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import re
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import time
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from openai import OpenAI
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from WxMini.Milvus.Config.MulvusConfig import *
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client = OpenAI(
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api_key=MODEL_API_KEY,
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base_url="https://dashscope.aliyuncs.com/compatible-mode/v1",
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)
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def is_text_dominant(image_url):
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"""
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判断图片是否主要是文字内容
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:param image_url: 图片 URL
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:return: True（主要是文字） / False（主要是物体/场景）
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"""
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completion = client.chat.completions.create(
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model="qwen-vl-ocr",
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messages=[
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{
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"role": "user",
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"content": [
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{
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"type": "image_url",
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"image_url": image_url,
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"min_pixels": 28 * 28 * 4,
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"max_pixels": 28 * 28 * 1280
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},
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{"type": "text", "text": "Read all the text in the image."},
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]
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}
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],
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stream=False
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)
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text = completion.choices[0].message.content
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# 判断条件
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# 1、有汉字出现就是文字
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# 2、如果是英文，但是识别出来的内容只有英文，认为是文字
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# 判断是否只有英文和数字
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if re.match(r'^[A-Za-z0-9\s]+$', text):
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print("识别到的内容只有英文和数字，可能是无意义的字符，调用识别内容功能。")
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return False
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return True
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def recognize_text(image_url):
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"""
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识别图片中的文字
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"""
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completion = client.chat.completions.create(
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model="qwen-vl-ocr",
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messages=[
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{
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"role": "user",
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"content": [
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{
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"type": "image_url",
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"image_url": image_url,
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"min_pixels": 28 * 28 * 4,
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"max_pixels": 28 * 28 * 1280
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},
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{"type": "text", "text": "Read all the text in the image."},
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]
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}
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],
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stream=True
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)
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print("流式输出内容为：")
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for chunk in completion:
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if chunk.choices[0].delta.content is not None:
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for char in chunk.choices[0].delta.content:
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if char != ' ':
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print(char, end="", flush=True)
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time.sleep(0.1)
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def recognize_content(image_url):
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"""
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识别图片中的内容
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"""
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completion = client.chat.completions.create(
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model="qwen-vl-plus",
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messages=[{"role": "user", "content": [
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{"type": "text", "text": "这是什么"},
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{"type": "image_url", "image_url": {"url": image_url}}
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]}],
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stream=True
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)
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print("流式输出结果：")
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for chunk in completion:
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if chunk.choices[0].delta.content is not None:
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for char in chunk.choices[0].delta.content:
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print(char, end="", flush=True)
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time.sleep(0.1)
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def process_image(image_url):
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"""
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处理图片，自动判断调用哪个功能
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"""
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if is_text_dominant(image_url):
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print("检测到图片主要是文字内容，开始识别文字：")
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recognize_text(image_url)
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else:
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print("检测到图片主要是物体/场景，开始识别内容：")
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recognize_content(image_url)
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# 示例调用
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#image_url = "https://ylt.oss-cn-hangzhou.aliyuncs.com/Temp/james.png"
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image_url = "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/ctdzex/biaozhun.jpg"
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process_image(image_url) |
