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# 应用简介
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MathVerify Pro智能数学题目分析与验证系统，是用于高中数学题目分析的工具，主要是通过把试卷切割成一小题一小题的题目，并通过AI分析题目所涉及的知识点和方法，再通过人工验证，一方面来确定AI的分析正确与否；另一方面，可以把这些数学题的正确的知识点方法存储起来，用于后期知识库、知识图谱的使用，以及AI Agent或数学模型的使用。
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## 外部接口
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MathVerify Pro智能数学题目分析与验证系统分为前端和后端两部分。
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前端又分为：试卷分析和题目验证两部分。参考前端代码和前端部分的README.md
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> 外部接口，是后端应用程序请求的外部api，不是提供给前端直接使用的。后端请求了这些api以后还要进行处理后，再提供给前端使用。
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## 后端应用程序的工作流程：
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### 试卷分析过程：
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1. 从前端接收一张或多张试卷的图片（PNG或JPG）；
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2. 保存到本地文件夹；
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3. 逐张发送给`分割试卷API`，把整张试卷分割成一张张的题目图片（简称小题图片）；
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4. 逐张发送每张小题图片到`ocr api`；
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5. 把ocr的结果，发送到`题目分析api`；
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6. 把小题图片（需转换为base64）、ocr结果的文本内容、题目分析api，存入数据库；暂时存到sqlite3中；
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7. 每一小题存储完成后，就发送到前端，用于显示题目和分析结果；
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8. 一张卷子完成以后，发送给前端一个单张卷子任务完成的通知；
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9. 所有卷子都完成以后，发送给前端，所有任务完成的通知。
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### 题目验证过程：
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1. 前端从数据库中（通过接口）读取未验证的题目，每次10条；
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2. 前端更新修改后的数据，并修改标记位为已验证。后端更新完成后，发送通知。
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3.
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## 涉及到的外部接口
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> 外部接口，是后端应用程序请求的外部api，不是提供给前端直接使用的api。后端请求了这些api以后还要进行处理后，再提供给前端使用。
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### 1. 分割试卷API:
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@ -400,7 +422,7 @@ https://ekt1.suzhou.edu.cn/autocut/files/20251125_082929_f1975f5c/question_003.j
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https://ekt1.suzhou.edu.cn/autocut/files/20251125_082929_f1975f5c/question_014.jpg
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```
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question_id 也需要记录。其他字段忽略.
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question_id 也需要记录。其他字段可忽略.
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返回错误包括:只支持图片格式:
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{
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@ -416,6 +438,8 @@ question_id 也需要记录。其他字段忽略.
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### 2. ocr api：
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注意：这是一个ai模型接口，可能会存在一些不可预知的错误，需要做好错误处理，比如，返回的内容 "content"字段中，有可能带上markdown标记，也有可能不带。模型有可能因超时或其他原因，返回错误。请合理处理错误。
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输入：上面的切割试卷api所生成的url；
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输出：markdown形式的带有数学公式的题目文本内容。
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大模型api地址：https://ekt1.suzhou.edu.cn/llm/v1/chat/completions
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@ -424,6 +448,7 @@ openai兼容格式
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上传需要先把url解析成base64。模型不能直接识别url。
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设定温度为0；
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设定提示词是：
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```
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你是一名数学文字识别专家。你的任务是，将图片中的文字，严格转换为markdown格式的文字；如图中有数学公式，你必须使用$或者$$进行包裹，生成markdown可解析的latex格式的数学公式；你无需输出其他任何解释性文字，只需严格输出图片中的文字。
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```
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@ -521,22 +546,22 @@ openai兼容格式
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| 字段名 | 类型 | 说明 |
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| ------------- | ------ | ----------------------------------------------------------------- |
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| Authorization | String | token登录获取,给固定值Bearer W/cbr9kftZmnpOqxAfiLvRVZx2+9Lf6X9I9FS+t0zK4= |
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| ------------- | ------ | ------------------------------------------------------------ |
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| Authorization | String | token登录获取,给固定值Bearer wo54FKODEaPi9ip3NbjbE0/2YtIom1oyQXvlvqsLEpc= |
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| | | |
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样例:
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Authorization:Bearer W/cbr9kftZmnpOqxAfiLvRVZx2+9Lf6X9I9FS+t0zK4=
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Authorization:Bearer wo54FKODEaPi9ip3NbjbE0/2YtIom1oyQXvlvqsLEpc=
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body参数说明:
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|字段名|类型|说明|
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|---|---|---|
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|chatId|String|对话主键,uuid自己生成,同一个id表示一次对话|
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|scenarioInfoId|String|场景中心主键|
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|latestMessageContent|String|用户最后一次提问|
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|params|Object|应用的自定义参数,|
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| 字段名 | 类型 | 说明 |
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| -------------------- | ------ | ------------------------------------------ |
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| chatId | String | 对话主键,uuid自己生成,同一个id表示一次对话 |
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| scenarioInfoId | String | 场景中心主键 |
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| latestMessageContent | String | 用户最后一次提问 |
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| params | Object | 应用的自定义参数, |
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样例:
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```json
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@ -565,149 +590,182 @@ body参数说明:
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样例:
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```
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data: {"id":"AI Master","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741340356,"model":"ai-master","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":null,"usage":null,"step":null,"agent_step":"Agent Start","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"","function_call":null,"refusal":null,"role":"assistant","tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Start","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"@","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"企业","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"变","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"更","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"助手","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":" 企业","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"迁","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"址","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"所","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"需","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"材料","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"的","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"清","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
|
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|
||||
|
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|
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|
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|
||||
data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":"。","function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"fp_b705f0c291","usage":null,"step":"AI Starting","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
|
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|
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|
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|
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|
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|
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|
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|
||||
data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":null,"usage":{"completion_tokens":15,"prompt_tokens":404,"total_tokens":419,"completion_tokens_details":{"accepted_prediction_tokens":null,"audio_tokens":0,"reasoning_tokens":null,"rejected_prediction_tokens":null},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"step":null,"agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
|
||||
|
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|
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|
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|
||||
data: {"id":"chatcmpl-B8PGrW9oyk1P3EiKUHwffLhIxpVg6","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":"stop","index":0,"logprobs":null}],"created":1741343465,"model":"gpt-4o-2024-11-20","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":null,"usage":{"completion_tokens":15,"prompt_tokens":404,"total_tokens":419,"completion_tokens_details":{"accepted_prediction_tokens":null,"audio_tokens":0,"reasoning_tokens":null,"rejected_prediction_tokens":null},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0}},"step":"AI Finished","agent_step":"Agent Starting","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
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data: {"id":"AI Master","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741340356,"model":"ai-master","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":null,"usage":null,"step":null,"agent_step":"Agent Finished","agent_id":"d9bdca85-6dce-4dc9-833a-9b3c15a4603b","agent_name":"企业办事指南","function":null}
|
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|
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|
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|
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||||
data: {"id":"AI Master","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":null,"tool_calls":null},"finish_reason":null,"index":0,"logprobs":null}],"created":1741340356,"model":"ai-master","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":null,"usage":null,"step":null,"agent_step":"Agent Start","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
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|
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|
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|
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|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":""},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":0,"prompt_tokens":13819,"total_tokens":13819,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":"好"},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":1,"prompt_tokens":13819,"total_tokens":13820,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":"，我需要"},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":3,"prompt_tokens":13819,"total_tokens":13822,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":"处理"},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":4,"prompt_tokens":13819,"total_tokens":13823,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":"用户关于"},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":6,"prompt_tokens":13819,"total_tokens":13825,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":"苏州"},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":7,"prompt_tokens":13819,"total_tokens":13826,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":"工业园区公司"},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":9,"prompt_tokens":13819,"total_tokens":13828,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":"迁"},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":10,"prompt_tokens":13819,"total_tokens":13829,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":"址所需"},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":12,"prompt_tokens":13819,"total_tokens":13831,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: {"id":"01957028d0affb338184706545d352a0","choices":[{"delta":{"content":null,"function_call":null,"refusal":null,"role":"assistant","tool_calls":null,"reasoning_content":"材料"},"finish_reason":null,"index":0,"logprobs":null,"content_filter_results":{"hate":{"filtered":false},"self_harm":{"filtered":false},"sexual":{"filtered":false},"violence":{"filtered":false}}}],"created":1741343478,"model":"Pro/deepseek-ai/DeepSeek-R1","object":"chat.completion.chunk","service_tier":null,"system_fingerprint":"","usage":{"completion_tokens":13,"prompt_tokens":13819,"total_tokens":13832,"completion_tokens_details":null,"prompt_tokens_details":null},"step":"AI Start","agent_step":"Agent Starting","agent_id":"2a9ae314-164c-4771-b250-8043416a12c3","agent_name":"企业变更助手","function":null}
|
||||
|
||||
|
||||
|
||||
|
||||
data: [DONE]
|
||||
|
||||
|
||||
```
|
||||
|
||||
|
||||
|
||||
你需要把流式的response 合并。
|
||||
|
||||
## 后端处理
|
||||
返回的格式是：
|
||||
|
||||
### 存储
|
||||
{
|
||||
"input_problem_summary": "简要概括题目（不超过20字）",
|
||||
"analysis": {
|
||||
"knowledges": [
|
||||
"题目所涉及到的知识点1",
|
||||
"题目所涉及到的知识点2"
|
||||
],
|
||||
"methods": [
|
||||
"题目所涉及到的解题方法1",
|
||||
"题目所涉及到的解题方法2"
|
||||
]
|
||||
}
|
||||
}
|
||||
|
||||
使用sqlite3 ，直接存储；（知识点、方法，使用sqlite3 的JSON 存储，示例：存入时存为 ["apple", "banana", "cherry"]，ORM 映射为 List/Array）
|
||||
输出example：
|
||||
```json
|
||||
{
|
||||
"input_problem_summary": "已知对数函数含参单调性求参数范围",
|
||||
"analysis": {
|
||||
"knowledges": [
|
||||
"导数及其应用 - 导数在研究函数中的应用 - 利用导数研究函数的单调性",
|
||||
"基本初等函数 - 对数函数 - 对数函数的导数"
|
||||
],
|
||||
"methods": [
|
||||
"转化与化归思想",
|
||||
"分离参数法",
|
||||
"不等式恒成立问题求解"
|
||||
]
|
||||
}
|
||||
}
|
||||
```
|
||||
注意：虽然prompt已经严格要求输出的内容是json格式，但是有可能AI会增加前面或后面的一些解释，也有可能加入markdown的json代码头，或者直接以`{}`开头，或者以引号开头。你需要预处理这些内容， 以使存储的和给到前端的数据是正确的json格式。
|
||||
|
||||
|
||||
## 存储
|
||||
|
||||
使用sqlite3 ，直接存储；（知识点、方法，使用sqlite3 的JSON 存储，示例：存入时存为 ["apple", "banana", "cherry"]，ORM 映射为 List/Array）
|
||||
|
||||
存储切割后的照片base64、原始照片的sessionId、切割后照片的questionId、题目的markdown格式文本（ocr后）、题目的知识点json、题目的方法json，是否verified， updated 知识点（如有）；updated 方法（如有），以及其他必要字段；
|
||||
|
||||
Loading…
Reference in New Issue
Block a user