agent

Documentation

Overview

Package agent provides functionality for creating and managing agents that leverage Large Language Models (LLMs) to make informed decisions and take actions.

Index

• Variables
• type ConversationalReactDescription
  • func (a *ConversationalReactDescription) InputKeys() []string
  • func (a *ConversationalReactDescription) OutputKeys() []string
  • func (a *ConversationalReactDescription) Plan(ctx context.Context, intermediateSteps []schema.AgentStep, ...) ([]*schema.AgentAction, *schema.AgentFinish, error)
• type ConversationalReactDescriptionOptions
• type Executor
  • func NewConversationalReactDescription(llm schema.Model, tools []schema.Tool) (*Executor, error)
  • func NewExecutor(agent schema.Agent, tools []schema.Tool) (*Executor, error)
  • func NewOpenAIFunctions(model schema.Model, tools []schema.Tool) (*Executor, error)
  • func NewReactDescription(llm schema.Model, tools []schema.Tool) (*Executor, error)
  • func (e Executor) Call(ctx context.Context, values schema.ChainValues, ...) (schema.ChainValues, error)
  • func (e Executor) Callbacks() []schema.Callback
  • func (e Executor) InputKeys() []string
  • func (e Executor) Memory() schema.Memory
  • func (e Executor) OutputKeys() []string
  • func (e Executor) Type() string
  • func (e Executor) Verbose() bool
• type ExecutorOptions
• type OpenAIFunctions
  • func (a *OpenAIFunctions) InputKeys() []string
  • func (a *OpenAIFunctions) OutputKeys() []string
  • func (a *OpenAIFunctions) Plan(ctx context.Context, intermediateSteps []schema.AgentStep, ...) ([]*schema.AgentAction, *schema.AgentFinish, error)
• type OpenAIFunctionsOptions
• type ReactDescription
  • func (a *ReactDescription) InputKeys() []string
  • func (a *ReactDescription) OutputKeys() []string
  • func (a *ReactDescription) Plan(ctx context.Context, intermediateSteps []schema.AgentStep, ...) ([]*schema.AgentAction, *schema.AgentFinish, error)
• type ReactDescriptionOptions

Variables

var (
	ErrUnknownAgentType       = errors.New("unknown agent type")
	ErrAgentNoReturn          = errors.New("no actions or finish was returned by the agent")
	ErrNotFinished            = errors.New("agent not finished before max iterations")
	ErrInputNotString         = errors.New("input is not a string")
	ErrInvalidChainReturnType = errors.New("agent chain did not return a string")
	ErrUnableToParseOutput    = errors.New("unable to parse agent output")
)

Types

type ConversationalReactDescription

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

func (*ConversationalReactDescription) InputKeys

func (a *ConversationalReactDescription) InputKeys() []string

func (*ConversationalReactDescription) OutputKeys

func (a *ConversationalReactDescription) OutputKeys() []string

func (*ConversationalReactDescription) Plan

func (a *ConversationalReactDescription) Plan(ctx context.Context, intermediateSteps []schema.AgentStep, inputs map[string]string) ([]*schema.AgentAction, *schema.AgentFinish, error)

type ConversationalReactDescriptionOptions

type ConversationalReactDescriptionOptions struct {
	Prefix       string
	Instructions string
	Suffix       string
	AIPrefix     string
	OutputKey    string
}

type Executor

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

Executor represents an agent executor that executes a chain of actions based on inputs and a defined agent model.

func NewConversationalReactDescription

func NewConversationalReactDescription(llm schema.Model, tools []schema.Tool) (*Executor, error)

func NewExecutor

func NewExecutor(agent schema.Agent, tools []schema.Tool) (*Executor, error)

NewExecutor creates a new instance of the Executor with the given agent and a list of available tools.

func NewOpenAIFunctions

func NewOpenAIFunctions(model schema.Model, tools []schema.Tool) (*Executor, error)

func NewReactDescription

func NewReactDescription(llm schema.Model, tools []schema.Tool) (*Executor, error)

func (Executor) Call

func (e Executor) Call(ctx context.Context, values schema.ChainValues, optFns ...func(o *schema.CallOptions)) (schema.ChainValues, error)

Call executes the AgentExecutor chain with the given context and inputs. It returns the outputs of the chain or an error, if any.

func (Executor) Callbacks

func (e Executor) Callbacks() []schema.Callback

Callbacks returns the callbacks associated with the chain.

func (Executor) InputKeys

func (e Executor) InputKeys() []string

InputKeys returns the expected input keys.

func (Executor) Memory

func (e Executor) Memory() schema.Memory

Memory returns the memory associated with the chain.

func (Executor) OutputKeys

func (e Executor) OutputKeys() []string

OutputKeys returns the output keys the chain will return.

func (Executor) Type

func (e Executor) Type() string

Type returns the type of the chain.

func (Executor) Verbose

func (e Executor) Verbose() bool

Verbose returns the verbosity setting of the chain.

type ExecutorOptions

type ExecutorOptions struct {
	*schema.CallbackOptions
	MaxIterations int
	Memory        schema.Memory
}

ExecutorOptions holds configuration options for the Executor.

type OpenAIFunctions

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

func (*OpenAIFunctions) InputKeys

func (a *OpenAIFunctions) InputKeys() []string

func (*OpenAIFunctions) OutputKeys

func (a *OpenAIFunctions) OutputKeys() []string

func (*OpenAIFunctions) Plan

func (a *OpenAIFunctions) Plan(ctx context.Context, intermediateSteps []schema.AgentStep, inputs map[string]string) ([]*schema.AgentAction, *schema.AgentFinish, error)

type OpenAIFunctionsOptions

type OpenAIFunctionsOptions struct {
	OutputKey string
}

type ReactDescription

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

func (*ReactDescription) InputKeys

func (a *ReactDescription) InputKeys() []string

func (*ReactDescription) OutputKeys

func (a *ReactDescription) OutputKeys() []string

func (*ReactDescription) Plan

func (a *ReactDescription) Plan(ctx context.Context, intermediateSteps []schema.AgentStep, inputs map[string]string) ([]*schema.AgentAction, *schema.AgentFinish, error)

type ReactDescriptionOptions

type ReactDescriptionOptions struct {
	Prefix       string
	Instructions string
	Suffix       string
	OutputKey    string
}