ContextWindowManager

Struct ContextWindowManager 

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

Context window management for RAG

Helps manage token limits when constructing prompts with retrieved documents.

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impl ContextWindowManager

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pub fn new(max_tokens: usize) -> Self

Create new context window manager

§Arguments
  • max_tokens - Maximum tokens available for context (e.g., 4096 for GPT-3.5)
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pub fn fit_documents<F>( &self, documents: Vec<Neighbor>, token_estimator: F, reserved_tokens: usize, ) -> Vec<Neighbor>
where F: Fn(&str) -> usize,

Fit documents into context window

Greedily adds documents until hitting token limit.

§Arguments
  • documents - Ranked documents to include
  • token_estimator - Function to estimate tokens in text
  • reserved_tokens - Tokens reserved for prompt template, query, etc.
§Returns

Documents that fit within the context window

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pub fn simple_token_estimator(text: &str) -> usize

Simple token estimator (words * 1.3)

Rough approximation. For production, use tiktoken or similar.

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