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.
158 lines
4.8 KiB
Go
158 lines
4.8 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 eino
|
|
|
|
import (
|
|
"context"
|
|
"fmt"
|
|
"strings"
|
|
"time"
|
|
|
|
"github.com/RanFeng/ilog"
|
|
"github.com/cloudwego/eino-ext/components/tool/mcp"
|
|
"github.com/cloudwego/eino/components/prompt"
|
|
"github.com/cloudwego/eino/components/tool"
|
|
"github.com/cloudwego/eino/compose"
|
|
"github.com/cloudwego/eino/flow/agent/react"
|
|
"github.com/cloudwego/eino/schema"
|
|
|
|
"github.com/cloudwego/eino-examples/flow/agent/deer-go/biz/consts"
|
|
"github.com/cloudwego/eino-examples/flow/agent/deer-go/biz/infra"
|
|
"github.com/cloudwego/eino-examples/flow/agent/deer-go/biz/model"
|
|
)
|
|
|
|
func loadCoderMsg(ctx context.Context, name string, opts ...any) (output []*schema.Message, err error) {
|
|
err = compose.ProcessState[*model.State](ctx, func(_ context.Context, state *model.State) error {
|
|
sysPrompt, err := infra.GetPromptTemplate(ctx, name)
|
|
if err != nil {
|
|
ilog.EventError(ctx, err, "get prompt template error")
|
|
return err
|
|
}
|
|
|
|
promptTemp := prompt.FromMessages(schema.Jinja2,
|
|
schema.SystemMessage(sysPrompt),
|
|
schema.MessagesPlaceholder("user_input", true),
|
|
)
|
|
|
|
var curStep *model.Step
|
|
for i := range state.CurrentPlan.Steps {
|
|
if state.CurrentPlan.Steps[i].ExecutionRes == nil {
|
|
curStep = &state.CurrentPlan.Steps[i]
|
|
break
|
|
}
|
|
}
|
|
|
|
if curStep == nil {
|
|
panic("no step found")
|
|
}
|
|
|
|
msg := []*schema.Message{}
|
|
msg = append(msg,
|
|
schema.UserMessage(fmt.Sprintf("#Task\n\n##title\n\n %v \n\n##description\n\n %v \n\n##locale\n\n %v", curStep.Title, curStep.Description, state.Locale)),
|
|
)
|
|
variables := map[string]any{
|
|
"locale": state.Locale,
|
|
"max_step_num": state.MaxStepNum,
|
|
"max_plan_iterations": state.MaxPlanIterations,
|
|
"CURRENT_TIME": time.Now().Format("2006-01-02 15:04:05"),
|
|
"user_input": msg,
|
|
}
|
|
output, err = promptTemp.Format(ctx, variables)
|
|
return err
|
|
})
|
|
return output, err
|
|
}
|
|
|
|
func routerCoder(ctx context.Context, input *schema.Message, opts ...any) (output string, err error) {
|
|
// ilog.EventInfo(ctx, "routerResearcher", "input", input)
|
|
last := input
|
|
err = compose.ProcessState[*model.State](ctx, func(_ context.Context, state *model.State) error {
|
|
defer func() {
|
|
output = state.Goto
|
|
}()
|
|
for i, step := range state.CurrentPlan.Steps {
|
|
if step.ExecutionRes == nil {
|
|
str := strings.Clone(last.Content)
|
|
state.CurrentPlan.Steps[i].ExecutionRes = &str
|
|
break
|
|
}
|
|
}
|
|
ilog.EventInfo(ctx, "coder_end", "plan", state.CurrentPlan)
|
|
state.Goto = consts.ResearchTeam
|
|
return nil
|
|
})
|
|
return output, nil
|
|
}
|
|
|
|
func modifyCoderfunc(ctx context.Context, input []*schema.Message) []*schema.Message {
|
|
sum := 0
|
|
maxLimit := 50000
|
|
for i := range input {
|
|
if input[i] == nil {
|
|
ilog.EventWarn(ctx, "modify_inputfunc_nil", "input", input[i])
|
|
continue
|
|
}
|
|
l := len(input[i].Content)
|
|
if l > maxLimit {
|
|
ilog.EventWarn(ctx, "modify_inputfunc_clip", "raw_len", l)
|
|
input[i].Content = input[i].Content[l-maxLimit:]
|
|
}
|
|
sum += len(input[i].Content)
|
|
}
|
|
ilog.EventInfo(ctx, "modify_inputfunc", "sum", sum, "input_len", input)
|
|
return input
|
|
}
|
|
|
|
func NewCoder[I, O any](ctx context.Context) *compose.Graph[I, O] {
|
|
cag := compose.NewGraph[I, O]()
|
|
|
|
researchTools := []tool.BaseTool{}
|
|
for mcpName, cli := range infra.MCPServer {
|
|
ts, err := mcp.GetTools(ctx, &mcp.Config{Cli: cli})
|
|
if err != nil {
|
|
ilog.EventError(ctx, err, "builder_error")
|
|
}
|
|
if strings.HasPrefix(mcpName, "python") {
|
|
researchTools = append(researchTools, ts...)
|
|
}
|
|
}
|
|
ilog.EventDebug(ctx, "coder_end", "coder_tools", researchTools)
|
|
|
|
agent, err := react.NewAgent(ctx, &react.AgentConfig{
|
|
MaxStep: 40,
|
|
ToolCallingModel: infra.ChatModel,
|
|
ToolsConfig: compose.ToolsNodeConfig{Tools: researchTools},
|
|
MessageModifier: modifyCoderfunc,
|
|
StreamToolCallChecker: toolCallChecker,
|
|
})
|
|
|
|
agentLambda, err := compose.AnyLambda(agent.Generate, agent.Stream, nil, nil)
|
|
if err != nil {
|
|
panic(err)
|
|
}
|
|
|
|
_ = cag.AddLambdaNode("load", compose.InvokableLambdaWithOption(loadCoderMsg))
|
|
_ = cag.AddLambdaNode("agent", agentLambda)
|
|
_ = cag.AddLambdaNode("router", compose.InvokableLambdaWithOption(routerCoder))
|
|
|
|
_ = cag.AddEdge(compose.START, "load")
|
|
_ = cag.AddEdge("load", "agent")
|
|
_ = cag.AddEdge("agent", "router")
|
|
_ = cag.AddEdge("router", compose.END)
|
|
return cag
|
|
}
|