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RouterLLM

Struct RouterLLM 

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pub struct RouterLLM { /* private fields */ }
Expand description

A chat model pool with routing and fallback.

See the module docs for design rationale.

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impl RouterLLM

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pub fn new(strategy: RoutingStrategy) -> Self

Create an empty router with the given strategy. Add models via the with_* builder methods.

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pub fn with_name(self, name: impl Into<String>) -> Self

Set a human-readable name returned by model_name.

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pub fn with_model<M>(self, model: M) -> Self
where M: BaseChatModel + 'static, M::Error: Error + Send + Sync + 'static,

Register a model.

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pub fn with_cost<M>(self, model: M, cost: f64) -> Self
where M: BaseChatModel + 'static, M::Error: Error + Send + Sync + 'static,

Register a model with a relative cost used by RoutingStrategy::LowestCost.

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pub fn with_fallbacks<M>(primary: M, fallbacks: Vec<M>) -> Self
where M: BaseChatModel + 'static, M::Error: Error + Send + Sync + 'static,

Convenience constructor for primary-first fallback over models of the same type. The primary is tried first; each fallback is tried in order until one succeeds.

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pub fn len(&self) -> usize

Number of registered models.

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pub fn is_empty(&self) -> bool

Whether no models are registered.

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impl BaseChatModel for RouterLLM

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fn chat<'life0, 'async_trait>( &'life0 self, messages: Vec<Message>, config: Option<RunnableConfig>, ) -> Pin<Box<dyn Future<Output = Result<LLMResult, Self::Error>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Chat with the model. Read more
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fn stream_chat<'life0, 'async_trait>( &'life0 self, messages: Vec<Message>, config: Option<RunnableConfig>, ) -> Pin<Box<dyn Future<Output = Result<Pin<Box<dyn Stream<Item = Result<String, Self::Error>> + Send>>, Self::Error>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Stream chat with the model. Read more
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fn chat_with_system<'life0, 'async_trait>( &'life0 self, system: String, messages: Vec<Message>, ) -> Pin<Box<dyn Future<Output = Result<LLMResult, Self::Error>> + Send + 'async_trait>>
where Self: Sync + 'async_trait, 'life0: 'async_trait,

Chat with system prompt. Read more
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fn bind_tools( &self, _tools: Vec<ToolDefinition>, ) -> Option<Box<dyn BaseChatModel<Error = Self::Error> + Send + Sync>>

Bind tool definitions for function calling. Read more
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impl BaseLanguageModel<Vec<Message>, LLMResult> for RouterLLM

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fn model_name(&self) -> &str

Returns the model name.
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fn get_num_tokens(&self, text: &str) -> usize

Calculates token count for text. Read more
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fn with_temperature(self, _temp: f32) -> Self

Sets the temperature parameter.
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fn with_max_tokens(self, _max: usize) -> Self

Sets the max tokens limit.
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fn temperature(&self) -> Option<f32>

Returns the temperature parameter.
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fn max_tokens(&self) -> Option<usize>

Returns the max tokens limit.
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impl Runnable<Vec<Message>, LLMResult> for RouterLLM

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type Error = RouterError

Error type.
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fn invoke<'life0, 'async_trait>( &'life0 self, input: Vec<Message>, config: Option<RunnableConfig>, ) -> Pin<Box<dyn Future<Output = Result<LLMResult, Self::Error>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Transforms single input to output. Read more
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fn batch<'life0, 'async_trait>( &'life0 self, inputs: Vec<Input>, config: Option<RunnableConfig>, ) -> Pin<Box<dyn Future<Output = Result<Vec<Output>, Self::Error>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Batch processing - transforms multiple inputs to outputs. Read more
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fn batch_as_completed<'life0, 'async_trait>( &'life0 self, inputs: Vec<Input>, config: Option<RunnableConfig>, ) -> Pin<Box<dyn Future<Output = Result<Vec<(usize, Output)>, Self::Error>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Batch processing that returns results in completion order. Read more
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fn stream<'life0, 'async_trait>( &'life0 self, input: Input, config: Option<RunnableConfig>, ) -> Pin<Box<dyn Future<Output = Result<Pin<Box<dyn Stream<Item = Result<Output, Self::Error>> + Send>>, Self::Error>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Streaming output - for real-time responses (LLM, etc). Read more
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fn transform<'life0, 'async_trait>( &'life0 self, input: Pin<Box<dyn Stream<Item = Result<Input, Self::Error>> + Send>>, config: Option<RunnableConfig>, ) -> Pin<Box<dyn Future<Output = Result<Pin<Box<dyn Stream<Item = Result<Output, Self::Error>> + Send>>, Self::Error>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Stream-to-stream transformation - the core of LCEL streaming. Read more

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more
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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> PolicyExt for T
where T: ?Sized,

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fn and<P, B, E>(self, other: P) -> And<T, P>
where T: Sized + Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow only if self and other return Action::Follow. Read more
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fn or<P, B, E>(self, other: P) -> Or<T, P>
where T: Sized + Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow if either self or other returns Action::Follow. Read more
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impl<M> StreamingStructuredOutputExt for M
where M: BaseChatModel,

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fn stream_structured_output<'life0, 'life1, 'async_trait, T>( &'life0 self, schema: Value, prompt: &'life1 str, ) -> Pin<Box<dyn Future<Output = Result<Pin<Box<dyn Stream<Item = Result<T, StructuredOutputError>> + Send>>, StructuredOutputError>> + Send + 'async_trait>>
where T: DeserializeOwned + Serialize + Clone + PartialEq + Unpin + Send + Sync + 'static + 'async_trait, Self: Sync + 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Stream structured output from a chat model. Read more
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impl<M> StructuredOutputExt for M
where M: BaseChatModel,

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fn with_structured_output<'life0, 'life1, 'async_trait, T>( &'life0 self, schema: Value, prompt: &'life1 str, ) -> Pin<Box<dyn Future<Output = Result<T, StructuredOutputError>> + Send + 'async_trait>>
where T: 'async_trait + DeserializeOwned + Serialize + Send + Sync + 'static, Self: Sync + 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Call the LLM with a JSON schema and prompt, returning a parsed result of type T. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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Performs the conversion.
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impl<T, U> TryInto<U> for T
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type Error = <U as TryFrom<T>>::Error

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