using var ollama = new OllamaApiClient();
var models = await ollama.Models.ListModelsAsync();
// Pulling a model and reporting progress
await foreach (var response in ollama.PullModelAsync("all-minilm", stream: true))
{
Console.WriteLine($"{response.Status}. Progress: {response.Completed}/{response.Total}");
}
// or just pull the model and wait for it to finish
await ollama.Models.PullModelAsync("all-minilm").EnsureSuccessAsync();
// Generating an embedding
var embedding = await ollama.Embeddings.GenerateEmbeddingAsync(
model: "all-minilm",
prompt: "hello");
// Streaming a completion directly into the console
// keep reusing the context to keep the chat topic going
IList<long>? context = null;
var enumerable = ollama.Completions.GenerateCompletionAsync("llama3.2", "answer 5 random words");
await foreach (var response in enumerable)
{
Console.WriteLine($"> {response.Response}");
context = response.Context;
}
var lastResponse = await ollama.Completions.GenerateCompletionAsync("llama3.2", "answer 123", stream: false, context: context).WaitAsync();
Console.WriteLine(lastResponse.Response);
var chat = ollama.Chat("mistral");
while (true)
{
var message = await chat.SendAsync("answer 123");
Console.WriteLine(message.Content);
var newMessage = Console.ReadLine();
await chat.Send(newMessage);
}
using var ollama = new OllamaApiClient();
var chat = ollama.Chat(
model: "llama3.2",
systemMessage: "You are a helpful weather assistant.",
autoCallTools: true);
var service = new WeatherService();
chat.AddToolService(service.AsTools(), service.AsCalls());
try
{
_ = await chat.SendAsync("What is the current temperature in Dubai, UAE in Celsius?");
}
finally
{
Console.WriteLine(chat.PrintMessages());
}
> System:
You are a helpful weather assistant.
> User:
What is the current temperature in Dubai, UAE in Celsius?
> Assistant:
Tool calls:
GetCurrentWeather({"location":"Dubai, UAE","unit":"celsius"})
> Tool:
{"location":"Dubai, UAE","temperature":22,"unit":"celsius","description":"Sunny"}
> Assistant:
The current temperature in Dubai, UAE is 22°C.
using CSharpToJsonSchema;
public enum Unit
{
Celsius,
Fahrenheit,
}
public class Weather
{
public string Location { get; set; } = string.Empty;
public double Temperature { get; set; }
public Unit Unit { get; set; }
public string Description { get; set; } = string.Empty;
}
[GenerateJsonSchema]
public interface IWeatherFunctions
{
[Description("Get the current weather in a given location")]
public Task<Weather> GetCurrentWeatherAsync(
[Description("The city and state, e.g. San Francisco, CA")] string location,
Unit unit = Unit.Celsius,
CancellationToken cancellationToken = default);
}
public class WeatherService : IWeatherFunctions
{
public Task<Weather> GetCurrentWeatherAsync(string location, Unit unit = Unit.Celsius, CancellationToken cancellationToken = default)
{
return Task.FromResult(new Weather
{
Location = location,
Temperature = 22.0,
Unit = unit,
Description = "Sunny",
});
}
}
Icon and name were reused from the amazing Ollama project.
The project was forked from this repository,
after which automatic code generation was applied based on this OpenAPI specification
(in the future it will be replaced by the official one, if one appears)
Priority place for bugs: https://github.com/tryAGI/Ollama/issues
Priority place for ideas and general questions: https://github.com/tryAGI/Ollama/discussions
Discord: https://discord.gg/Ca2xhfBf3v
This project is supported by JetBrains through the Open Source Support Program.
This project is supported by CodeRabbit through the Open Source Support Program.