Update app.py
Browse files
app.py
CHANGED
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@@ -403,165 +403,27 @@ def upload_image_to_wechat(image_data):
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logging.error(error_msg)
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raise
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def process_long_running_task(messages, message_type='text', image_data=None):
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"""
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处理长时间运行的任务,支持文本对话和图片识别
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Args:
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messages: 消息历史记录列表
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message_type: 消息类型,'text'或'image'
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image_data: 图片相关数据,包含media_id等信息
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Returns:
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dict: 包含处理结果的字典
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"""
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try:
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logging.info(f"开始调用AI服务,消息类型: {message_type}")
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if message_type == 'image':
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try:
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# 获取图片内容
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image_content = get_image_content(image_data['media_id'])
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# 将图片内容转换为base64
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image_base64 = base64.b64encode(image_content).decode('utf-8')
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# 构建图像识别请求
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image_messages = [
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{
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"role": "user",
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"content": [
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{"type": "text", "text": "请详细描述这张图片中的内容,包括主要对象、场景、活动等关键信息"},
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{
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"type": "image_url",
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"image_url": {
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"url": f"data:image/jpeg;base64,{image_base64}"
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}
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}
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]
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}
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]
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logging.info("开始调用图像识别模型")
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image_response = client.chat.completions.create(
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model="gpt-4o-mini",
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messages=image_messages,
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max_tokens=300,
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timeout=60
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)
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logging.info("图像识别完成")
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# 检查响应是否成功
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if not image_response.choices:
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raise Exception("图像识别服务未返回有效结果")
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return {
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"type": "text",
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"content": image_response.choices[0].message.content
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}
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except requests.exceptions.RequestException as e:
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logging.error(f"获取或处理图片时发生网络错误: {str(e)}")
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raise
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except Exception as e:
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logging.error(f"图像识别过程中发生错误: {str(e)}")
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raise
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else:
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# 处理文本消息
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try:
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logging.info("开始处理文本消息")
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response = client.chat.completions.create(
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model="o3-mini",
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messages=messages,
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tools=TOOLS,
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tool_choice="auto",
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timeout=60
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)
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# 检查是否需要生成图片
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if response.choices[0].message.tool_calls:
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tool_call = response.choices[0].message.tool_calls[0]
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if tool_call.function.name == "generate_image":
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try:
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logging.info("检测到图片生成请求")
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args = json.loads(tool_call.function.arguments)
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# 调用图片生成服务
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image_generation_response = requests.post(
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IMAGE_MODEL_URL,
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headers={
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'Content-Type': 'application/json',
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'Authorization': f'Bearer {IMAGE_MODEL_KEY}'
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},
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json={
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"model": "grok-2-imageGen",
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"messages": [{
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"role": "user",
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"content": args['prompt']
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}]
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},
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timeout=60
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)
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image_generation_response.raise_for_status()
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generation_result = image_generation_response.json()
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if 'choices' not in generation_result or not generation_result['choices']:
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raise Exception("图片生成服务未返回有效结果")
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# 从markdown格式中提取URL
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markdown_content = generation_result['choices'][0]['message']['content']
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image_url_match = re.search(r'\!\[image\]\((.*?)\)', markdown_content)
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if not image_url_match:
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raise Exception("无法从响应中提取图片URL")
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image_url = image_url_match.group(1)
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# 下载生成的图片
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img_response = requests.get(image_url, timeout=30)
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img_response.raise_for_status()
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# 上传图片到微信服务器
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media_id = upload_image_to_wechat(img_response.content)
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return {
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"type": "image",
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"media_id": media_id
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}
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except requests.exceptions.RequestException as e:
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logging.error(f"图片生成过程中发生网络错误: {str(e)}")
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raise
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except Exception as e:
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logging.error(f"图片生成过程中发生错误: {str(e)}")
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raise
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# 返回文本响应
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return {
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"type": "text",
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"content": response.choices[0].message.content
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}
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except requests.exceptions.RequestException as e:
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logging.error(f"处理文本消息时发生网络错误: {str(e)}")
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raise
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except Exception as e:
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logging.error(f"处理文本消息时发生错误: {str(e)}")
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raise
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except Exception as e:
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logging.error(f"API调用错误: {str(e)}")
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raise
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# def process_long_running_task(messages, message_type='text', image_data=None):
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# """
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# 处理长时间运行的任务,支持文本对话和图片识别
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# """
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# try:
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# logging.info(f"开始调用AI服务,消息类型: {message_type}")
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# if message_type == 'image':
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# # 图片识别逻辑保持不变
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# try:
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# image_content = get_image_content(image_data['media_id'])
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# image_base64 = base64.b64encode(image_content).decode('utf-8')
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# image_messages = [
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# {
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# "role": "user",
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@@ -586,6 +448,7 @@ def process_long_running_task(messages, message_type='text', image_data=None):
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# )
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# logging.info("图像识别完成")
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# if not image_response.choices:
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# raise Exception("图像识别服务未返回有效结果")
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@@ -594,6 +457,9 @@ def process_long_running_task(messages, message_type='text', image_data=None):
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# "content": image_response.choices[0].message.content
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# }
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# except Exception as e:
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# logging.error(f"图像识别过程中发生错误: {str(e)}")
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# raise
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@@ -618,29 +484,35 @@ def process_long_running_task(messages, message_type='text', image_data=None):
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# logging.info("检测到图片生成请求")
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# args = json.loads(tool_call.function.arguments)
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# #
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# image_generation_response = requests.post(
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#
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# headers={
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# 'Content-Type': 'application/json',
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# 'Authorization': f'Bearer {
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# },
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# json={
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# "model": "
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# "
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#
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#
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# },
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# timeout=60
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# )
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# image_generation_response.raise_for_status()
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# generation_result = image_generation_response.json()
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# if '
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# raise Exception("图片生成服务未返回有效结果")
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# #
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#
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# # 下载生成的图片
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# img_response = requests.get(image_url, timeout=30)
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@@ -677,6 +549,134 @@ def process_long_running_task(messages, message_type='text', image_data=None):
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# except Exception as e:
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# logging.error(f"API调用错误: {str(e)}")
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# raise
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def handle_async_task(session, task_id, messages=None, message_type='text', message_data=None):
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"""
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logging.error(error_msg)
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raise
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| 406 |
# def process_long_running_task(messages, message_type='text', image_data=None):
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| 407 |
# """
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| 408 |
# 处理长时间运行的任务,支持文本对话和图片识别
|
| 409 |
+
# Args:
|
| 410 |
+
# messages: 消息历史记录列表
|
| 411 |
+
# message_type: 消息类型,'text'或'image'
|
| 412 |
+
# image_data: 图片相关数据,包含media_id等信息
|
| 413 |
+
# Returns:
|
| 414 |
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# dict: 包含处理结果的字典
|
| 415 |
# """
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| 416 |
# try:
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| 417 |
# logging.info(f"开始调用AI服务,消息类型: {message_type}")
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| 418 |
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| 419 |
# if message_type == 'image':
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|
| 420 |
# try:
|
| 421 |
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# # 获取图片内容
|
| 422 |
# image_content = get_image_content(image_data['media_id'])
|
| 423 |
+
# # 将图片内容转换为base64
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| 424 |
# image_base64 = base64.b64encode(image_content).decode('utf-8')
|
| 425 |
|
| 426 |
+
# # 构建图像识别请求
|
| 427 |
# image_messages = [
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| 428 |
# {
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| 429 |
# "role": "user",
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|
| 448 |
# )
|
| 449 |
# logging.info("图像识别完成")
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| 450 |
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| 451 |
+
# # 检查响应是否成功
|
| 452 |
# if not image_response.choices:
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| 453 |
# raise Exception("图像识别服务未返回有效结果")
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| 454 |
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|
| 457 |
# "content": image_response.choices[0].message.content
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| 458 |
# }
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| 459 |
|
| 460 |
+
# except requests.exceptions.RequestException as e:
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| 461 |
+
# logging.error(f"获取或处理图片时发生网络错误: {str(e)}")
|
| 462 |
+
# raise
|
| 463 |
# except Exception as e:
|
| 464 |
# logging.error(f"图像识别过程中发生错误: {str(e)}")
|
| 465 |
# raise
|
|
|
|
| 484 |
# logging.info("检测到图片生成请求")
|
| 485 |
# args = json.loads(tool_call.function.arguments)
|
| 486 |
|
| 487 |
+
# # 调用图片生成服务
|
| 488 |
# image_generation_response = requests.post(
|
| 489 |
+
# IMAGE_MODEL_URL,
|
| 490 |
# headers={
|
| 491 |
# 'Content-Type': 'application/json',
|
| 492 |
+
# 'Authorization': f'Bearer {IMAGE_MODEL_KEY}'
|
| 493 |
# },
|
| 494 |
# json={
|
| 495 |
+
# "model": "grok-2-imageGen",
|
| 496 |
+
# "messages": [{
|
| 497 |
+
# "role": "user",
|
| 498 |
+
# "content": args['prompt']
|
| 499 |
+
# }]
|
| 500 |
# },
|
| 501 |
# timeout=60
|
| 502 |
# )
|
| 503 |
# image_generation_response.raise_for_status()
|
| 504 |
# generation_result = image_generation_response.json()
|
| 505 |
|
| 506 |
+
# if 'choices' not in generation_result or not generation_result['choices']:
|
| 507 |
# raise Exception("图片生成服务未返回有效结果")
|
| 508 |
+
|
| 509 |
+
# # 从markdown格式中提取URL
|
| 510 |
+
# markdown_content = generation_result['choices'][0]['message']['content']
|
| 511 |
+
# image_url_match = re.search(r'\!\[image\]\((.*?)\)', markdown_content)
|
| 512 |
+
# if not image_url_match:
|
| 513 |
+
# raise Exception("无法从响应中提取图片URL")
|
| 514 |
+
|
| 515 |
+
# image_url = image_url_match.group(1)
|
| 516 |
|
| 517 |
# # 下载生成的图片
|
| 518 |
# img_response = requests.get(image_url, timeout=30)
|
|
|
|
| 549 |
# except Exception as e:
|
| 550 |
# logging.error(f"API调用错误: {str(e)}")
|
| 551 |
# raise
|
| 552 |
+
def process_long_running_task(messages, message_type='text', image_data=None):
|
| 553 |
+
"""
|
| 554 |
+
处理长时间运行的任务,支持文本对话和图片识别
|
| 555 |
+
"""
|
| 556 |
+
try:
|
| 557 |
+
logging.info(f"开始调用AI服务,消息类型: {message_type}")
|
| 558 |
+
|
| 559 |
+
if message_type == 'image':
|
| 560 |
+
# 图片识别逻辑保持不变
|
| 561 |
+
try:
|
| 562 |
+
image_content = get_image_content(image_data['media_id'])
|
| 563 |
+
image_base64 = base64.b64encode(image_content).decode('utf-8')
|
| 564 |
+
|
| 565 |
+
image_messages = [
|
| 566 |
+
{
|
| 567 |
+
"role": "user",
|
| 568 |
+
"content": [
|
| 569 |
+
{"type": "text", "text": "请详细描述这张图片中的内容,包括主要对象、场景、活动等关键信息"},
|
| 570 |
+
{
|
| 571 |
+
"type": "image_url",
|
| 572 |
+
"image_url": {
|
| 573 |
+
"url": f"data:image/jpeg;base64,{image_base64}"
|
| 574 |
+
}
|
| 575 |
+
}
|
| 576 |
+
]
|
| 577 |
+
}
|
| 578 |
+
]
|
| 579 |
+
|
| 580 |
+
logging.info("开始调用图像识别模型")
|
| 581 |
+
image_response = client.chat.completions.create(
|
| 582 |
+
model="gpt-4o-mini",
|
| 583 |
+
messages=image_messages,
|
| 584 |
+
max_tokens=300,
|
| 585 |
+
timeout=60
|
| 586 |
+
)
|
| 587 |
+
logging.info("图像识别完成")
|
| 588 |
+
|
| 589 |
+
if not image_response.choices:
|
| 590 |
+
raise Exception("图像识别服务未返回有效结果")
|
| 591 |
+
|
| 592 |
+
return {
|
| 593 |
+
"type": "text",
|
| 594 |
+
"content": image_response.choices[0].message.content
|
| 595 |
+
}
|
| 596 |
+
|
| 597 |
+
except Exception as e:
|
| 598 |
+
logging.error(f"图像识别过程中发生错误: {str(e)}")
|
| 599 |
+
raise
|
| 600 |
+
|
| 601 |
+
else:
|
| 602 |
+
# 处理文本消息
|
| 603 |
+
try:
|
| 604 |
+
logging.info("开始处理文本消息")
|
| 605 |
+
response = client.chat.completions.create(
|
| 606 |
+
model="o3-mini",
|
| 607 |
+
messages=messages,
|
| 608 |
+
tools=TOOLS,
|
| 609 |
+
tool_choice="auto",
|
| 610 |
+
timeout=60
|
| 611 |
+
)
|
| 612 |
+
|
| 613 |
+
# 检查是否需要生成图片
|
| 614 |
+
if response.choices[0].message.tool_calls:
|
| 615 |
+
tool_call = response.choices[0].message.tool_calls[0]
|
| 616 |
+
if tool_call.function.name == "generate_image":
|
| 617 |
+
try:
|
| 618 |
+
logging.info("检测到图片生成请求")
|
| 619 |
+
args = json.loads(tool_call.function.arguments)
|
| 620 |
+
|
| 621 |
+
# 使用新的DALL-E 3 API进行图片生成
|
| 622 |
+
image_generation_response = requests.post(
|
| 623 |
+
"https://api1.oaipro.com/v1/images/generations",
|
| 624 |
+
headers={
|
| 625 |
+
'Content-Type': 'application/json',
|
| 626 |
+
'Authorization': f'Bearer {API_KEY}'
|
| 627 |
+
},
|
| 628 |
+
json={
|
| 629 |
+
"model": "dall-e-3",
|
| 630 |
+
"prompt": args['prompt'],
|
| 631 |
+
"n": 1,
|
| 632 |
+
"size": "1024x1024"
|
| 633 |
+
},
|
| 634 |
+
timeout=60
|
| 635 |
+
)
|
| 636 |
+
image_generation_response.raise_for_status()
|
| 637 |
+
generation_result = image_generation_response.json()
|
| 638 |
+
|
| 639 |
+
if 'data' not in generation_result or not generation_result['data']:
|
| 640 |
+
raise Exception("图片生成服务未返回有效结果")
|
| 641 |
+
|
| 642 |
+
# 获取生成的图片URL
|
| 643 |
+
image_url = generation_result['data'][0]['url']
|
| 644 |
+
|
| 645 |
+
# 下载生成的图片
|
| 646 |
+
img_response = requests.get(image_url, timeout=30)
|
| 647 |
+
img_response.raise_for_status()
|
| 648 |
+
|
| 649 |
+
# 上传图片到微信服务器
|
| 650 |
+
media_id = upload_image_to_wechat(img_response.content)
|
| 651 |
+
|
| 652 |
+
return {
|
| 653 |
+
"type": "image",
|
| 654 |
+
"media_id": media_id
|
| 655 |
+
}
|
| 656 |
+
|
| 657 |
+
except requests.exceptions.RequestException as e:
|
| 658 |
+
logging.error(f"图片生成过程中发生网络错误: {str(e)}")
|
| 659 |
+
raise
|
| 660 |
+
except Exception as e:
|
| 661 |
+
logging.error(f"图片生成过程中发生错误: {str(e)}")
|
| 662 |
+
raise
|
| 663 |
+
|
| 664 |
+
# 返回文本响应
|
| 665 |
+
return {
|
| 666 |
+
"type": "text",
|
| 667 |
+
"content": response.choices[0].message.content
|
| 668 |
+
}
|
| 669 |
+
|
| 670 |
+
except requests.exceptions.RequestException as e:
|
| 671 |
+
logging.error(f"处理文本消息时发生网络错误: {str(e)}")
|
| 672 |
+
raise
|
| 673 |
+
except Exception as e:
|
| 674 |
+
logging.error(f"处理文本消息时发生错误: {str(e)}")
|
| 675 |
+
raise
|
| 676 |
+
|
| 677 |
+
except Exception as e:
|
| 678 |
+
logging.error(f"API调用错误: {str(e)}")
|
| 679 |
+
raise
|
| 680 |
|
| 681 |
def handle_async_task(session, task_id, messages=None, message_type='text', message_data=None):
|
| 682 |
"""
|