name_entity_recognition.py

# -*- coding: utf-8 -*-
import requests
from utils.operate_json import *
import logging

# Create a logger
logger = logging.getLogger(__name__)

# Set the logging level
logger.setLevel(logging.DEBUG)

# Create a file handler
file_handler = logging.FileHandler('my_app.log')

# Create a formatter
formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')

# Add the formatter to the handler
file_handler.setFormatter(formatter)

# Add the handler to the logger
logger.addHandler(file_handler)

# 命名实体识别
def name_entity_recognition(text, model="qwen2:7b", url="http://localhost:11434/api/chat"):
    logger.debug("name_entity_recognition(...) is called.")
    data = {
        "model": model,
        "messages": [
            {
                "role": "user",
                "content": "从接下来的文本必须按照类型：内容的格式必须输出所提取人物类型、上衣类型、下衣类型、帽子类型、袜子类型、鞋子类型、背包类型、配饰类型、动作类型、表情类型，注意若未提及则内容输出为None，人物类型只有男性、女性、儿童、群体、None"
            },
            {
                "role": "user",
                "content": text
            }
        ],
        "stream": False,
        "temperature": 0.3
    }
    responce = requests.post(url, json=data)
    reply = responce.json()['message']['content']
    return reply


if __name__ == '__main__':
    text = '这位小朋友身着白色T恤搭配棕色短裤，搭配白色袜子和灰色运动鞋，头戴黄色帽子，肩上挎着黑色包，手里还拿着一把伞，看起来准备好应对任何天气了呢！但是，这位小朋友的鞋子和袜子并不太搭配，灰色运动鞋和白色袜子有点不协调哦，稍微有点扣分。总体来说，搭配清爽舒适，颜色搭配也比较和谐，符合儿童时尚的要求。根据知识库的规则，考虑到服装设计、面料、搭配的角度，以及人物属性，这位小朋友的穿着可以给予7分。'
    data = name_entity_recognition(text)
    print(text_to_json(data))