refactor(sft): 重构 SFT 数据处理脚本

This commit is contained in:
2025-07-22 17:26:32 +08:00
parent 64222aeab1
commit 835b12c36a
4 changed files with 22 additions and 1 deletions
+37
View File
@@ -0,0 +1,37 @@
from datasets import load_dataset
from utils import process_dataset
def build_prompt(query, history) -> str:
ret_prompt = ""
if len(history) > 0:
for his_query, his_response in history:
ret_prompt += f"<|user|> {his_query} <|system|> <bos>{his_response}<eos>\n"
if query is not None:
ret_prompt += f"<|user|> {query} <|system|> <bos>"
return ret_prompt
def process_func(input_dict: dict):
conversations = input_dict["conversations"]
n = len(conversations) // 2
examples = []
for i in range(n):
user_msg = conversations[2*i]["value"]
assistant_msg = conversations[2*i+1]["value"]
examples.append((user_msg, assistant_msg))
content = {
"text": build_prompt(None, examples)
}
return content
if __name__ == "__main__":
dataset = load_dataset("BelleGroup/train_3.5M_CN")
process_dataset(
dataset_dict=dataset,
output_subdir="belle-sft",
process_func=process_func,
)