make it work
This commit is contained in:
251
agent/actions.go
251
agent/actions.go
@@ -1,13 +1,15 @@
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package agent
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package agent
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import (
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import (
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"bytes"
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"context"
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"context"
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"encoding/json"
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"encoding/json"
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"fmt"
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"fmt"
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"html/template"
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"time"
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"time"
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//"github.com/mudler/local-agent-framework/llm"
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//"github.com/mudler/local-agent-framework/llm"
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"github.com/mudler/local-agent-framework/llm"
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"github.com/sashabaranov/go-openai"
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"github.com/sashabaranov/go-openai"
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)
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)
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@@ -23,6 +25,11 @@ func (ap ActionParams) Read(s string) error {
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return err
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return err
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}
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}
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func (ap ActionParams) String() string {
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b, _ := json.Marshal(ap)
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return string(b)
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}
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type ActionDefinition openai.FunctionDefinition
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type ActionDefinition openai.FunctionDefinition
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func (a ActionDefinition) FD() openai.FunctionDefinition {
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func (a ActionDefinition) FD() openai.FunctionDefinition {
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@@ -97,6 +104,137 @@ func (a *Agent) StopAction() {
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}
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}
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}
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}
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func (a *Agent) decision(ctx context.Context, conversation []openai.ChatCompletionMessage, tools []openai.Tool, toolchoice any) (ActionParams, error) {
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decision := openai.ChatCompletionRequest{
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Model: a.options.LLMAPI.Model,
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Messages: conversation,
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Tools: tools,
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ToolChoice: toolchoice,
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}
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resp, err := a.client.CreateChatCompletion(ctx, decision)
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if err != nil || len(resp.Choices) != 1 {
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fmt.Println("no choices", err)
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return nil, err
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}
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msg := resp.Choices[0].Message
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if len(msg.ToolCalls) != 1 {
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return nil, fmt.Errorf("len(toolcalls): %v", len(msg.ToolCalls))
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}
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params := ActionParams{}
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if err := params.Read(msg.ToolCalls[0].Function.Arguments); err != nil {
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fmt.Println("can't read params", err)
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return nil, err
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}
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return params, nil
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}
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type Actions []Action
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func (a Actions) ToTools() []openai.Tool {
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tools := []openai.Tool{}
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for _, action := range a {
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tools = append(tools, openai.Tool{
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Type: openai.ToolTypeFunction,
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Function: action.Definition().FD(),
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})
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}
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return tools
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}
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func (a *Agent) generateParameters(ctx context.Context, action Action, conversation []openai.ChatCompletionMessage) (ActionParams, error) {
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return a.decision(ctx, conversation, a.options.actions.ToTools(), action.ID())
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}
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const pickActionTemplate = `You can take any of the following tools:
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{{range .Actions}}{{.ID}}: {{.Description}}{{end}}
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or none. Given the text below, decide which action to take and explain the reasoning behind it. For answering without picking a choice, reply with 'none'.
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{{range .Messages}}{{.Content}}{{end}}
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`
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func (a *Agent) pickAction(ctx context.Context, messages []openai.ChatCompletionMessage) (Action, error) {
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actionChoice := struct {
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Intent string `json:"tool"`
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Reasoning string `json:"reasoning"`
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}{}
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prompt := bytes.NewBuffer([]byte{})
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tmpl, err := template.New("pickAction").Parse(pickActionTemplate)
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if err != nil {
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return nil, err
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}
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err = tmpl.Execute(prompt, struct {
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Actions []Action
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Messages []openai.ChatCompletionMessage
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}{
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Actions: a.options.actions,
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Messages: messages,
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})
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if err != nil {
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return nil, err
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}
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fmt.Println(prompt.String())
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actionsID := []string{}
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for _, m := range a.options.actions {
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actionsID = append(actionsID, m.ID())
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}
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intentionsTools := NewIntention(actionsID...)
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conversation := []openai.ChatCompletionMessage{
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{
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Role: "user",
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Content: prompt.String(),
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},
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}
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params, err := a.decision(ctx, conversation, Actions{intentionsTools}.ToTools(), intentionsTools.ID())
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if err != nil {
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fmt.Println("failed decision", err)
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return nil, err
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}
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dat, err := json.Marshal(params)
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if err != nil {
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return nil, err
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}
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err = json.Unmarshal(dat, &actionChoice)
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if err != nil {
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return nil, err
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}
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fmt.Printf("Action choice: %v\n", actionChoice)
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if actionChoice.Intent == "" || actionChoice.Intent == "none" {
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return nil, fmt.Errorf("no intent detected")
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}
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// Find the action
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var action Action
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for _, a := range a.options.actions {
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if a.ID() == actionChoice.Intent {
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action = a
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break
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}
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}
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if action == nil {
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fmt.Println("No action found for intent: ", actionChoice.Intent)
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return nil, fmt.Errorf("No action found for intent:" + actionChoice.Intent)
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}
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return action, nil
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}
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func (a *Agent) consumeJob(job *Job) {
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func (a *Agent) consumeJob(job *Job) {
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// Consume the job and generate a response
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// Consume the job and generate a response
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@@ -118,52 +256,6 @@ func (a *Agent) consumeJob(job *Job) {
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return
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return
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}
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}
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actionChoice := struct {
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Intent string `json:"intent"`
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Reasoning string `json:"reasoning"`
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}{}
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action_pick := "You can take any action between: "
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for _, action := range a.options.actions {
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action_pick += action.ID() + ": " + action.Description() + ", "
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}
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action_pick += "or none."
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action_pick += "Given the text below, decide which action to take and explain the reasoning behind it. For answering without picking a choice, reply with 'none'."
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action_pick += "return the result as a JSON object with the 'intent' and 'reasoning' fields."
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err := llm.GenerateJSON(ctx, a.client, a.options.LLMAPI.Model, action_pick, &actionChoice)
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if err != nil {
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fmt.Println("Error generating JSON: ", err)
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return
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}
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fmt.Println("Action choice: ", actionChoice)
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if actionChoice.Intent == "" || actionChoice.Intent == "none" {
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fmt.Println("No intent detected")
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return
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}
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// Find the action
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var action Action
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for _, a := range a.options.actions {
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if a.ID() == actionChoice.Intent {
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action = a
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break
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}
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}
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if action == nil {
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fmt.Println("No action found for intent: ", actionChoice.Intent)
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return
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}
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// Fill the action parameters
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// https://github.com/sashabaranov/go-openai/blob/0925563e86c2fdc5011310aa616ba493989cfe0a/examples/completion-with-tool/main.go#L16
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actions := a.options.actions
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tools := []openai.Tool{}
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messages := a.currentConversation
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messages := a.currentConversation
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if job.Text != "" {
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if job.Text != "" {
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messages = append(messages, openai.ChatCompletionMessage{
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messages = append(messages, openai.ChatCompletionMessage{
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@@ -172,51 +264,21 @@ func (a *Agent) consumeJob(job *Job) {
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})
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})
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}
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}
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for _, action := range actions {
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chosenAction, err := a.pickAction(ctx, messages)
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tools = append(tools, openai.Tool{
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if err != nil {
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Type: openai.ToolTypeFunction,
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fmt.Printf("error picking action: %v\n", err)
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Function: action.Definition().FD(),
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})
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}
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decision := openai.ChatCompletionRequest{
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Model: a.options.LLMAPI.Model,
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Messages: messages,
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Tools: tools,
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ToolChoice: &openai.ToolChoice{
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Type: openai.ToolTypeFunction,
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Function: openai.ToolFunction{Name: action.ID()},
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},
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}
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resp, err := a.client.CreateChatCompletion(ctx, decision)
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if err != nil || len(resp.Choices) != 1 {
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fmt.Printf("Completion error: err:%v len(choices):%v\n", err,
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len(resp.Choices))
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return
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return
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}
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}
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params, err := a.generateParameters(ctx, chosenAction, messages)
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msg := resp.Choices[0].Message
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if err != nil {
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if len(msg.ToolCalls) != 1 {
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fmt.Printf("error generating parameters: %v\n", err)
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fmt.Printf("Completion error: len(toolcalls): %v\n", len(msg.ToolCalls))
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return
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}
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// simulate calling the function & responding to OpenAI
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messages = append(messages, msg)
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fmt.Printf("OpenAI called us back wanting to invoke our function '%v' with params '%v'\n",
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msg.ToolCalls[0].Function.Name, msg.ToolCalls[0].Function.Arguments)
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params := ActionParams{}
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if err := params.Read(msg.ToolCalls[0].Function.Arguments); err != nil {
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fmt.Printf("error unmarshalling arguments: %v\n", err)
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return
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return
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}
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}
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var result string
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var result string
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for _, action := range actions {
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for _, action := range a.options.actions {
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fmt.Println("Checking action: ", action.ID())
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fmt.Println("Checking action: ", action.ID(), chosenAction.ID())
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fmt.Println("Checking action: ", msg.ToolCalls[0].Function.Name)
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if action.ID() == chosenAction.ID() {
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if action.ID() == msg.ToolCalls[0].Function.Name {
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fmt.Printf("Running action: %v\n", action.ID())
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fmt.Printf("Running action: %v\n", action.ID())
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if result, err = action.Run(params); err != nil {
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if result, err = action.Run(params); err != nil {
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fmt.Printf("error running action: %v\n", err)
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fmt.Printf("error running action: %v\n", err)
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@@ -226,15 +288,24 @@ func (a *Agent) consumeJob(job *Job) {
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}
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}
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fmt.Printf("Action run result: %v\n", result)
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fmt.Printf("Action run result: %v\n", result)
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// calling the function
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messages = append(messages, openai.ChatCompletionMessage{
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Role: "assistant",
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FunctionCall: &openai.FunctionCall{
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Name: chosenAction.ID(),
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Arguments: params.String(),
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},
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})
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// result of calling the function
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// result of calling the function
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messages = append(messages, openai.ChatCompletionMessage{
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messages = append(messages, openai.ChatCompletionMessage{
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Role: openai.ChatMessageRoleTool,
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Role: openai.ChatMessageRoleTool,
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Content: result,
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Content: result,
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Name: msg.ToolCalls[0].Function.Name,
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Name: chosenAction.ID(),
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ToolCallID: msg.ToolCalls[0].ID,
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ToolCallID: chosenAction.ID(),
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})
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})
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resp, err = a.client.CreateChatCompletion(ctx,
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resp, err := a.client.CreateChatCompletion(ctx,
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openai.ChatCompletionRequest{
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openai.ChatCompletionRequest{
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Model: a.options.LLMAPI.Model,
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Model: a.options.LLMAPI.Model,
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Messages: messages,
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Messages: messages,
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@@ -248,7 +319,7 @@ func (a *Agent) consumeJob(job *Job) {
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}
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}
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// display OpenAI's response to the original question utilizing our function
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// display OpenAI's response to the original question utilizing our function
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msg = resp.Choices[0].Message
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msg := resp.Choices[0].Message
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fmt.Printf("OpenAI answered the original request with: %v\n",
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fmt.Printf("OpenAI answered the original request with: %v\n",
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msg.Content)
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msg.Content)
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@@ -17,7 +17,7 @@ type options struct {
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character Character
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character Character
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randomIdentityGuidance string
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randomIdentityGuidance string
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randomIdentity bool
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randomIdentity bool
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actions []Action
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actions Actions
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context context.Context
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context context.Context
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}
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}
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Reference in New Issue
Block a user