cache

package
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Published: Aug 9, 2024 License: MIT Imports: 5 Imported by: 0

Documentation

Overview

Package cache provides a generic wrapper that adds caching to a `llms.Model`. Responses are cached under a key calculated based on the provided messages and options. Different cache backends can be used when creating the wrapper.

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Constants

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Variables

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Functions

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Types

type Backend

type Backend interface {
	// Get a value from the cache. If the key is not found, return `nil`.
	Get(ctx context.Context, key string) *llms.ContentResponse
	// Put a value into the cache.
	Put(ctx context.Context, key string, response *llms.ContentResponse)
}

Backend is the interface that needs to be implemented by cache backends.

type Cacher

type Cacher struct {
	// contains filtered or unexported fields
}

Cacher is an LLM wrapper that caches the responses from the LLM.

func New

func New(llm llms.Model, backend Backend) *Cacher

New wraps a Model and adds caching capabilities using the provided cache backend.

func (*Cacher) Call deprecated

func (c *Cacher) Call(ctx context.Context, prompt string, options ...llms.CallOption) (string, error)

Call is a simplified interface for a text-only Model, generating a single string response from a single string prompt.

Deprecated: this method is retained for backwards compatibility. Use the more general [GenerateContent] instead. You can also use the [GenerateFromSinglePrompt] function which provides a similar capability to Call and is built on top of the new interface.

func (*Cacher) GenerateContent

func (c *Cacher) GenerateContent(ctx context.Context, messages []llms.MessageContent, options ...llms.CallOption) (*llms.ContentResponse, error)

GenerateContent asks the model to generate content from a sequence of messages. It's the most general interface for multi-modal LLMs that support chat-like interactions.

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