Open-Llama/configs/instruct_config.yaml

35 lines
886 B
YAML

data:
mode: "instruct"
data:
mixed: "data/instruction_data/part-*.jsonl.zst"
pad_to_max: False
sequence_sample_mode: "none"
concat_multiple_sequence: True
num_sequences: 50
seq_length: 2048
tokenizer_model_path: "configs/llama_tokenizer_extended.model"
model:
initializer_range: 1.0e-2
hidden_dropout_prob: 0.1
attention_dropout_prob: 0.1
use_stable_embedding: False
shared_input_output_embedding: False
train:
train_batch_size: 2
# 1B token for 1 epoch, 5epoch
num_training_steps: 20000
num_warmup_steps: 500
initializer_range: 1.0e-2
lr: 2.0e-4
weight_decay: 1.0e-1
ckpt: "data/llama_raw_ckpt/7B/extended.pth"
train_num_workers: 16
gradient_accumulation_steps: 1
prefetch_factor: 100
# global step
log_interval: 50
eval_interval: 500
save_interval: 1000
work_dir: "data/saved_ckpt/7B_instruction"
project_name: "Llama Instruction"