feat!: add function calling support to client.chat() & client.chat_async()
BREAKING CHANGE: Too many to count in this version. Check the README examples.
This commit is contained in:
26
examples/chat.rs
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26
examples/chat.rs
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use mistralai_client::v1::{
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chat::{ChatMessage, ChatMessageRole, ChatParams},
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client::Client,
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constants::Model,
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};
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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 model = Model::OpenMistral7b;
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let messages = vec![ChatMessage {
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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: Some(0.0),
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random_seed: Some(42),
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..Default::default()
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};
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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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// => "Assistant: Tower. The Eiffel Tower is a famous landmark in Paris, France."
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}
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33
examples/chat_async.rs
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33
examples/chat_async.rs
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use mistralai_client::v1::{
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chat::{ChatMessage, ChatMessageRole, ChatParams},
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client::Client,
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constants::Model,
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};
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#[tokio::main]
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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();
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let model = Model::OpenMistral7b;
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let messages = vec![ChatMessage {
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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: Some(0.0),
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random_seed: Some(42),
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..Default::default()
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};
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let result = client
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.chat_async(model, messages, Some(options))
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.await
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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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71
examples/chat_with_function_calling.rs
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71
examples/chat_with_function_calling.rs
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use mistralai_client::v1::{
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chat::{ChatMessage, ChatMessageRole, ChatParams},
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client::Client,
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constants::Model,
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tool::{Function, Tool, ToolChoice, ToolFunctionParameter, ToolFunctionParameterType},
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};
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use serde::Deserialize;
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use std::any::Any;
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#[derive(Debug, Deserialize)]
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struct GetCityTemperatureArguments {
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city: String,
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}
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struct GetCityTemperatureFunction;
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#[async_trait::async_trait]
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impl Function for GetCityTemperatureFunction {
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async fn execute(&self, arguments: String) -> Box<dyn Any + Send> {
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// Deserialize arguments, perform the logic, and return the result
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let GetCityTemperatureArguments { city } = serde_json::from_str(&arguments).unwrap();
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let temperature = match city.as_str() {
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"Paris" => "20°C",
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_ => "Unknown city",
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};
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Box::new(temperature.to_string())
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}
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}
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fn main() {
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let tools = vec![Tool::new(
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"get_city_temperature".to_string(),
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"Get the current temperature in a city.".to_string(),
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vec![ToolFunctionParameter::new(
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"city".to_string(),
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"The name of the city.".to_string(),
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ToolFunctionParameterType::String,
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)],
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)];
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// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
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let mut client = Client::new(None, None, None, None).unwrap();
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client.register_function(
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"get_city_temperature".to_string(),
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Box::new(GetCityTemperatureFunction),
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);
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let model = Model::MistralSmallLatest;
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let messages = vec![ChatMessage {
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role: ChatMessageRole::User,
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content: "What's the temperature in Paris?".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: Some(0.0),
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random_seed: Some(42),
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tool_choice: Some(ToolChoice::Auto),
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tools: Some(tools),
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..Default::default()
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};
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client.chat(model, messages, Some(options)).unwrap();
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let temperature = client
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.get_last_function_call_result()
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.unwrap()
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.downcast::<String>()
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.unwrap();
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println!("The temperature in Paris is: {}.", temperature);
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// => "The temperature in Paris is: 20°C."
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}
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75
examples/chat_with_function_calling_async.rs
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75
examples/chat_with_function_calling_async.rs
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use mistralai_client::v1::{
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chat::{ChatMessage, ChatMessageRole, ChatParams},
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client::Client,
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constants::Model,
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tool::{Function, Tool, ToolChoice, ToolFunctionParameter, ToolFunctionParameterType},
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};
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use serde::Deserialize;
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use std::any::Any;
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#[derive(Debug, Deserialize)]
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struct GetCityTemperatureArguments {
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city: String,
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}
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struct GetCityTemperatureFunction;
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#[async_trait::async_trait]
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impl Function for GetCityTemperatureFunction {
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async fn execute(&self, arguments: String) -> Box<dyn Any + Send> {
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// Deserialize arguments, perform the logic, and return the result
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let GetCityTemperatureArguments { city } = serde_json::from_str(&arguments).unwrap();
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let temperature = match city.as_str() {
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"Paris" => "20°C",
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_ => "Unknown city",
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};
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Box::new(temperature.to_string())
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}
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}
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#[tokio::main]
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async fn main() {
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let tools = vec![Tool::new(
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"get_city_temperature".to_string(),
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"Get the current temperature in a city.".to_string(),
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vec![ToolFunctionParameter::new(
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"city".to_string(),
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"The name of the city.".to_string(),
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ToolFunctionParameterType::String,
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)],
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)];
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// This example suppose you have set the `MISTRAL_API_KEY` environment variable.
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let mut client = Client::new(None, None, None, None).unwrap();
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client.register_function(
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"get_city_temperature".to_string(),
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Box::new(GetCityTemperatureFunction),
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);
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let model = Model::MistralSmallLatest;
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let messages = vec![ChatMessage {
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role: ChatMessageRole::User,
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content: "What's the temperature in Paris?".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: Some(0.0),
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random_seed: Some(42),
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tool_choice: Some(ToolChoice::Auto),
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tools: Some(tools),
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..Default::default()
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};
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client
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.chat_async(model, messages, Some(options))
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.await
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.unwrap();
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let temperature = client
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.get_last_function_call_result()
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.unwrap()
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.downcast::<String>()
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.unwrap();
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println!("The temperature in Paris is: {}.", temperature);
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// => "The temperature in Paris is: 20°C."
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}
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45
examples/chat_with_streaming.rs
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45
examples/chat_with_streaming.rs
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use futures::stream::StreamExt;
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use mistralai_client::v1::{
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chat::{ChatMessage, ChatMessageRole, ChatParams},
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client::Client,
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constants::Model,
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};
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use std::io::{self, Write};
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#[tokio::main]
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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();
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let model = Model::OpenMistral7b;
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let messages = vec![ChatMessage {
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role: ChatMessageRole::User,
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content: "Tell me a short happy story.".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: Some(0.0),
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random_seed: Some(42),
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..Default::default()
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};
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let stream_result = client
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.chat_stream(model, messages, Some(options))
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.await
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.unwrap();
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stream_result
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.for_each(|chunk_result| async {
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match chunk_result {
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Ok(chunks) => chunks.iter().for_each(|chunk| {
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print!("{}", chunk.choices[0].delta.content);
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io::stdout().flush().unwrap();
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// => "Once upon a time, [...]"
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}),
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Err(error) => {
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eprintln!("Error processing chunk: {:?}", error)
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}
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}
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})
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.await;
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print!("\n") // To persist the last chunk output.
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}
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17
examples/embeddings.rs
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17
examples/embeddings.rs
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use mistralai_client::v1::{client::Client, constants::EmbedModel};
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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 = Client::new(None, None, None, None).unwrap();
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let model = EmbedModel::MistralEmbed;
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let input = vec!["Embed this sentence.", "As well as this one."]
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.iter()
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.map(|s| s.to_string())
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.collect();
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let options = None;
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let response = client.embeddings(model, input, options).unwrap();
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println!("First Embedding: {:?}", response.data[0]);
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// => "First Embedding: {...}"
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}
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21
examples/embeddings_async.rs
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21
examples/embeddings_async.rs
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use mistralai_client::v1::{client::Client, constants::EmbedModel};
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#[tokio::main]
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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 = Client::new(None, None, None, None).unwrap();
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let model = EmbedModel::MistralEmbed;
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let input = vec!["Embed this sentence.", "As well as this one."]
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.iter()
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.map(|s| s.to_string())
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.collect();
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let options = None;
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let response = client
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.embeddings_async(model, input, options)
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.await
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.unwrap();
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println!("First Embedding: {:?}", response.data[0]);
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// => "First Embedding: {...}"
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}
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10
examples/list_models.rs
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10
examples/list_models.rs
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use mistralai_client::v1::client::Client;
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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 result = client.list_models().unwrap();
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println!("First Model ID: {:?}", result.data[0].id);
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// => "First Model ID: open-mistral-7b"
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}
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11
examples/list_models_async.rs
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11
examples/list_models_async.rs
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use mistralai_client::v1::client::Client;
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#[tokio::main]
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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();
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let result = client.list_models_async().await.unwrap();
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println!("First Model ID: {:?}", result.data[0].id);
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// => "First Model ID: open-mistral-7b"
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}
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