本篇咱们来聊一聊怎么在 .NET 代码中使用本地部署的 Deepseek 语言模型。大伙伴们不必要紧张，很简单的，你不需要学习新知识，只要你知道 .NET 如何访问 HTTP 和 JSON 的序列化相关就够了。
先说说如何弄本地模型，有伙伴会问：直接用在线的不好？其实，本地部署更实用，也更符合安全要求。其实，AI 真正用于生产环境反而不需要那么"强大"，能有行业化定制模型会更好，这样在专业领域的预测算法更准确；只有用于娱乐产业才需要"面面俱到"。
网上关于本地化部署的教程太多了，所以老周只是简单描述一下。而且，老周也相信大伙伴们的能力，连代码都会写了，怎么会搞不定这些活儿呢？
1、安装 Ollama（噢，喇嘛），官网：Ollama。各位注意，这年头下载软件一定要看清楚是不是官网，现在国内很多冒充官网骗钱的，所以，看好域名很重要（比如，OBS、VS Code 等也有很多假域名）。Ollama 就是专门用于调用 LLM 的工具，它会启动本地服务器（Web），通过 Web API 方式交互。该工具是跨平台的，使用 C 和 Go 语言开发，性能上不用担心，它不是用某脚本语言开发的。这个下载后直接安装就完事了，无难度。
2、先不急着下载模型，看看你的 C 盘空间够不够下载模型，不够的话，请配置一下 OLLAMA_MODELS 环境变量，指向你要存放模型的目录。这个都会配置了，不用老周说了吧，基于用户和基于机器的环境变量都可以。
Ollama 默认启动 Web 服务器的本地地址是 http://127.0.0.1:11434，如果端口有冲突，可以用 OLLAMA_HOST 环境变量自己配置一下。没其他要求，就按默认就行了，不用配置。配置时要写上完整的 HTTP 地址，如 http://192.168.1.15:8819。这个你看看源代码就知道为什么要写完整 URL 了。
func Host() *url.URL {
defaultPort := "11434"
s := strings.TrimSpace(Var("OLLAMA_HOST"))
scheme, hostport, ok := strings.Cut(s, "://")
switch {
case !ok:
scheme, hostport = "http", s
case scheme == "http":
defaultPort = "80"
case scheme == "https":
defaultPort = "443"
}
hostport, path, _ := strings.Cut(hostport, "/")
host, port, err := net.SplitHostPort(hostport)
if err != nil {
host, port = "127.0.0.1", defaultPort
if ip := net.ParseIP(strings.Trim(hostport, "[]")); ip != nil {
host = ip.String()
} else if hostport != "" {
host = hostport
}
}
if n, err := strconv.ParseInt(port, 10, 32); err != nil || n > 65535 || n < 0 {
slog.Warn("invalid port, using default", "port", port, "default", defaultPort)
port = defaultPort
}
return &url.URL{
Scheme: scheme,
Host: net.JoinHostPort(host, port),
Path: path,
}
}3、第一次启动大语言模型需要下载，在 Ollama 官网进入"Models"页面，你基本不用找了，现在最热门的就是它了。
点击模型链接，进入详细页。下拉列表能看到模型大小，视你的 CPU 或 GPU 配置来选吧。
老周的机器 CPU 是 i5-11400F，跑 8B 问题不大（显卡是 4G 显存），回答问题一般要二三十秒，能接受。如果你不确定，可以从 7B 开始测试。页面向下滚动会告诉你命令行怎么用，比如，要下载7B的模型，执行命令 ollama run deepseek-r1:7b。
模型名称后面有个冒号，之后是模型的大小。执行后就是坐和等待。下载时间取决于网速和运气。
4、下载完后，你就可以问 Deepseek 问题了，输入问题，回车就行了。你关闭了控制台，手动启动的方法就是上面下载模型的命令（只想下载，不运行，可以将 run 替换为 pull），ollama run XXXX:7B，但这次它不会再下载了，而是直接启动。
好了，准备工作结束，下面正片开始。
和调用一般 Web API 一样，HTTP 协议，JSON 格式。要和模型交互，会用到两个API。
1、单次对话（你问，它回答，类似搜索，这种较常用）。
POST /api/generate要提交的JSON一般只需要三个参数（其他你可以看文档，其实有些参数老周也没看懂）：
model：LLM 模型的名称，毕竟 Ollama 可以下载多种模型，所以要指定模型，如 deepseek-r1:7b；
prompt：你要问它的问题，比如"何不食肉糜？"；
stream：是否启用流式传输。如果是 false，你发出请求后，要等到所有回答内容生成后，一次性返回。如果是 true，可以分块返回，不必等到全部生成你就可以读了。
返回的 JSON 对象中，response 字段就是 LLM 回答你的内容，如果是流式返回，最后一段回复的 done 字段会为 true，其他片段为 false。
2、聊天模式
POST /api/chat请求的 JSON 常用的字段和上面单次对话一样，但 prompt 字段换成 messages 字段。此字段是数组类型，包含多个对象，代表聊天记录。其中，role 代表角色，你是 user，AI是 assistant。content 代表聊天消息内容。在调用时，可以把前面的聊天记录放进 messages 数组。
{
"model": "deepseek-r1:32b",
"stream": false,
"messages": [
{
"role": "user",
"content": "你好啊"
},
{
"role": "assistant",
"content": "我不好"
},
{
"role": "user",
"content": "为什么不好？"
}
]
}返回的 JOSN 对象中，message 字段就是新的聊天记录（一般是 AI 回复你的）。
好了，知识就介绍到这儿，下面咱们要实际操作了。先声明一下：Ollama API 的调用是有专门的 Nuget 包的，都封装好的，你不需要自己干活。不过，为了让大伙伴们好理解，老周下面的演示暂不使用 Nuget 包。
先来个简单的，关闭流模式。
internal class Program
{
// 请求URL
const string BS_URL = "http://127.0.0.1:11434";
// API路径
const string API_GEN = "/api/generate";
static async Task Main(string[] args)
{
using HttpClient client = new();
// 设置基址
client.BaseAddress = new Uri(BS_URL);
// 请求数据
string senddata = """
{
"model": "deepseek-r1:8b",
"prompt": "黄河有多长？",
"stream": false
}
""";
StringContent content = new(senddata, Encoding.UTF8, new MediaTypeHeaderValue("application/json"));
HttpRequestMessage msg = new HttpRequestMessage()
{
Method = HttpMethod.Post,
Content = content
};
// 设置相对的URL即可
msg.RequestUri = new Uri(API_GEN, UriKind.Relative);
// 发送请求，并读取响应消息
HttpResponseMessage respmsg = await client.SendAsync(msg);
if (respmsg.IsSuccessStatusCode)
{
string json_back = await respmsg.Content.ReadAsStringAsync();
Console.WriteLine("-------------- 返回的JSON ----------------\n");
Console.WriteLine(json_back);
}
}
}代码运行后，需要等待一段时间。请求返回后，将得到以下 JSON：
{
"model": "deepseek-r1:8b",
"created_at": "2025-02-23T05:12:46.9156624Z",
"response": "\u003cthink\u003e\n嗯，用户问“黄河有多长？”首先，我得回想一下黄河的基本信息。黄河是中国的一条重要河流，发源于青藏高原，流经华北平原，注入渤海湾。\n\n接下来， 我需要确定黄河的长度。我记得它被称为“九曲黄河”，这可能是因为它有很多弯曲的河道。根据我所知道的资料，黄河的总长大约在5463公里左右。不过，这个数字好像有点问题，因为有些资料会提到水系更长的情况，比如包括支流在内。\n\n另外，我还需要考虑用户为什么会问这个问题。也许他们是在做研究、写作业，或者只是出于好奇。我应该确认一下数据的准确性，避免误导用户。如果有时间的话，最好核实一下最新的资料，但目前我只能依据已有的信息回答。\n\n在解释时，我会提到黄河的重要性，比如它对中国历史、文化的影响，以及作为水资源的重要性。这不仅能满足用户的基本问题，还能提供更多背景信息，让回答更丰富。\n\n最后，考虑到用户可能需要进一步了解，可以建议他们查阅最新的地理资料或相关文献，以确保得到准确的数据和详细的信息。\n\u003c/think\u003e\n\n黄河的长度约为5,463公里（3,455英里），它是中国最长的河流之一，从青藏高原的玛旁雍措开始，经过九曲，最终注入渤海湾。",
"done": true,
"done_reason": "stop",
"context": [...],
"total_duration": 46687936200,
"load_duration": 6910762400,
"prompt_eval_count": 9,
"prompt_eval_duration": 1643000000,
"eval_count": 347,
"eval_duration": 38128000000
}其中，response 字段就是模型所回答的内容。done: true 表示所有回复已完成。
当流模式关闭时，响应消息是一次性返回的。下面咱们开启流模式，看会发生什么。
internal class Program
{
// 请求URL
const string BS_URL = "http://127.0.0.1:11434";
// API路径
const string API_GEN = "/api/generate";
static async Task Main(string[] args)
{
using HttpClient client = new();
// 设置基址
client.BaseAddress = new Uri(BS_URL);
// 请求数据
string senddata = """
{
"model": "deepseek-r1:8b",
"prompt": "人为什么不能有两个头？",
"stream": true
}
""";
StringContent content = new(senddata, Encoding.UTF8, new MediaTypeHeaderValue("application/json"));
HttpRequestMessage msg = new HttpRequestMessage()
{
Method = HttpMethod.Post,
Content = content
};
// 设置相对的URL即可
msg.RequestUri = new Uri(API_GEN, UriKind.Relative);
// 发送请求，并读取响应消息
HttpResponseMessage respmsg = await client.SendAsync(msg, **HttpCompletionOption.ResponseHeadersRead**);
if (respmsg.IsSuccessStatusCode)
{
**StreamReader reader**= new(await respmsg.Content.ReadAsStreamAsync()); string? line;
while( (line = reader.ReadLine()) != null )
{
Console.WriteLine(line);
}
}
}
}使用流模式后，有几个地方要改：
1、POST 的内容中，stream 字段要设置为 true；
2、调用 HttpClient.SendAsync 方法时，要指定 HttpCompletionOption 枚举值 ResponseHeadersRead，它表示：客户端不需要等到所有响应都完成，只要读到 Header 就可以返回；
3、以流的方式读取，所以为了方便一行一行地读，需要创建一个 StreamReader 实例。因为分区返回的 JSON 文本之间会有换行符，所以，咱们可以一行一行地读。
运行后你会发现，响应消息是几个字几个字地返回，这样模拟它的思考过程，即返回多个 JSON 对象。
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:26.8283737Z","response":"\u003cthink\u003e","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:26.935257Z","response":"\n","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.0400684Z","response":"嗯","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.1481036Z","response":"，","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.2553207Z","response":"为什么","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.361141Z","response":"人类","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.4645525Z","response":"不能","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.5709536Z","response":"像","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.678601Z","response":"一些","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.7789896Z","response":"科","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.8843042Z","response":"幻","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:27.9865743Z","response":"作品","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:28.0981338Z","response":"中","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:28.2029637Z","response":"那样","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:28.3082135Z","response":"拥有","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:28.409586Z","response":"两个","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:28.51381Z","response":"头","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:28.6184175Z","response":"呢","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:28.7219117Z","response":"？","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:28.825078Z","response":"这","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:28.9296468Z","response":"听","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.0311444Z","response":"起来","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.1316079Z","response":"似乎","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.2358219Z","response":"是不","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.3398343Z","response":"可能","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.4403529Z","response":"的","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.5484937Z","response":"，但","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.655022Z","response":"我","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.7581549Z","response":"想","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.8581566Z","response":"深","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:29.9648745Z","response":"入","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:30.0696775Z","response":"探","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:30.1753713Z","response":"讨","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:30.27877Z","response":"一下","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:30.3833475Z","response":"这个","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:30.4894236Z","response":"问题","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:30.5940864Z","response":"。","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:30.6990377Z","response":"首","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:30.8045853Z","response":"先","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:30.9119286Z","response":"，我","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.0145369Z","response":"需要","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.1199967Z","response":"了解","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.2210625Z","response":"一下","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.3265552Z","response":"人的","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.4297025Z","response":"身体","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.5367356Z","response":"结构","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.6424456Z","response":"。","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.7482556Z","response":"我们","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.8530019Z","response":"知道","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:31.9602229Z","response":"，","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:32.0648399Z","response":"人","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:32.1710681Z","response":"体","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:32.2750219Z","response":"是","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:32.3830126Z","response":"由","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:32.4867969Z","response":" skull","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:32.5913801Z","response":"（","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:32.6956664Z","response":"骨","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:32.9019353Z","response":"骼","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.0078236Z","response":"）、","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.1117008Z","response":" brain","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.2166404Z","response":"（","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.3208538Z","response":"大","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.4293562Z","response":"脑","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.5347365Z","response":"）","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.6400088Z","response":"和","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.7457157Z","response":" spinal","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.8532486Z","response":" cord","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:33.9605695Z","response":"（","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:34.1659429Z","response":"脊","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:34.3748504Z","response":"髓","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:34.478906Z","response":"）","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:34.584636Z","response":"组","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:34.6967087Z","response":"成","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:34.803769Z","response":"的","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:34.9106495Z","response":"，这","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.0157751Z","response":"些","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.121576Z","response":"部分","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.2310764Z","response":"一起","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.3362608Z","response":"协","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.4423656Z","response":"调","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.5459597Z","response":"我们的","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.6509706Z","response":"各种","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.7515249Z","response":"生","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.8536359Z","response":"理","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:35.9587695Z","response":"功能","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:36.0627881Z","response":"。\n\n","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:36.1715121Z","response":"如果","done":false}
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{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:55.6665516Z","response":"生","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:55.7779068Z","response":"理","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:55.8908521Z","response":"上","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:55.9967553Z","response":"难","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:52:56.1099532Z","response":"以","done":false}
......
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:46.3458122Z","response":"可","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:46.4580693Z","response":"行","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:46.5710283Z","response":"性","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:46.6813578Z","response":"等","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:46.7906717Z","response":"多","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:46.9060062Z","response":"个","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:47.0186274Z","response":"角","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:47.1309257Z","response":"度","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:47.2435303Z","response":"来","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:47.3549818Z","response":"看","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:47.4657487Z","response":"，这","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:47.5768398Z","response":"种","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:47.6881374Z","response":"现","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:47.7962713Z","response":"象","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:47.9044614Z","response":"是不","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:48.0134716Z","response":"可能","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:48.1229904Z","response":"的","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:48.234462Z","response":"。","done":false}
{"model":"deepseek-r1:8b","created_at":"2025-02-23T08:53:48.3483199Z","response":"","done":true,"done_reason":"stop","context":[128011,17792,113221,54253,19361,110835,65455,11571,128012,128013,198,116274,3922,113221,124785,54253,66201,113882,70626,111663,106942,16325,126018,123882,110835,65455,104586,11571,44388,50287,106155,113644,126957,88367,9554,102378,37046,101067,102987,17701,106767,112962,111230,103624,87219,1811,61075,61826,101602,86206,114706,111230,105390,111006,113520,1811,98739,104105,3922,17792,33014,21043,68171,35113,10110,110135,101805,120,65459,8271,10110,27384,108851,7705,34208,50112,23125,10110,101171,232,100499,241,7705,41127,13153,9554,103138,98184,105494,109277,107047,48972,125383,120288,21990,22649,99480,3490,63344,115814,19361,110835,65455,116255,19483,65455,72368,112157,19361,107924,27384,108851,5486,76208,102078,34208,93994,79656,32648,102078,110477,115552,100815,104836,98406,9554,108851,125951,5486,104836,98406,9554,101365,54493,73548,3922,88367,98806,86206,62291,48915,9554,104473,107654,126907,34208,104424,107711,107246,51109,1811,108787,62291,48915,9554,119745,117237,111006,117147,21043,103668,101402,27384,35287,11571,75863,104894,19000,21990,22649,17905,21043,109947,23039,9554,3490,88356,101067,101067,112886,108851,21043,27384,25287,9554,32648,102078,115973,108928,16423,35287,65455,34048,112914,105494,118582,119464,19361,110835,65455,116255,19483,65455,72368,86206,48044,126827,112914,108851,106169,82696,60843,55999,81258,86206,78640,107438,118326,112914,108851,1811,106880,106041,17297,3922,109425,107047,48972,78640,107438,27384,108851,9554,28469,113841,104586,11571,44388,88367,38093,124376,109759,30358,9554,99480,110158,104584,58291,107960,108267,3490,122922,113294,42399,33208,34208,109683,51504,9554,64936,27479,37507,52030,3922,124785,9554,111006,113520,104724,108008,91272,33208,35287,1811,123882,110835,65455,16937,110395,19000,21990,22649,17905,105142,23897,112026,97150,108562,51611,110593,5486,21990,25359,50667,108900,75863,48706,6744,116,43240,114099,102778,1811,104836,65455,88367,115552,100815,34226,59464,114223,112914,108851,99480,102378,92672,75863,88367,103652,37507,117724,9554,122530,34208,87219,3490,114002,48044,108900,21043,106222,34208,106581,9554,63212,72238,107644,124785,106222,16325,3922,111006,83799,47523,122503,107693,9554,66378,109568,119464,126550,19361,110835,65455,103138,19000,47551,41073,104654,16325,38093,28190,110547,109098,108199,114099,102778,102836,101307,115624,104587,16937,119237,106075,17701,106222,1811,70626,111663,106942,105363,104836,65455,88367,58666,33208,35287,106880,106041,102378,115827,17905,103138,119938,122793,117237,108306,117147,88367,21043,108008,108631,107202,34208,105142,23897,51611,33764,9554,3490,33091,48915,113294,104696,34208,125044,9554,64936,27479,37507,52030,3922,104251,67178,48044,123882,110835,65455,104123,86206,104584,105150,109098,108199,104696,108502,81802,235,110477,16937,110395,117947,82317,28037,101365,54493,73548,5486,104473,107654,122523,87412,110235,108399,64531,33014,111006,9554,99480,107047,48972,1811,113230,3922,126784,104696,98806,110621,105483,102780,118498,59464,114223,119745,3490,112672,101602,75863,19000,101067,106258,81543,88367,68438,48915,109178,17701,58291,93994,17792,49792,46034,38574,37507,112026,113418,28542,111825,92776,102924,110474,103138,119938,104696,106246,86206,106146,42246,61826,42399,34208,59464,114223,9554,73548,126526,98806,31634,124116,28037,56438,119100,19000,9554,106966,113266,34208,122530,110477,117237,105456,124785,117147,113644,21043,109947,23039,9554,3490,122922,3922,127298,63212,72238,75863,54253,120994,58552,119464,126550,123882,110835,65455,106169,82696,104563,88367,28190,110547,37026,37046,30051,42016,125648,116255,19483,65455,72368,19361,107924,126966,34208,99750,101682,103138,87502,104836,30358,124176,88367,124376,109759,30358,122935,22649,87219,1811,109425,55642,78640,108306,53953,9554,126966,34208,40474,99750,103138,109614,48044,106146,42246,59464,114223,103786,39442,53283,125648,3490,60843,37985,111230,113294,112027,48864,5486,42399,33208,5486,106222,106581,5486,104696,31540,23039,34171,109717,127298,113614,50667,43240,19483,106643,28190,37507,52030,3922,124785,123882,110835,65455,113644,126957,88367,9554,110477,16937,110395,19000,21990,22649,17905,48706,109947,101545,44309,9554,108502,81802,235,116496,19000,106222,34208,127298,17905,75863,103652,117661,109098,108199,114099,102778,1811,109491,101602,112403,17792,21043,54253,19361,110835,65455,9554,115286,44388,115310,105068,35287,112027,48864,106583,108729,53229,47548,104587,105142,23897,112026,104696,106583,59464,114223,105318,9174,128014,271,110747,71689,125456,112696,109806,74770,50928,20834,88852,37985,68931,49543,334,124785,110621,123882,110835,65455,334,3922,104514,46281,112027,48864,5486,42399,33208,5486,106222,106581,34208,104696,31540,23039,34171,50667,43240,19483,64936,27479,37507,52030,103138,87502,47551,47523,126957,88367,9554,1811],"total_duration":87732605300,"load_duration":4663612600,"prompt_eval_count":10,"prompt_eval_duration":1542000000,"eval_count":749,"eval_duration":81522000000}最后一个 JSON 对象的 done 字段为 true，表示是最后一个消息分块。context 字段中的数字是用于对话上下文的，即下一次你向 LLM 发问时，可以把上次返回的 context 放到请求数据中，这样形成基于上下文的推理。不过这个 context 字段在官方文档中已标记为"过时"，以后可能不使用了。所以咱们可以不理会，因为可以使用聊天模式 API（请看上文）。
通过上面的简单演示，相信大伙伴都会用了。不过为了方便，咱们可以把请求数据封装一下，通过 JSON 序列化来调用，会更方便。
A、请求消息，主要使用 model、prompt 和 stream 字段。
/// <summary>
/// 请求数据
/// </summary>
public class ModelRequest
{
/// <summary>
/// 模型名称
/// </summary>
public string? Model { get; set; }
/// <summary>
/// 提问
/// </summary>
public string? Prompt { get; set; }
/// <summary>
/// 是否使用流模式
/// </summary>
public bool Stream { get; set; }
}B、返回的JSON封装，用到 model、response、done 字段。
/// <summary>
/// 返回的消息
/// </summary>
public class ModelResponse
{
/// <summary>
/// 模型名
/// </summary>
public string? Model { get; set; }
/// <summary>
/// 回复内容
/// </summary>
public string? Response { get; set; }
/// <summary>
/// 是否为最后一个分块
/// </summary>
public bool Done { get; set; } = false;
}咱们测试一下流模式。
internal class Program
{
// 根URL
const string BASE_URL = "http://127.0.0.1:11434";
// API 路径
const string GEN_API = "/api/generate";
static async Task Main(string[] args)
{
using HttpClient client = new HttpClient();
// 设置基址
client.BaseAddress = new Uri(BASE_URL);
// 准备请求数据
ModelRequest rqdata = new()
{
Model = "deepseek-r1:8b",
Stream = true,
Prompt = "25的15次方是多少？"
};
// 发送请求
var reqmsg = new HttpRequestMessage(HttpMethod.Post, GEN_API);
// 请求正文
JsonContent data = JsonContent.Create(rqdata);
reqmsg.Content = data;
var responsemsg = await client.SendAsync(reqmsg, HttpCompletionOption.ResponseHeadersRead);
// 处理响应消息
if (responsemsg.IsSuccessStatusCode)
{
using StreamReader reader = new(await responsemsg.Content.ReadAsStreamAsync());
// 属性名不区分大小写，在反序列化时如果不启用该选项
// 将无法读到字段值
JsonSerializerOptions options = new() { PropertyNameCaseInsensitive = true };
var line = await reader.ReadLineAsync();
while (line != null)
{
ModelResponse? mdresp = JsonSerializer.Deserialize<ModelResponse>(line, options);
if(mdresp != null)
{
Console.Write(mdresp.Response);
// 是否为最后一块
if(mdresp.Done == true)
{
Console.Write("\n\n（已完毕）\n");
break;
}
}
line = await reader.ReadLineAsync();
}
}
}
}这个和上一个例子差不多，只是将数据封装了。
需要注意的是，由于流是不断地返回 JSON 对象，而不是一个单独的JSON数组，所以不应该直接返序列化为 ModelResponse 数组，而是和前面一样，读一行出来，用 JsonSerializer.Deserialize 方法进行反序列化。这里要用到 JsonSerializerOptions 类设置一个 PropertyNameCaseInsensitive 属性，这是因为返回的 JSON 的字段名全是小写的，而咱们定义的 ModelResponse 类的属性是大写字母开头的，默认处理是严格区分大小写的（反序列化的时候，序列化时可以忽略），设置该选项是让其能够赋值。如果你嫌麻烦，也可以把 ModelResponse 类的属性名称全定义为小写。
使用流模式调用，可以得到这样的效果：
不过，不得不说一句，AI 做数学运算不如直接让 CPU 进行运算，秒出结果。这厮一直在瞎推理，推来推去，总算得出答案。所以说，AI 是有其适用范围的，真不是任何场合都合适。不要听网上那些外行人和卖课的胡说八道，他们整天把 AI 吹的比人还历害。骗三个月小孩呢，机器永远是机器，只能用在机器所擅长的领域，而我们人也应当做人该做的事，不可能啥都推给机器做，在那里无所事事。如何正确处理人和 AI 的关系，建议观赏一下 CLAMP 大妈的漫话《人形电脑天使心》。
下面咱们使用一下 nuget 包，搜索 OllamaSharp 就能找到。
如何添加 nuget 包，此处省略 1851 字。
安装好包后，需要引入以下命名空间：
using OllamaSharp;
using OllamaSharp.Models;然后，实例化 OllamaApiClient。
IOllamaApiClient client = new OllamaApiClient(
"http://127.0.0.1:11434",
"deepseek-r1:8b"
);构造函数的第二个参数是设置一个默认模型名称，后面在调用 API 时就不用再设置了。
请求时要提交一个 GenerateRequest 对象，和前面咱们自己封装的一样，需要用到 Model、Prompt 等属性。
// 准备数据
GenerateRequest req = new();
// 如果在构造函数配置过模型名称，可以省略
//req.Model = "deepseek-r1:8b";
req.Stream = true;
req.Prompt = "唐太宗是唐朝第几位皇帝？";由于咱们设置了默认模型，这里 Model 属性可以不赋值。
发出请求，返回一个 IAsyncEnumerable<T> 对象，里面包含返回的 GenerateResponseStream 对象列表。这个支持异步枚举。
var resp = client.GenerateAsync(req);
await foreach(GenerateResponseStream? stream in resp)
{
if(stream != null)
{
Console.Write(stream.Response);
// 如果已结束
if(stream.Done)
{
Console.Write("\n\n会话结束\n");
}
}
}其实和咱们刚才自己封装的差不多。运行结果如下：
虽然答案是对的，但推理过程纯属胡说八道，大伙伴且当娱乐。
下面咱们用一下聊天功能。
这是一个 WinForm 项目，窗口上方是一个 RichTextBox，显示AI回复的内容，下面的文本框用来输入。
往项目添加 OllamaSharp 包，然后在窗口类的代码文件中引入以下命名空间：
using OllamaSharp;
using OllamaSharp.Models.Chat;聊天模式也是先创建 OllamaApiClient 实例，然后把此 OllamaApiClient 实例传递给 Chat 类的构造函数，进而创建 Chat 实例。接着，调用 Chat 实例的 SendAsAsync 或 SendAsync 方法发送消息。方法返回 AI 回答你的内容。
// 声明类级别的私有字段
OllamaApiClient? client;
Chat? theChat;
public Form1()
{
InitializeComponent();
// 调用这个方法初始化 Ollama 客户端
InitOllamClient();
btnSend.Click += BtnSend_Click;
}
private void InitOllamClient()
{
client = new OllamaApiClient("http://127.0.0.1:11434", "deepseek-r1:8b");
theChat = newChat(client);
}处理一下"发送"按钮的 Click 事件，发送消息并把AI响应的消息追加到 RichTextBox 中。
private async void BtnSend_Click(object? sender, EventArgs e)
{
if (txtMessage.Text == string.Empty) return;
// 发起请求
IAsyncEnumerable<string> history = theChat!.SendAsAsync(ChatRole.User, txtMessage.Text);
await foreach(string s in history)
{
// 跳过不需要的字符
if(s.Equals("<think>")
|| s.Equals("</think>")
|| s.Equals("\n\n")
|| s.Equals("\n"))
{
continue;
}
// 追加文本
rtbMessages.AppendText(s);
}
// 一条消息后加一个换行符
rtbMessages.AppendText("\n");
txtMessage.Clear(); // 清除文本
}SendAsAsync 方法有N多重载，此处使用的是以下版本：
public IAsyncEnumerable<string> SendAsAsync(ChatRole role, string message, CancellationToken cancellationToken = default(CancellationToken))第一个参数是 role 表示角色，你说的话要用 User 角色；第二个参数是消息内容；第三个可选，一般默认就行，除非你需要取消调用。
返回的内容是字符串列表，这个列表包含模型预测的短语列表，要把整个列表串联起来才是完整的消息（看前文第一个例子，就是流模式那样）。
效果如下图所示：
好了，本文内容基本介绍完了。老周可不允许你学不会！如果这也学不会，那就罚自己饿两个月吧。ASP.NET Core 上的用法也一样的，你可以让 Ollama 和应用程序在同一个服务器，本地调用，然后返回给客户端，一般不用直接对外暴露 URL。
===============================================================================
常看老周水文的伙伴都知道，老周喜欢聊些额外的话题，所以下面内容与本文无关，你可以跳过不阅的。
在上一篇水文中，老周提到了一个让人印象很深刻的应聘者，他对初音未来爱得深沉。这里老周发表一下个人看法，你如果不认同就当老周没说。如果我要找一位偶像，那一定要是真人吗？虚拟偶像好不好？
老周天生没有追星的兴趣，所以不太明白狂热粉的心态是什么样的，话说得不好听请见谅。老周个人觉得，虚拟偶像可能比真人偶像更好。首先，既然叫偶像，那当然是虚幻的了，何必在乎是否真人？再者，虚拟偶像不具有人的属性，在粉丝心里，她可以从始至终都那么干净无瑕的，并不用担心自己的偶像吸 du 了，tao 税了，或其他违法的事情，你的偶像可以永久完美。这一点，真人偶像还真不一定做得到。
更何况，粉初音未来也比粉那些娘炮要好吧。不过呢，人红是非多，虚拟人物也是如此，现在初音未来也被玩坏了。初音太火了那是真的，不然为什么连老周这种不追星的人都知道她呢，更别说近几年很多抄客都喜欢抄袭她的歌。真实情况是，我上大学的时候，宿舍有位同学很喜欢看日漫，当年，Miku 刚出来的时候，是他告诉我的，所以，老周很早就知道初音了，硬盘里也存了近两百G她的歌，N年前也买过一张CD。
初音一旦火了，粉丝圈就不会那么干净了，也正因为虚拟人物没有人类属性，一切都是创作者赋予的。优点是作者完全可以按照自己想要的效果去细调音源，这甚至比训练真人歌手还有用。缺点也明显，圈子里会混入一些心术不正、人格扭曲、精神BT，并且重口味的人。16岁的少女形象可以满足他们各种不正常的欲望，于是他们就会创作"那些你懂的"东西。然后一些二次元人也缺乏脑子，被这些东西一洗脑就会上瘾，就跟上了 du 瘾的人一样，觉得每天吸一吸是很正常的。这些玩意儿跟 X 教挺像的。
不管你有什么爱好，自己喜欢也跟别人没啥关系，真没必要混圈子。圈子如同江湖，没一个是干净的。你不要以为什么书法、古琴这些圈子会很高大上。不是的，我们现在的人真的比不了古人，这些你以为很高雅的圈子，其实也很乱很恶心的。所以，老周天天练书法，但从不混圈子，也不参与那些活动，也不加入那些什么帮会，连书法相关的新闻也不看。
行了，就聊到这儿吧，纯属个人见解。