docs: update README and examples for v1.0.0
- Rewrite README with all new endpoints and current model names - Add available models table with constructors - Add FIM and OCR examples - Update all examples for string-based Model type - Update streaming example for Option<String> delta content - Use serde_json::json!() for tool schemas in examples - Add .envrc to .gitignore
This commit is contained in:
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.gitignore
vendored
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@@ -23,3 +23,4 @@ Cargo.lock
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/cobertura.xml
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/cobertura.xml
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.env
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.env
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.envrc
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416
README.md
416
README.md
@@ -1,87 +1,43 @@
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# Mistral AI Rust Client
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# Mistral AI Rust Client
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[](https://crates.io/crates/mistralai-client)
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Rust client for the [Mistral AI API](https://docs.mistral.ai/api/).
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[](https://docs.rs/mistralai-client/latest/mistralai-client)
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||||||
[](https://github.com/ivangabriele/mistralai-client-rs/actions?query=branch%3Amain+workflow%3ATest++)
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[](https://app.codecov.io/github/ivangabriele/mistralai-client-rs)
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|
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||||||
Rust client for the Mistral AI API.
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> **Fork** of [ivangabriele/mistralai-client-rs](https://github.com/ivangabriele/mistralai-client-rs),
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> updated to the latest Mistral API with all current endpoints and models.
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> [!IMPORTANT]
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> While we are in v0, minor versions may introduce breaking changes.
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> Please, refer to the [CHANGELOG.md](./CHANGELOG.md) for more information.
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---
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- [Supported APIs](#supported-apis)
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- [Installation](#installation)
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- [Mistral API Key](#mistral-api-key)
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- [As an environment variable](#as-an-environment-variable)
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- [As a client argument](#as-a-client-argument)
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- [Usage](#usage)
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- [Chat](#chat)
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- [Chat (async)](#chat-async)
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- [Chat with streaming (async)](#chat-with-streaming-async)
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- [Chat with Function Calling](#chat-with-function-calling)
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- [Chat with Function Calling (async)](#chat-with-function-calling-async)
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- [Embeddings](#embeddings)
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- [Embeddings (async)](#embeddings-async)
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- [List models](#list-models)
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- [List models (async)](#list-models-async)
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- [Contributing](#contributing)
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---
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## Supported APIs
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## Supported APIs
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|
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- [x] Chat without streaming
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- [x] Chat completions (sync, async, streaming)
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- [x] Chat without streaming (async)
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- [x] Function calling / tool use
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- [x] Chat with streaming
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- [x] FIM (fill-in-the-middle) code completions
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- [x] Embedding
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- [x] Embeddings (sync, async)
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- [x] Embedding (async)
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- [x] Models (list, get, delete)
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- [x] List models
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- [x] Files (upload, list, get, delete, download URL)
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- [x] List models (async)
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- [x] Fine-tuning jobs (create, list, get, cancel, start)
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- [x] Function Calling
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- [x] Batch jobs (create, list, get, cancel)
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- [x] Function Calling (async)
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- [x] OCR (document text extraction)
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|
- [x] Audio transcription
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|
- [x] Moderations & classifications
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|
- [x] Agent completions
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|
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## Installation
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## Installation
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|
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You can install the library in your project using:
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|
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```sh
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```sh
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cargo add mistralai-client
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cargo add mistralai-client
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```
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```
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|
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### Mistral API Key
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### API Key
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|
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You can get your Mistral API Key there: <https://docs.mistral.ai/#api-access>.
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Get your key at <https://console.mistral.ai/api-keys>.
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|
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#### As an environment variable
|
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|
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Just set the `MISTRAL_API_KEY` environment variable.
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|
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```rs
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```rs
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use mistralai_client::v1::client::Client;
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use mistralai_client::v1::client::Client;
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|
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fn main() {
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// From MISTRAL_API_KEY environment variable:
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let client = Client::new(None, None, None, None);
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let client = Client::new(None, None, None, None).unwrap();
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}
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```
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|
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```sh
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// Or pass directly:
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MISTRAL_API_KEY=your_api_key cargo run
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let client = Client::new(Some("your_api_key".to_string()), None, None, None).unwrap();
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```
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|
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#### As a client argument
|
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|
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```rs
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use mistralai_client::v1::client::Client;
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|
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fn main() {
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let api_key = "your_api_key";
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|
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let client = Client::new(Some(api_key), None, None, None).unwrap();
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|
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}
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```
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```
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|
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## Usage
|
## Usage
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@@ -90,30 +46,23 @@ fn main() {
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|
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```rs
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```rs
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use mistralai_client::v1::{
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use mistralai_client::v1::{
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chat::{ChatMessage, ChatMessageRole, ChatParams},
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chat::{ChatMessage, ChatParams},
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client::Client,
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client::Client,
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constants::Model,
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constants::Model,
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};
|
};
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|
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fn main() {
|
fn main() {
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// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
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let client = Client::new(None, None, None, None).unwrap();
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let client = Client::new(None, None, None, None).unwrap();
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|
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let model = Model::OpenMistral7b;
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let model = Model::mistral_small_latest();
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let messages = vec![ChatMessage {
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let messages = vec![ChatMessage::new_user_message("What is the Eiffel Tower?")];
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role: ChatMessageRole::User,
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content: "Just guess the next word: \"Eiffel ...\"?".to_string(),
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tool_calls: None,
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}];
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let options = ChatParams {
|
let options = ChatParams {
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temperature: 0.0,
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temperature: Some(0.7),
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random_seed: Some(42),
|
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..Default::default()
|
..Default::default()
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};
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};
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let result = client.chat(model, messages, Some(options)).unwrap();
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let result = client.chat(model, messages, Some(options)).unwrap();
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println!("Assistant: {}", result.choices[0].message.content);
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println!("{}", result.choices[0].message.content);
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// => "Assistant: Tower. The Eiffel Tower is a famous landmark in Paris, France."
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}
|
}
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```
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```
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@@ -121,46 +70,29 @@ fn main() {
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|
|
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```rs
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```rs
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use mistralai_client::v1::{
|
use mistralai_client::v1::{
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chat::{ChatMessage, ChatMessageRole, ChatParams},
|
chat::{ChatMessage, ChatParams},
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client::Client,
|
client::Client,
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constants::Model,
|
constants::Model,
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};
|
};
|
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|
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#[tokio::main]
|
#[tokio::main]
|
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async fn main() {
|
async fn main() {
|
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// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
|
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let client = Client::new(None, None, None, None).unwrap();
|
let client = Client::new(None, None, None, None).unwrap();
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|
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let model = Model::OpenMistral7b;
|
let model = Model::mistral_small_latest();
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let messages = vec![ChatMessage {
|
let messages = vec![ChatMessage::new_user_message("What is the Eiffel Tower?")];
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role: ChatMessageRole::User,
|
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content: "Just guess the next word: \"Eiffel ...\"?".to_string(),
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tool_calls: None,
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}];
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let options = ChatParams {
|
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temperature: 0.0,
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random_seed: Some(42),
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..Default::default()
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|
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};
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|
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let result = client
|
let result = client.chat_async(model, messages, None).await.unwrap();
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.chat_async(model, messages, Some(options))
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println!("{}", result.choices[0].message.content);
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.await
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|
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.unwrap();
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println!(
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"{:?}: {}",
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result.choices[0].message.role, result.choices[0].message.content
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);
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// => "Assistant: Tower. The Eiffel Tower is a famous landmark in Paris, France."
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|
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}
|
}
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```
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```
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|
|
||||||
### Chat with streaming (async)
|
### Chat with streaming
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||||||
|
|
||||||
```rs
|
```rs
|
||||||
use futures::stream::StreamExt;
|
use futures::stream::StreamExt;
|
||||||
use mistralai_client::v1::{
|
use mistralai_client::v1::{
|
||||||
chat::{ChatMessage, ChatMessageRole, ChatParams},
|
chat::{ChatMessage, ChatParams},
|
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client::Client,
|
client::Client,
|
||||||
constants::Model,
|
constants::Model,
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||||||
};
|
};
|
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@@ -168,244 +100,111 @@ use std::io::{self, Write};
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|||||||
|
|
||||||
#[tokio::main]
|
#[tokio::main]
|
||||||
async fn main() {
|
async fn main() {
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
|
||||||
let client = Client::new(None, None, None, None).unwrap();
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
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let model = Model::OpenMistral7b;
|
let model = Model::mistral_small_latest();
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let messages = vec![ChatMessage {
|
let messages = vec![ChatMessage::new_user_message("Tell me a short story.")];
|
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role: ChatMessageRole::User,
|
|
||||||
content: "Tell me a short happy story.".to_string(),
|
|
||||||
tool_calls: None,
|
|
||||||
}];
|
|
||||||
let options = ChatParams {
|
|
||||||
temperature: 0.0,
|
|
||||||
random_seed: Some(42),
|
|
||||||
..Default::default()
|
|
||||||
};
|
|
||||||
|
|
||||||
let stream_result = client
|
let stream = client.chat_stream(model, messages, None).await.unwrap();
|
||||||
.chat_stream(model, messages, Some(options))
|
stream
|
||||||
.await
|
|
||||||
.unwrap();
|
|
||||||
stream_result
|
|
||||||
.for_each(|chunk_result| async {
|
.for_each(|chunk_result| async {
|
||||||
match chunk_result {
|
match chunk_result {
|
||||||
Ok(chunks) => chunks.iter().for_each(|chunk| {
|
Ok(chunks) => chunks.iter().for_each(|chunk| {
|
||||||
print!("{}", chunk.choices[0].delta.content);
|
if let Some(content) = &chunk.choices[0].delta.content {
|
||||||
io::stdout().flush().unwrap();
|
print!("{}", content);
|
||||||
// => "Once upon a time, [...]"
|
io::stdout().flush().unwrap();
|
||||||
|
}
|
||||||
}),
|
}),
|
||||||
Err(error) => {
|
Err(error) => eprintln!("Error: {:?}", error),
|
||||||
eprintln!("Error processing chunk: {:?}", error)
|
|
||||||
}
|
|
||||||
}
|
}
|
||||||
})
|
})
|
||||||
.await;
|
.await;
|
||||||
print!("\n") // To persist the last chunk output.
|
println!();
|
||||||
}
|
}
|
||||||
```
|
```
|
||||||
|
|
||||||
### Chat with Function Calling
|
### Function calling
|
||||||
|
|
||||||
```rs
|
```rs
|
||||||
use mistralai_client::v1::{
|
use mistralai_client::v1::{
|
||||||
chat::{ChatMessage, ChatMessageRole, ChatParams},
|
chat::{ChatMessage, ChatParams},
|
||||||
client::Client,
|
client::Client,
|
||||||
constants::Model,
|
constants::Model,
|
||||||
tool::{Function, Tool, ToolChoice, ToolFunctionParameter, ToolFunctionParameterType},
|
tool::{Function, Tool, ToolChoice},
|
||||||
};
|
};
|
||||||
use serde::Deserialize;
|
use serde::Deserialize;
|
||||||
use std::any::Any;
|
use std::any::Any;
|
||||||
|
|
||||||
#[derive(Debug, Deserialize)]
|
#[derive(Debug, Deserialize)]
|
||||||
struct GetCityTemperatureArguments {
|
struct GetWeatherArgs { city: String }
|
||||||
city: String,
|
|
||||||
}
|
|
||||||
|
|
||||||
struct GetCityTemperatureFunction;
|
struct GetWeatherFunction;
|
||||||
#[async_trait::async_trait]
|
#[async_trait::async_trait]
|
||||||
impl Function for GetCityTemperatureFunction {
|
impl Function for GetWeatherFunction {
|
||||||
async fn execute(&self, arguments: String) -> Box<dyn Any + Send> {
|
async fn execute(&self, arguments: String) -> Box<dyn Any + Send> {
|
||||||
// Deserialize arguments, perform the logic, and return the result
|
let args: GetWeatherArgs = serde_json::from_str(&arguments).unwrap();
|
||||||
let GetCityTemperatureArguments { city } = serde_json::from_str(&arguments).unwrap();
|
Box::new(format!("20°C in {}", args.city))
|
||||||
|
|
||||||
let temperature = match city.as_str() {
|
|
||||||
"Paris" => "20°C",
|
|
||||||
_ => "Unknown city",
|
|
||||||
};
|
|
||||||
|
|
||||||
Box::new(temperature.to_string())
|
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
fn main() {
|
fn main() {
|
||||||
let tools = vec![Tool::new(
|
let tools = vec![Tool::new(
|
||||||
"get_city_temperature".to_string(),
|
"get_weather".to_string(),
|
||||||
"Get the current temperature in a city.".to_string(),
|
"Get the weather in a city.".to_string(),
|
||||||
vec![ToolFunctionParameter::new(
|
serde_json::json!({
|
||||||
"city".to_string(),
|
"type": "object",
|
||||||
"The name of the city.".to_string(),
|
"properties": {
|
||||||
ToolFunctionParameterType::String,
|
"city": { "type": "string", "description": "City name" }
|
||||||
)],
|
},
|
||||||
|
"required": ["city"]
|
||||||
|
}),
|
||||||
)];
|
)];
|
||||||
|
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
|
||||||
let mut client = Client::new(None, None, None, None).unwrap();
|
let mut client = Client::new(None, None, None, None).unwrap();
|
||||||
client.register_function(
|
client.register_function("get_weather".to_string(), Box::new(GetWeatherFunction));
|
||||||
"get_city_temperature".to_string(),
|
|
||||||
Box::new(GetCityTemperatureFunction),
|
|
||||||
);
|
|
||||||
|
|
||||||
let model = Model::MistralSmallLatest;
|
let messages = vec![ChatMessage::new_user_message("What's the weather in Paris?")];
|
||||||
let messages = vec![ChatMessage {
|
|
||||||
role: ChatMessageRole::User,
|
|
||||||
content: "What's the temperature in Paris?".to_string(),
|
|
||||||
tool_calls: None,
|
|
||||||
}];
|
|
||||||
let options = ChatParams {
|
let options = ChatParams {
|
||||||
temperature: 0.0,
|
|
||||||
random_seed: Some(42),
|
|
||||||
tool_choice: Some(ToolChoice::Auto),
|
tool_choice: Some(ToolChoice::Auto),
|
||||||
tools: Some(tools),
|
tools: Some(tools),
|
||||||
..Default::default()
|
..Default::default()
|
||||||
};
|
};
|
||||||
|
|
||||||
client.chat(model, messages, Some(options)).unwrap();
|
client.chat(Model::mistral_small_latest(), messages, Some(options)).unwrap();
|
||||||
let temperature = client
|
let result = client.get_last_function_call_result().unwrap().downcast::<String>().unwrap();
|
||||||
.get_last_function_call_result()
|
println!("{}", result);
|
||||||
.unwrap()
|
|
||||||
.downcast::<String>()
|
|
||||||
.unwrap();
|
|
||||||
println!("The temperature in Paris is: {}.", temperature);
|
|
||||||
// => "The temperature in Paris is: 20°C."
|
|
||||||
}
|
}
|
||||||
```
|
```
|
||||||
|
|
||||||
### Chat with Function Calling (async)
|
### FIM (code completion)
|
||||||
|
|
||||||
```rs
|
```rs
|
||||||
use mistralai_client::v1::{
|
use mistralai_client::v1::{client::Client, constants::Model, fim::FimParams};
|
||||||
chat::{ChatMessage, ChatMessageRole, ChatParams},
|
|
||||||
client::Client,
|
|
||||||
constants::Model,
|
|
||||||
tool::{Function, Tool, ToolChoice, ToolFunctionParameter, ToolFunctionParameterType},
|
|
||||||
};
|
|
||||||
use serde::Deserialize;
|
|
||||||
use std::any::Any;
|
|
||||||
|
|
||||||
#[derive(Debug, Deserialize)]
|
fn main() {
|
||||||
struct GetCityTemperatureArguments {
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
city: String,
|
|
||||||
}
|
|
||||||
|
|
||||||
struct GetCityTemperatureFunction;
|
let options = FimParams {
|
||||||
#[async_trait::async_trait]
|
suffix: Some("\n return result".to_string()),
|
||||||
impl Function for GetCityTemperatureFunction {
|
|
||||||
async fn execute(&self, arguments: String) -> Box<dyn Any + Send> {
|
|
||||||
// Deserialize arguments, perform the logic, and return the result
|
|
||||||
let GetCityTemperatureArguments { city } = serde_json::from_str(&arguments).unwrap();
|
|
||||||
|
|
||||||
let temperature = match city.as_str() {
|
|
||||||
"Paris" => "20°C",
|
|
||||||
_ => "Unknown city",
|
|
||||||
};
|
|
||||||
|
|
||||||
Box::new(temperature.to_string())
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
#[tokio::main]
|
|
||||||
async fn main() {
|
|
||||||
let tools = vec![Tool::new(
|
|
||||||
"get_city_temperature".to_string(),
|
|
||||||
"Get the current temperature in a city.".to_string(),
|
|
||||||
vec![ToolFunctionParameter::new(
|
|
||||||
"city".to_string(),
|
|
||||||
"The name of the city.".to_string(),
|
|
||||||
ToolFunctionParameterType::String,
|
|
||||||
)],
|
|
||||||
)];
|
|
||||||
|
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
|
||||||
let mut client = Client::new(None, None, None, None).unwrap();
|
|
||||||
client.register_function(
|
|
||||||
"get_city_temperature".to_string(),
|
|
||||||
Box::new(GetCityTemperatureFunction),
|
|
||||||
);
|
|
||||||
|
|
||||||
let model = Model::MistralSmallLatest;
|
|
||||||
let messages = vec![ChatMessage {
|
|
||||||
role: ChatMessageRole::User,
|
|
||||||
content: "What's the temperature in Paris?".to_string(),
|
|
||||||
tool_calls: None,
|
|
||||||
}];
|
|
||||||
let options = ChatParams {
|
|
||||||
temperature: 0.0,
|
|
||||||
random_seed: Some(42),
|
|
||||||
tool_choice: Some(ToolChoice::Auto),
|
|
||||||
tools: Some(tools),
|
|
||||||
..Default::default()
|
..Default::default()
|
||||||
};
|
};
|
||||||
|
|
||||||
client
|
let result = client.fim(Model::codestral_latest(), "def fibonacci(".to_string(), Some(options)).unwrap();
|
||||||
.chat_async(model, messages, Some(options))
|
println!("{}", result.choices[0].message.content);
|
||||||
.await
|
|
||||||
.unwrap();
|
|
||||||
let temperature = client
|
|
||||||
.get_last_function_call_result()
|
|
||||||
.unwrap()
|
|
||||||
.downcast::<String>()
|
|
||||||
.unwrap();
|
|
||||||
println!("The temperature in Paris is: {}.", temperature);
|
|
||||||
// => "The temperature in Paris is: 20°C."
|
|
||||||
}
|
}
|
||||||
```
|
```
|
||||||
|
|
||||||
### Embeddings
|
### Embeddings
|
||||||
|
|
||||||
```rs
|
```rs
|
||||||
use mistralai_client::v1::{client::Client, constants::EmbedModel};
|
use mistralai_client::v1::{client::Client, constants::Model};
|
||||||
|
|
||||||
fn main() {
|
fn main() {
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
let client: Client = Client::new(None, None, None, None).unwrap();
|
|
||||||
|
|
||||||
let model = EmbedModel::MistralEmbed;
|
let input = vec!["Hello world".to_string(), "Goodbye world".to_string()];
|
||||||
let input = vec!["Embed this sentence.", "As well as this one."]
|
let response = client.embeddings(Model::mistral_embed(), input, None).unwrap();
|
||||||
.iter()
|
println!("Dimensions: {}", response.data[0].embedding.len());
|
||||||
.map(|s| s.to_string())
|
|
||||||
.collect();
|
|
||||||
let options = None;
|
|
||||||
|
|
||||||
let response = client.embeddings(model, input, options).unwrap();
|
|
||||||
println!("First Embedding: {:?}", response.data[0]);
|
|
||||||
// => "First Embedding: {...}"
|
|
||||||
}
|
|
||||||
```
|
|
||||||
|
|
||||||
### Embeddings (async)
|
|
||||||
|
|
||||||
```rs
|
|
||||||
use mistralai_client::v1::{client::Client, constants::EmbedModel};
|
|
||||||
|
|
||||||
#[tokio::main]
|
|
||||||
async fn main() {
|
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
|
||||||
let client: Client = Client::new(None, None, None, None).unwrap();
|
|
||||||
|
|
||||||
let model = EmbedModel::MistralEmbed;
|
|
||||||
let input = vec!["Embed this sentence.", "As well as this one."]
|
|
||||||
.iter()
|
|
||||||
.map(|s| s.to_string())
|
|
||||||
.collect();
|
|
||||||
let options = None;
|
|
||||||
|
|
||||||
let response = client
|
|
||||||
.embeddings_async(model, input, options)
|
|
||||||
.await
|
|
||||||
.unwrap();
|
|
||||||
println!("First Embedding: {:?}", response.data[0]);
|
|
||||||
// => "First Embedding: {...}"
|
|
||||||
}
|
}
|
||||||
```
|
```
|
||||||
|
|
||||||
@@ -415,31 +214,62 @@ async fn main() {
|
|||||||
use mistralai_client::v1::client::Client;
|
use mistralai_client::v1::client::Client;
|
||||||
|
|
||||||
fn main() {
|
fn main() {
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
|
||||||
let client = Client::new(None, None, None, None).unwrap();
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
||||||
let result = client.list_models().unwrap();
|
let models = client.list_models().unwrap();
|
||||||
println!("First Model ID: {:?}", result.data[0].id);
|
for model in &models.data {
|
||||||
// => "First Model ID: open-mistral-7b"
|
println!("{}", model.id);
|
||||||
|
}
|
||||||
}
|
}
|
||||||
```
|
```
|
||||||
|
|
||||||
### List models (async)
|
### OCR
|
||||||
|
|
||||||
```rs
|
```rs
|
||||||
use mistralai_client::v1::client::Client;
|
use mistralai_client::v1::{
|
||||||
|
client::Client,
|
||||||
|
constants::Model,
|
||||||
|
ocr::{OcrDocument, OcrRequest},
|
||||||
|
};
|
||||||
|
|
||||||
#[tokio::main]
|
fn main() {
|
||||||
async fn main() {
|
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
|
||||||
let client = Client::new(None, None, None, None).unwrap();
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
||||||
let result = client.list_models_async().await.unwrap();
|
let request = OcrRequest {
|
||||||
println!("First Model ID: {:?}", result.data[0].id);
|
model: Model::mistral_ocr_latest(),
|
||||||
// => "First Model ID: open-mistral-7b"
|
document: OcrDocument::from_url("https://example.com/document.pdf"),
|
||||||
|
pages: Some(vec![0]),
|
||||||
|
table_format: None,
|
||||||
|
include_image_base64: None,
|
||||||
|
image_limit: None,
|
||||||
|
};
|
||||||
|
|
||||||
|
let response = client.ocr(&request).unwrap();
|
||||||
|
println!("{}", response.pages[0].markdown);
|
||||||
}
|
}
|
||||||
```
|
```
|
||||||
|
|
||||||
## Contributing
|
## Available Models
|
||||||
|
|
||||||
Please read [CONTRIBUTING.md](./CONTRIBUTING.md) for details on how to contribute to this library.
|
Use `Model::new("any-model-id")` for any model, or use the built-in constructors:
|
||||||
|
|
||||||
|
| Constructor | Model ID |
|
||||||
|
|---|---|
|
||||||
|
| `Model::mistral_large_latest()` | `mistral-large-latest` |
|
||||||
|
| `Model::mistral_medium_latest()` | `mistral-medium-latest` |
|
||||||
|
| `Model::mistral_small_latest()` | `mistral-small-latest` |
|
||||||
|
| `Model::mistral_small_4()` | `mistral-small-4-0-26-03` |
|
||||||
|
| `Model::codestral_latest()` | `codestral-latest` |
|
||||||
|
| `Model::magistral_medium_latest()` | `magistral-medium-latest` |
|
||||||
|
| `Model::magistral_small_latest()` | `magistral-small-latest` |
|
||||||
|
| `Model::mistral_embed()` | `mistral-embed` |
|
||||||
|
| `Model::mistral_ocr_latest()` | `mistral-ocr-latest` |
|
||||||
|
| `Model::mistral_moderation_latest()` | `mistral-moderation-26-03` |
|
||||||
|
| `Model::pixtral_large()` | `pixtral-large-2411` |
|
||||||
|
| `Model::voxtral_mini_transcribe()` | `voxtral-mini-transcribe-2-26-02` |
|
||||||
|
|
||||||
|
See `constants.rs` for the full list.
|
||||||
|
|
||||||
|
## License
|
||||||
|
|
||||||
|
Apache-2.0
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
use mistralai_client::v1::{
|
use mistralai_client::v1::{
|
||||||
chat::{ChatMessage, ChatMessageRole, ChatParams},
|
chat::{ChatMessage, ChatParams},
|
||||||
client::Client,
|
client::Client,
|
||||||
constants::Model,
|
constants::Model,
|
||||||
};
|
};
|
||||||
@@ -8,14 +8,12 @@ fn main() {
|
|||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
||||||
let client = Client::new(None, None, None, None).unwrap();
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
||||||
let model = Model::OpenMistral7b;
|
let model = Model::mistral_small_latest();
|
||||||
let messages = vec![ChatMessage {
|
let messages = vec![ChatMessage::new_user_message(
|
||||||
role: ChatMessageRole::User,
|
"Just guess the next word: \"Eiffel ...\"?",
|
||||||
content: "Just guess the next word: \"Eiffel ...\"?".to_string(),
|
)];
|
||||||
tool_calls: None,
|
|
||||||
}];
|
|
||||||
let options = ChatParams {
|
let options = ChatParams {
|
||||||
temperature: 0.0,
|
temperature: Some(0.0),
|
||||||
random_seed: Some(42),
|
random_seed: Some(42),
|
||||||
..Default::default()
|
..Default::default()
|
||||||
};
|
};
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
use mistralai_client::v1::{
|
use mistralai_client::v1::{
|
||||||
chat::{ChatMessage, ChatMessageRole, ChatParams},
|
chat::{ChatMessage, ChatParams},
|
||||||
client::Client,
|
client::Client,
|
||||||
constants::Model,
|
constants::Model,
|
||||||
};
|
};
|
||||||
@@ -9,14 +9,12 @@ async fn main() {
|
|||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
||||||
let client = Client::new(None, None, None, None).unwrap();
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
||||||
let model = Model::OpenMistral7b;
|
let model = Model::mistral_small_latest();
|
||||||
let messages = vec![ChatMessage {
|
let messages = vec![ChatMessage::new_user_message(
|
||||||
role: ChatMessageRole::User,
|
"Just guess the next word: \"Eiffel ...\"?",
|
||||||
content: "Just guess the next word: \"Eiffel ...\"?".to_string(),
|
)];
|
||||||
tool_calls: None,
|
|
||||||
}];
|
|
||||||
let options = ChatParams {
|
let options = ChatParams {
|
||||||
temperature: 0.0,
|
temperature: Some(0.0),
|
||||||
random_seed: Some(42),
|
random_seed: Some(42),
|
||||||
..Default::default()
|
..Default::default()
|
||||||
};
|
};
|
||||||
@@ -29,5 +27,4 @@ async fn main() {
|
|||||||
"{:?}: {}",
|
"{:?}: {}",
|
||||||
result.choices[0].message.role, result.choices[0].message.content
|
result.choices[0].message.role, result.choices[0].message.content
|
||||||
);
|
);
|
||||||
// => "Assistant: Tower. The Eiffel Tower is a famous landmark in Paris, France."
|
|
||||||
}
|
}
|
||||||
|
|||||||
@@ -1,8 +1,8 @@
|
|||||||
use mistralai_client::v1::{
|
use mistralai_client::v1::{
|
||||||
chat::{ChatMessage, ChatMessageRole, ChatParams},
|
chat::{ChatMessage, ChatParams},
|
||||||
client::Client,
|
client::Client,
|
||||||
constants::Model,
|
constants::Model,
|
||||||
tool::{Function, Tool, ToolChoice, ToolFunctionParameter, ToolFunctionParameterType},
|
tool::{Function, Tool, ToolChoice},
|
||||||
};
|
};
|
||||||
use serde::Deserialize;
|
use serde::Deserialize;
|
||||||
use std::any::Any;
|
use std::any::Any;
|
||||||
@@ -16,7 +16,6 @@ struct GetCityTemperatureFunction;
|
|||||||
#[async_trait::async_trait]
|
#[async_trait::async_trait]
|
||||||
impl Function for GetCityTemperatureFunction {
|
impl Function for GetCityTemperatureFunction {
|
||||||
async fn execute(&self, arguments: String) -> Box<dyn Any + Send> {
|
async fn execute(&self, arguments: String) -> Box<dyn Any + Send> {
|
||||||
// Deserialize arguments, perform the logic, and return the result
|
|
||||||
let GetCityTemperatureArguments { city } = serde_json::from_str(&arguments).unwrap();
|
let GetCityTemperatureArguments { city } = serde_json::from_str(&arguments).unwrap();
|
||||||
|
|
||||||
let temperature = match city.as_str() {
|
let temperature = match city.as_str() {
|
||||||
@@ -32,11 +31,16 @@ fn main() {
|
|||||||
let tools = vec![Tool::new(
|
let tools = vec![Tool::new(
|
||||||
"get_city_temperature".to_string(),
|
"get_city_temperature".to_string(),
|
||||||
"Get the current temperature in a city.".to_string(),
|
"Get the current temperature in a city.".to_string(),
|
||||||
vec![ToolFunctionParameter::new(
|
serde_json::json!({
|
||||||
"city".to_string(),
|
"type": "object",
|
||||||
"The name of the city.".to_string(),
|
"properties": {
|
||||||
ToolFunctionParameterType::String,
|
"city": {
|
||||||
)],
|
"type": "string",
|
||||||
|
"description": "The name of the city."
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"required": ["city"]
|
||||||
|
}),
|
||||||
)];
|
)];
|
||||||
|
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
||||||
@@ -46,14 +50,12 @@ fn main() {
|
|||||||
Box::new(GetCityTemperatureFunction),
|
Box::new(GetCityTemperatureFunction),
|
||||||
);
|
);
|
||||||
|
|
||||||
let model = Model::MistralSmallLatest;
|
let model = Model::mistral_small_latest();
|
||||||
let messages = vec![ChatMessage {
|
let messages = vec![ChatMessage::new_user_message(
|
||||||
role: ChatMessageRole::User,
|
"What's the temperature in Paris?",
|
||||||
content: "What's the temperature in Paris?".to_string(),
|
)];
|
||||||
tool_calls: None,
|
|
||||||
}];
|
|
||||||
let options = ChatParams {
|
let options = ChatParams {
|
||||||
temperature: 0.0,
|
temperature: Some(0.0),
|
||||||
random_seed: Some(42),
|
random_seed: Some(42),
|
||||||
tool_choice: Some(ToolChoice::Auto),
|
tool_choice: Some(ToolChoice::Auto),
|
||||||
tools: Some(tools),
|
tools: Some(tools),
|
||||||
|
|||||||
@@ -1,8 +1,8 @@
|
|||||||
use mistralai_client::v1::{
|
use mistralai_client::v1::{
|
||||||
chat::{ChatMessage, ChatMessageRole, ChatParams},
|
chat::{ChatMessage, ChatParams},
|
||||||
client::Client,
|
client::Client,
|
||||||
constants::Model,
|
constants::Model,
|
||||||
tool::{Function, Tool, ToolChoice, ToolFunctionParameter, ToolFunctionParameterType},
|
tool::{Function, Tool, ToolChoice},
|
||||||
};
|
};
|
||||||
use serde::Deserialize;
|
use serde::Deserialize;
|
||||||
use std::any::Any;
|
use std::any::Any;
|
||||||
@@ -16,7 +16,6 @@ struct GetCityTemperatureFunction;
|
|||||||
#[async_trait::async_trait]
|
#[async_trait::async_trait]
|
||||||
impl Function for GetCityTemperatureFunction {
|
impl Function for GetCityTemperatureFunction {
|
||||||
async fn execute(&self, arguments: String) -> Box<dyn Any + Send> {
|
async fn execute(&self, arguments: String) -> Box<dyn Any + Send> {
|
||||||
// Deserialize arguments, perform the logic, and return the result
|
|
||||||
let GetCityTemperatureArguments { city } = serde_json::from_str(&arguments).unwrap();
|
let GetCityTemperatureArguments { city } = serde_json::from_str(&arguments).unwrap();
|
||||||
|
|
||||||
let temperature = match city.as_str() {
|
let temperature = match city.as_str() {
|
||||||
@@ -33,11 +32,16 @@ async fn main() {
|
|||||||
let tools = vec![Tool::new(
|
let tools = vec![Tool::new(
|
||||||
"get_city_temperature".to_string(),
|
"get_city_temperature".to_string(),
|
||||||
"Get the current temperature in a city.".to_string(),
|
"Get the current temperature in a city.".to_string(),
|
||||||
vec![ToolFunctionParameter::new(
|
serde_json::json!({
|
||||||
"city".to_string(),
|
"type": "object",
|
||||||
"The name of the city.".to_string(),
|
"properties": {
|
||||||
ToolFunctionParameterType::String,
|
"city": {
|
||||||
)],
|
"type": "string",
|
||||||
|
"description": "The name of the city."
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"required": ["city"]
|
||||||
|
}),
|
||||||
)];
|
)];
|
||||||
|
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
||||||
@@ -47,14 +51,12 @@ async fn main() {
|
|||||||
Box::new(GetCityTemperatureFunction),
|
Box::new(GetCityTemperatureFunction),
|
||||||
);
|
);
|
||||||
|
|
||||||
let model = Model::MistralSmallLatest;
|
let model = Model::mistral_small_latest();
|
||||||
let messages = vec![ChatMessage {
|
let messages = vec![ChatMessage::new_user_message(
|
||||||
role: ChatMessageRole::User,
|
"What's the temperature in Paris?",
|
||||||
content: "What's the temperature in Paris?".to_string(),
|
)];
|
||||||
tool_calls: None,
|
|
||||||
}];
|
|
||||||
let options = ChatParams {
|
let options = ChatParams {
|
||||||
temperature: 0.0,
|
temperature: Some(0.0),
|
||||||
random_seed: Some(42),
|
random_seed: Some(42),
|
||||||
tool_choice: Some(ToolChoice::Auto),
|
tool_choice: Some(ToolChoice::Auto),
|
||||||
tools: Some(tools),
|
tools: Some(tools),
|
||||||
|
|||||||
@@ -1,6 +1,6 @@
|
|||||||
use futures::stream::StreamExt;
|
use futures::stream::StreamExt;
|
||||||
use mistralai_client::v1::{
|
use mistralai_client::v1::{
|
||||||
chat::{ChatMessage, ChatMessageRole, ChatParams},
|
chat::{ChatMessage, ChatParams},
|
||||||
client::Client,
|
client::Client,
|
||||||
constants::Model,
|
constants::Model,
|
||||||
};
|
};
|
||||||
@@ -11,14 +11,10 @@ async fn main() {
|
|||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
||||||
let client = Client::new(None, None, None, None).unwrap();
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
||||||
let model = Model::OpenMistral7b;
|
let model = Model::mistral_small_latest();
|
||||||
let messages = vec![ChatMessage {
|
let messages = vec![ChatMessage::new_user_message("Tell me a short happy story.")];
|
||||||
role: ChatMessageRole::User,
|
|
||||||
content: "Tell me a short happy story.".to_string(),
|
|
||||||
tool_calls: None,
|
|
||||||
}];
|
|
||||||
let options = ChatParams {
|
let options = ChatParams {
|
||||||
temperature: 0.0,
|
temperature: Some(0.0),
|
||||||
random_seed: Some(42),
|
random_seed: Some(42),
|
||||||
..Default::default()
|
..Default::default()
|
||||||
};
|
};
|
||||||
@@ -31,9 +27,10 @@ async fn main() {
|
|||||||
.for_each(|chunk_result| async {
|
.for_each(|chunk_result| async {
|
||||||
match chunk_result {
|
match chunk_result {
|
||||||
Ok(chunks) => chunks.iter().for_each(|chunk| {
|
Ok(chunks) => chunks.iter().for_each(|chunk| {
|
||||||
print!("{}", chunk.choices[0].delta.content);
|
if let Some(content) = &chunk.choices[0].delta.content {
|
||||||
io::stdout().flush().unwrap();
|
print!("{}", content);
|
||||||
// => "Once upon a time, [...]"
|
io::stdout().flush().unwrap();
|
||||||
|
}
|
||||||
}),
|
}),
|
||||||
Err(error) => {
|
Err(error) => {
|
||||||
eprintln!("Error processing chunk: {:?}", error)
|
eprintln!("Error processing chunk: {:?}", error)
|
||||||
@@ -41,5 +38,5 @@ async fn main() {
|
|||||||
}
|
}
|
||||||
})
|
})
|
||||||
.await;
|
.await;
|
||||||
print!("\n") // To persist the last chunk output.
|
println!();
|
||||||
}
|
}
|
||||||
|
|||||||
@@ -1,10 +1,10 @@
|
|||||||
use mistralai_client::v1::{client::Client, constants::EmbedModel};
|
use mistralai_client::v1::{client::Client, constants::Model};
|
||||||
|
|
||||||
fn main() {
|
fn main() {
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
||||||
let client: Client = Client::new(None, None, None, None).unwrap();
|
let client: Client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
||||||
let model = EmbedModel::MistralEmbed;
|
let model = Model::mistral_embed();
|
||||||
let input = vec!["Embed this sentence.", "As well as this one."]
|
let input = vec!["Embed this sentence.", "As well as this one."]
|
||||||
.iter()
|
.iter()
|
||||||
.map(|s| s.to_string())
|
.map(|s| s.to_string())
|
||||||
@@ -13,5 +13,4 @@ fn main() {
|
|||||||
|
|
||||||
let response = client.embeddings(model, input, options).unwrap();
|
let response = client.embeddings(model, input, options).unwrap();
|
||||||
println!("First Embedding: {:?}", response.data[0]);
|
println!("First Embedding: {:?}", response.data[0]);
|
||||||
// => "First Embedding: {...}"
|
|
||||||
}
|
}
|
||||||
|
|||||||
@@ -1,11 +1,11 @@
|
|||||||
use mistralai_client::v1::{client::Client, constants::EmbedModel};
|
use mistralai_client::v1::{client::Client, constants::Model};
|
||||||
|
|
||||||
#[tokio::main]
|
#[tokio::main]
|
||||||
async fn main() {
|
async fn main() {
|
||||||
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
||||||
let client: Client = Client::new(None, None, None, None).unwrap();
|
let client: Client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
||||||
let model = EmbedModel::MistralEmbed;
|
let model = Model::mistral_embed();
|
||||||
let input = vec!["Embed this sentence.", "As well as this one."]
|
let input = vec!["Embed this sentence.", "As well as this one."]
|
||||||
.iter()
|
.iter()
|
||||||
.map(|s| s.to_string())
|
.map(|s| s.to_string())
|
||||||
@@ -17,5 +17,4 @@ async fn main() {
|
|||||||
.await
|
.await
|
||||||
.unwrap();
|
.unwrap();
|
||||||
println!("First Embedding: {:?}", response.data[0]);
|
println!("First Embedding: {:?}", response.data[0]);
|
||||||
// => "First Embedding: {...}"
|
|
||||||
}
|
}
|
||||||
|
|||||||
21
examples/fim.rs
Normal file
21
examples/fim.rs
Normal file
@@ -0,0 +1,21 @@
|
|||||||
|
use mistralai_client::v1::{
|
||||||
|
client::Client,
|
||||||
|
constants::Model,
|
||||||
|
fim::FimParams,
|
||||||
|
};
|
||||||
|
|
||||||
|
fn main() {
|
||||||
|
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
||||||
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
||||||
|
let model = Model::codestral_latest();
|
||||||
|
let prompt = "def fibonacci(n):".to_string();
|
||||||
|
let options = FimParams {
|
||||||
|
suffix: Some("\n return result".to_string()),
|
||||||
|
temperature: Some(0.0),
|
||||||
|
..Default::default()
|
||||||
|
};
|
||||||
|
|
||||||
|
let response = client.fim(model, prompt, Some(options)).unwrap();
|
||||||
|
println!("Completion: {}", response.choices[0].message.content);
|
||||||
|
}
|
||||||
25
examples/ocr.rs
Normal file
25
examples/ocr.rs
Normal file
@@ -0,0 +1,25 @@
|
|||||||
|
use mistralai_client::v1::{
|
||||||
|
client::Client,
|
||||||
|
constants::Model,
|
||||||
|
ocr::{OcrDocument, OcrRequest},
|
||||||
|
};
|
||||||
|
|
||||||
|
fn main() {
|
||||||
|
// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
|
||||||
|
let client = Client::new(None, None, None, None).unwrap();
|
||||||
|
|
||||||
|
let request = OcrRequest {
|
||||||
|
model: Model::mistral_ocr_latest(),
|
||||||
|
document: OcrDocument::from_url("https://arxiv.org/pdf/2201.04234"),
|
||||||
|
pages: Some(vec![0]),
|
||||||
|
table_format: None,
|
||||||
|
include_image_base64: None,
|
||||||
|
image_limit: None,
|
||||||
|
};
|
||||||
|
|
||||||
|
let response = client.ocr(&request).unwrap();
|
||||||
|
for page in &response.pages {
|
||||||
|
println!("--- Page {} ---", page.index);
|
||||||
|
println!("{}", &page.markdown[..200.min(page.markdown.len())]);
|
||||||
|
}
|
||||||
|
}
|
||||||
Reference in New Issue
Block a user