You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
147 lines
4.9 KiB
Go
147 lines
4.9 KiB
Go
/*
|
|
* Copyright 2025 CloudWeGo Authors
|
|
*
|
|
* Licensed under the Apache License, Version 2.0 (the "License");
|
|
* you may not use this file except in compliance with the License.
|
|
* You may obtain a copy of the License at
|
|
*
|
|
* http://www.apache.org/licenses/LICENSE-2.0
|
|
*
|
|
* Unless required by applicable law or agreed to in writing, software
|
|
* distributed under the License is distributed on an "AS IS" BASIS,
|
|
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
* See the License for the specific language governing permissions and
|
|
* limitations under the License.
|
|
*/
|
|
|
|
package dynamic
|
|
|
|
import (
|
|
"context"
|
|
"fmt"
|
|
"time"
|
|
|
|
"github.com/cloudwego/eino/components"
|
|
"github.com/cloudwego/eino/components/model"
|
|
"github.com/cloudwego/eino/compose"
|
|
"github.com/cloudwego/eino/schema"
|
|
)
|
|
|
|
// ChatModel wraps a BaseChatModel and enables dynamic option modification.
|
|
// Before each Generate() or Stream() call, it:
|
|
// 1. Reads the current iteration state from the parent graph via compose.ProcessState
|
|
// 2. Calls GetOptionFunc to get dynamic options based on the current state
|
|
// 3. Increments the iteration counter
|
|
// 4. Merges dynamic options with any static options and calls the inner model
|
|
type ChatModel struct {
|
|
// Model is the underlying ChatModel to wrap
|
|
Model model.BaseChatModel
|
|
|
|
// GetOptionFunc is called before each Generate()/Stream() call to get dynamic options
|
|
GetOptionFunc OptionFunc
|
|
}
|
|
|
|
// Generate implements model.BaseChatModel.
|
|
// It reads state, calls GetOptionFunc, increments iteration, and delegates to the inner model.
|
|
func (d *ChatModel) Generate(ctx context.Context, input []*schema.Message, opts ...model.Option) (*schema.Message, error) {
|
|
var dynamicOpts []model.Option
|
|
|
|
// Access the parent graph's state via compose.ProcessState.
|
|
// This is the key mechanism that allows state to persist across ReAct loop iterations.
|
|
// We are accessing parent graph's state here. Require eino version v0.7.11+
|
|
err := compose.ProcessState[*State](ctx, func(_ context.Context, state *State) error {
|
|
// Small delay to ensure log ordering (optional, for demo purposes)
|
|
time.Sleep(100 * time.Millisecond)
|
|
fmt.Printf("\n==================== Iteration %d ====================\n", state.Iteration)
|
|
|
|
// Get dynamic options based on current state
|
|
dynamicOpts = d.GetOptionFunc(ctx, input, state)
|
|
|
|
// Increment iteration for next call
|
|
state.Iteration++
|
|
return nil
|
|
})
|
|
if err != nil {
|
|
// If state access fails (e.g., not running in a graph), use no dynamic options
|
|
dynamicOpts = nil
|
|
}
|
|
|
|
// Merge dynamic options with static options (dynamic options take precedence)
|
|
mergedOpts := append(dynamicOpts, opts...)
|
|
resp, err := d.Model.Generate(ctx, input, mergedOpts...)
|
|
|
|
// Store tool calls in state for potential use in next iteration's decision
|
|
if err == nil && resp != nil && len(resp.ToolCalls) > 0 {
|
|
_ = compose.ProcessState[*State](ctx, func(_ context.Context, state *State) error {
|
|
toolCalls := make([]*schema.ToolCall, len(resp.ToolCalls))
|
|
for i := range resp.ToolCalls {
|
|
toolCalls[i] = &resp.ToolCalls[i]
|
|
}
|
|
state.LastToolCalls = toolCalls
|
|
return nil
|
|
})
|
|
}
|
|
|
|
return resp, err
|
|
}
|
|
|
|
// Stream implements model.BaseChatModel.
|
|
// Same logic as Generate but returns a stream reader.
|
|
func (d *ChatModel) Stream(ctx context.Context, input []*schema.Message, opts ...model.Option) (*schema.StreamReader[*schema.Message], error) {
|
|
var dynamicOpts []model.Option
|
|
|
|
// We are accessing parent graph's state here. Require eino version v0.7.11+
|
|
err := compose.ProcessState[*State](ctx, func(_ context.Context, state *State) error {
|
|
time.Sleep(100 * time.Millisecond)
|
|
fmt.Printf("\n==================== Iteration %d ====================\n", state.Iteration)
|
|
dynamicOpts = d.GetOptionFunc(ctx, input, state)
|
|
state.Iteration++
|
|
return nil
|
|
})
|
|
if err != nil {
|
|
dynamicOpts = nil
|
|
}
|
|
|
|
mergedOpts := append(dynamicOpts, opts...)
|
|
return d.Model.Stream(ctx, input, mergedOpts...)
|
|
}
|
|
|
|
// WithTools implements model.ToolCallingChatModel.
|
|
// It creates a new ChatModel wrapping the result of the inner model's WithTools.
|
|
func (d *ChatModel) WithTools(tools []*schema.ToolInfo) (model.ToolCallingChatModel, error) {
|
|
tcm, ok := d.Model.(model.ToolCallingChatModel)
|
|
if !ok {
|
|
return nil, nil
|
|
}
|
|
newModel, err := tcm.WithTools(tools)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
return &ChatModel{
|
|
Model: newModel,
|
|
GetOptionFunc: d.GetOptionFunc,
|
|
}, nil
|
|
}
|
|
|
|
// IsCallbacksEnabled implements components.Checker.
|
|
// Delegates to the inner model if it implements Checker.
|
|
func (d *ChatModel) IsCallbacksEnabled() bool {
|
|
checker, ok := d.Model.(components.Checker)
|
|
if ok {
|
|
return checker.IsCallbacksEnabled()
|
|
}
|
|
return false
|
|
}
|
|
|
|
// GetType returns the type name for this component.
|
|
func (d *ChatModel) GetType() string {
|
|
return "DynamicChatModel"
|
|
}
|
|
|
|
// Compile-time interface checks
|
|
var (
|
|
_ model.BaseChatModel = (*ChatModel)(nil)
|
|
_ model.ToolCallingChatModel = (*ChatModel)(nil)
|
|
_ components.Checker = (*ChatModel)(nil)
|
|
)
|