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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)
)