C#实现一个HttpClient集成通义千问-流式输出内容提取
返回对象处理
返回对象分析
根据流式返回的数据处理
内容对象
{"choices": [{"delta": { "content": "", "role": "assistant" },"index": 0,"logprobs": null,"finish_reason": null,},],"object": "chat.completion.chunk","usage": null,"created": 1733319748,"system_fingerprint": null,"model": "qwen2-vl-7b-instruct","id": "chatcmpl-34615907-7d35-9f8a-993b-af7c94ea8717",
}
最后一条显示token的内容
{"choices": [],"object": "chat.completion.chunk","usage": { "prompt_tokens": 29, "completion_tokens": 100, "total_tokens": 129 },"created": 1733319748,"system_fingerprint": null,"model": "qwen2-vl-7b-instruct","id": "chatcmpl-34615907-7d35-9f8a-993b-af7c94ea8717",
}
将上面两个json内容合并生成一个对象类,主要就是choices字段和usage字段合并两个类就行了
具体操作就是复制json内容,切换到一个空的类文件中,然后在“编辑”→“选择性粘贴”→“将JSON 粘贴为类”操作,自动生产类,
将上面两个json都生成一遍,合并主类为StreamObject
,得到json类如下
public class StreamObject{public Choice[] choices { get; set; }public string _object { get; set; }public Usage usage { get; set; }public int created { get; set; }public object system_fingerprint { get; set; }public string model { get; set; }public string id { get; set; }}public class Choice{public Delta delta { get; set; }public object finish_reason { get; set; }public int index { get; set; }public object logprobs { get; set; }}public class Delta{public string content { get; set; }}public class Usage{public int prompt_tokens { get; set; }public int completion_tokens { get; set; }public int total_tokens { get; set; }}
流式对象反序列化
对返回的数据进行反序列化,然后判断choices数量,获取里面的content内容
额外的:可以sleep一下,可以看到像对话一样流式输出的效果了
var streamObject = JsonSerializer.Deserialize<StreamObject>(data);if (streamObject.choices.Count() > 0){var contentRes = streamObject.choices[0].delta.content;Console.Write(contentRes);}
效果:
显示提取出的内容
视频教程
.Net+AI开发入门HttpClient实现通义千问集成-流式输出内容提取和实现