Llama-3.1-8B-Instruct-SFT-1000 / llama3_lora_sft.yaml
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### model
model_name_or_path: meta-llama/Llama-3.1-8B-Instruct
trust_remote_code: true
### method
stage: sft
do_train: true
finetuning_type: lora
lora_target: all
### dataset
dataset: bct_non_cot_sft_1000
dataset_dir: data_private
template: llama3
cutoff_len: 1024
# max_samples: 1000
overwrite_cache: true
preprocessing_num_workers: 16
### output
output_dir: saves/Llama-3.1-8B-Instruct/sft-1000/train
logging_steps: 10
save_steps: 50
plot_loss: true
overwrite_output_dir: true
save_total_limit: 3
push_to_hub: true
hub_model_id: chchen/Llama-3.1-8B-Instruct-sft-1000
load_best_model_at_end: true
### train
per_device_train_batch_size: 4
gradient_accumulation_steps: 8
learning_rate: 1.0e-4
num_train_epochs: 10.0
lr_scheduler_type: cosine
warmup_ratio: 0.1
bf16: true
ddp_timeout: 180000000
### eval
val_size: 0.1
per_device_eval_batch_size: 4
eval_strategy: steps
eval_steps: 50