base_model: NousResearch/Llama-2-7b-hf
model_type: LlamaForCausalLM
tokenizer_type: LlamaTokenizer


load_in_8bit: false
load_in_4bit: true

datasets:
  - path: teknium/GPT4-LLM-Cleaned
    type: alpaca
dataset_prepared_path:
val_set_size: 0.05
output_dir: ./outputs/relora-out

adapter: qlora
lora_model_dir:

sequence_len: 4096
sample_packing: true


lora_r: 8
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true

relora: true
relora_prune_ratio: 0.9
relora_cpu_offload: false
jagged_restart_steps: 150
jagged_restart_warmup_steps: 10
jagged_restart_anneal_steps: false

wandb_project:
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:

gradient_accumulation_steps: 4
micro_batch_size: 4
num_epochs: 4
optimizer: adamw_bnb_8bit
lr_scheduler: cosine
learning_rate: 0.0002

bf16: auto
tf32: false

gradient_checkpointing: true
resume_from_checkpoint:
logging_steps: 1
flash_attention: true

warmup_ratio: 0.1
evals_per_epoch: 4
saves_per_epoch: 1
weight_decay: 0.0
special_tokens:
  bos_token: "<s>"
  eos_token: "</s>"
  unk_token: "<unk>"

# save_first_step: true  # uncomment this to validate checkpoint saving works with your config