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Go

/*
* Copyright 2024 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 main
import (
"context"
"fmt"
"io"
"os"
clc "github.com/cloudwego/eino-ext/callbacks/cozeloop"
"github.com/cloudwego/eino/callbacks"
"github.com/cloudwego/eino/components/model"
"github.com/cloudwego/eino/components/prompt"
"github.com/cloudwego/eino/compose"
"github.com/cloudwego/eino/schema"
"github.com/coze-dev/cozeloop-go"
)
const (
nodeOfModel = "model"
nodeOfPrompt = "prompt"
)
func main() {
cozeloopApiToken := os.Getenv("COZELOOP_API_TOKEN")
cozeloopWorkspaceID := os.Getenv("COZELOOP_WORKSPACE_ID") // use cozeloop trace, from https://loop.coze.cn/open/docs/cozeloop/go-sdk#4a8c980e
ctx := context.Background()
var handlers []callbacks.Handler
if cozeloopApiToken != "" && cozeloopWorkspaceID != "" {
client, err := cozeloop.NewClient(
cozeloop.WithAPIToken(cozeloopApiToken),
cozeloop.WithWorkspaceID(cozeloopWorkspaceID),
)
if err != nil {
panic(err)
}
defer client.Close(ctx)
handlers = append(handlers, clc.NewLoopHandler(client))
}
callbacks.AppendGlobalHandlers(handlers...)
g := compose.NewGraph[map[string]any, *schema.Message]()
pt := prompt.FromMessages(
schema.FString,
schema.UserMessage("what's the weather in {location}?"),
)
_ = g.AddChatTemplateNode(nodeOfPrompt, pt) // error check can be skipped here because in Compile, we will check the error happened here too
_ = g.AddChatModelNode(nodeOfModel, &mockChatModel{}, compose.WithNodeName("ChatModel"))
_ = g.AddEdge(compose.START, nodeOfPrompt)
_ = g.AddEdge(nodeOfPrompt, nodeOfModel)
_ = g.AddEdge(nodeOfModel, compose.END)
r, err := g.Compile(ctx, compose.WithMaxRunSteps(10))
if err != nil {
panic(err)
}
in := map[string]any{"location": "beijing"}
ret, err := r.Invoke(ctx, in)
if err != nil {
panic(err)
}
fmt.Println("invoke result: ", ret)
// stream
s, err := r.Stream(ctx, in)
if err != nil {
panic(err)
}
defer s.Close()
for {
chunk, err := s.Recv()
if err != nil {
if err == io.EOF {
break
}
panic(err)
}
fmt.Println("stream chunk: ", chunk)
}
}
type mockChatModel struct{}
func (m *mockChatModel) Generate(ctx context.Context, input []*schema.Message, opts ...model.Option) (*schema.Message, error) {
return schema.AssistantMessage("the weather is good", nil), nil
}
func (m *mockChatModel) Stream(ctx context.Context, input []*schema.Message, opts ...model.Option) (*schema.StreamReader[*schema.Message], error) {
sr, sw := schema.Pipe[*schema.Message](0)
go func() {
defer sw.Close()
sw.Send(schema.AssistantMessage("the weather is", nil), nil)
sw.Send(schema.AssistantMessage(" good", nil), nil)
}()
return sr, nil
}
func (m *mockChatModel) BindTools(tools []*schema.ToolInfo) error {
panic("implement me")
}