 0.00001 | |
| max_grad_norm: 1000.0 | |
| lr_scheduler: cosine | |
| learning_rate: 2e-4 | |
| train_on_inputs: false | |
| group_by_length: | |
| bf16: false | |
| fp16: true | |
| tf32: false | |
| gradient_checkpointing: | |
| early_stopping_patience: | |
| resume_from_checkpoint: | |
| local_rank: | |
| logging_steps: 1 | |
| xformers_attention: | |
| flash_attention: true | |
| warmup_steps: 5 | |
| evals_per_epoch: 0 | |
| save_steps: 0.01 | |
| save_safetensors: false | |
| save_total_limit: 2 | |
| debug: | |
| deepspeed: deepspeed/zero2.json | |
| weight_decay: 0.01 | |
| fsdp: | |
| fsdp_config: | |
| resize_token_embeddings_to_32x: true | |
| special_tokens: | |
| eos_token: "<|im_end|>" | |
| pad_token: "<|endoftext|>" | |
| tokens: | |
| - "<|im_start|>" | |