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authorGrail Finder <wohilas@gmail.com>2024-11-14 20:02:13 +0300
committerGrail Finder <wohilas@gmail.com>2024-11-14 20:02:13 +0300
commit3cbad31a16bc82ff6e29410927578242d158b97a (patch)
tree8df9e744641a7c44251f7f0c98b1275502db004e
init
-rw-r--r--.gitignore4
-rw-r--r--README.md11
-rw-r--r--bot.go242
-rw-r--r--go.mod18
-rw-r--r--go.sum50
-rw-r--r--main.go87
-rw-r--r--models/models.go90
7 files changed, 502 insertions, 0 deletions
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..92828cc
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,4 @@
+*.txt
+*.json
+testlog
+elefant
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..27ccedf
--- /dev/null
+++ b/README.md
@@ -0,0 +1,11 @@
+### TODO:
+- scrolling chat history; (somewhat works out of box);
+- log errors to file;
+- regen last message;
+- delete last message
+- edit message? (including from bot);
+- use chatml template (but do not show it to the user);
+- use mistral template;
+- ability to copy message;
+- aility to copy selected text;
+- menu with old chats (chat files);
diff --git a/bot.go b/bot.go
new file mode 100644
index 0000000..9564e3f
--- /dev/null
+++ b/bot.go
@@ -0,0 +1,242 @@
+package main
+
+import (
+ "bufio"
+ "bytes"
+ "elefant/models"
+ "encoding/json"
+ "fmt"
+ "io"
+ "log/slog"
+ "net/http"
+ "os"
+ "strings"
+ "time"
+
+ "github.com/rivo/tview"
+)
+
+var httpClient = http.Client{
+ Timeout: time.Second * 20,
+}
+
+var (
+ logger *slog.Logger
+ APIURL = "http://localhost:8080/v1/chat/completions"
+ DB = map[string]map[string]any{}
+ userRole = "user"
+ assistantRole = "assistant"
+ toolRole = "tool"
+ assistantIcon = "<🤖>: "
+ chunkChan = make(chan string, 10)
+ streamDone = make(chan bool, 1)
+ chatBody *models.ChatBody
+ systemMsg = `You're a helpful assistant.
+# Tools
+You can do functions call if needed.
+Your current tools:
+<tools>
+{
+"name":"get_id",
+"args": "username"
+}
+</tools>
+To make a function call return a json object within __tool_call__ tags;
+Example:
+__tool_call__
+{
+"name":"get_id",
+"args": "Adam"
+}
+__tool_call___
+When making function call avoid typing anything else. 'tool' user will respond with the results of the call.
+After that you are free to respond to the user.
+`
+)
+
+// predifine funcs
+func getUserDetails(id ...string) map[string]any {
+ // db query
+ // return DB[id[0]]
+ return map[string]any{
+ "username": "fm11",
+ "id": 24983,
+ "reputation": 911,
+ "balance": 214.73,
+ }
+}
+
+type fnSig func(...string) map[string]any
+
+var fnMap = map[string]fnSig{
+ "get_id": getUserDetails,
+}
+
+// ====
+
+func getUserInput(userPrompt string) string {
+ // fmt.Printf("<🤖>: %s\n<user>:", botMsg)
+ fmt.Printf(userPrompt)
+ reader := bufio.NewReader(os.Stdin)
+ line, err := reader.ReadString('\n')
+ if err != nil {
+ panic(err) // think about it
+ }
+ // fmt.Printf("read line: %s-\n", line)
+ return line
+}
+
+func formMsg(chatBody *models.ChatBody, newMsg, role string) io.Reader {
+ if newMsg != "" { // otherwise let the bot continue
+ newMsg := models.MessagesStory{Role: role, Content: newMsg}
+ chatBody.Messages = append(chatBody.Messages, newMsg)
+ }
+ data, err := json.Marshal(chatBody)
+ if err != nil {
+ panic(err)
+ }
+ return bytes.NewReader(data)
+}
+
+// func sendMsgToLLM(body io.Reader) (*models.LLMRespChunk, error) {
+func sendMsgToLLM(body io.Reader) (any, error) {
+ resp, err := httpClient.Post(APIURL, "application/json", body)
+ if err != nil {
+ logger.Error("llamacpp api", "error", err)
+ return nil, err
+ }
+ llmResp := []models.LLMRespChunk{}
+ // chunkChan <- assistantIcon
+ reader := bufio.NewReader(resp.Body)
+ counter := 0
+ for {
+ llmchunk := models.LLMRespChunk{}
+ if counter > 2000 {
+ streamDone <- true
+ break
+ }
+ line, err := reader.ReadBytes('\n')
+ if err != nil {
+ streamDone <- true
+ panic(err)
+ }
+ // logger.Info("linecheck", "line", string(line), "len", len(line), "counter", counter)
+ if len(line) <= 1 {
+ continue // skip \n
+ }
+ // starts with -> data:
+ line = line[6:]
+ if err := json.Unmarshal(line, &llmchunk); err != nil {
+ logger.Error("failed to decode", "error", err, "line", string(line))
+ streamDone <- true
+ return nil, err
+ }
+ llmResp = append(llmResp, llmchunk)
+ logger.Info("streamview", "chunk", llmchunk)
+ // if llmchunk.Choices[len(llmchunk.Choices)-1].FinishReason != "chat.completion.chunk" {
+ if llmchunk.Choices[len(llmchunk.Choices)-1].FinishReason == "stop" {
+ streamDone <- true
+ // last chunk
+ break
+ }
+ counter++
+ // bot sends way too many \n
+ answerText := strings.ReplaceAll(llmchunk.Choices[0].Delta.Content, "\n\n", "\n")
+ chunkChan <- answerText
+ }
+ return llmResp, nil
+}
+
+func chatRound(userMsg, role string, tv *tview.TextView) {
+ botRespMode = true
+ reader := formMsg(chatBody, userMsg, role)
+ go sendMsgToLLM(reader)
+ fmt.Fprintf(tv, assistantIcon)
+ respText := strings.Builder{}
+out:
+ for {
+ select {
+ case chunk := <-chunkChan:
+ // fmt.Printf(chunk)
+ fmt.Fprintf(tv, chunk)
+ respText.WriteString(chunk)
+ case <-streamDone:
+ break out
+ }
+ }
+ botRespMode = false
+ chatBody.Messages = append(chatBody.Messages, models.MessagesStory{
+ Role: assistantRole, Content: respText.String(),
+ })
+ // TODO:
+ // bot msg is done;
+ // now check it for func call
+ logChat("testlog", chatBody.Messages)
+ findCall(respText.String(), tv)
+}
+
+func logChat(fname string, msgs []models.MessagesStory) {
+ data, err := json.MarshalIndent(msgs, "", " ")
+ if err != nil {
+ logger.Error("failed to marshal", "error", err)
+ }
+ if err := os.WriteFile(fname, data, 0666); err != nil {
+ logger.Error("failed to write log", "error", err)
+ }
+}
+
+func findCall(msg string, tv *tview.TextView) {
+ prefix := "__tool_call__\n"
+ suffix := "\n__tool_call__"
+ fc := models.FuncCall{}
+ if !strings.HasPrefix(msg, prefix) ||
+ !strings.HasSuffix(msg, suffix) {
+ return
+ }
+ jsStr := strings.TrimSuffix(strings.TrimPrefix(msg, prefix), suffix)
+ if err := json.Unmarshal([]byte(jsStr), &fc); err != nil {
+ logger.Error("failed to unmarshal tool call", "error", err)
+ return
+ // panic(err)
+ }
+ // call a func
+ f, ok := fnMap[fc.Name]
+ if !ok {
+ m := fmt.Sprintf("%s is not implemented", fc.Name)
+ chatRound(m, toolRole, tv)
+ return
+ }
+ resp := f(fc.Args)
+ toolMsg := fmt.Sprintf("tool response: %+v", resp)
+ // reader := formMsg(chatBody, toolMsg, toolRole)
+ // sendMsgToLLM()
+ chatRound(toolMsg, toolRole, tv)
+ // return func result to the llm
+}
+func init() {
+ file, err := os.OpenFile("log.txt", os.O_APPEND|os.O_CREATE|os.O_WRONLY, 0644)
+ if err != nil {
+ panic(err)
+ }
+ defer file.Close()
+ logger = slog.New(slog.NewTextHandler(file, &slog.HandlerOptions{}))
+ logger.Info("test msg")
+ firstMsg := "Hello! What can I do for you?"
+ // fm, err := fillTempl("chatml", chatml)
+ // if err != nil {
+ // panic(err)
+ // }
+ // https://github.com/coreydaley/ggerganov-llama.cpp/blob/master/examples/server/README.md
+ chatBody = &models.ChatBody{
+ Model: "modl_name",
+ Stream: true,
+ Messages: []models.MessagesStory{
+ {Role: "system", Content: systemMsg},
+ {Role: assistantRole, Content: firstMsg},
+ },
+ }
+ // fmt.Printf("<🤖>: Hello! How can I help?")
+ // for {
+ // chatLoop()
+ // }
+}
diff --git a/go.mod b/go.mod
new file mode 100644
index 0000000..3d84b7f
--- /dev/null
+++ b/go.mod
@@ -0,0 +1,18 @@
+module elefant
+
+go 1.23.2
+
+require (
+ github.com/gdamore/tcell/v2 v2.7.4
+ github.com/rivo/tview v0.0.0-20241103174730-c76f7879f592
+)
+
+require (
+ github.com/gdamore/encoding v1.0.0 // indirect
+ github.com/lucasb-eyer/go-colorful v1.2.0 // indirect
+ github.com/mattn/go-runewidth v0.0.15 // indirect
+ github.com/rivo/uniseg v0.4.7 // indirect
+ golang.org/x/sys v0.17.0 // indirect
+ golang.org/x/term v0.17.0 // indirect
+ golang.org/x/text v0.14.0 // indirect
+)
diff --git a/go.sum b/go.sum
new file mode 100644
index 0000000..74a393e
--- /dev/null
+++ b/go.sum
@@ -0,0 +1,50 @@
+github.com/gdamore/encoding v1.0.0 h1:+7OoQ1Bc6eTm5niUzBa0Ctsh6JbMW6Ra+YNuAtDBdko=
+github.com/gdamore/encoding v1.0.0/go.mod h1:alR0ol34c49FCSBLjhosxzcPHQbf2trDkoo5dl+VrEg=
+github.com/gdamore/tcell/v2 v2.7.4 h1:sg6/UnTM9jGpZU+oFYAsDahfchWAFW8Xx2yFinNSAYU=
+github.com/gdamore/tcell/v2 v2.7.4/go.mod h1:dSXtXTSK0VsW1biw65DZLZ2NKr7j0qP/0J7ONmsraWg=
+github.com/lucasb-eyer/go-colorful v1.2.0 h1:1nnpGOrhyZZuNyfu1QjKiUICQ74+3FNCN69Aj6K7nkY=
+github.com/lucasb-eyer/go-colorful v1.2.0/go.mod h1:R4dSotOR9KMtayYi1e77YzuveK+i7ruzyGqttikkLy0=
+github.com/mattn/go-runewidth v0.0.15 h1:UNAjwbU9l54TA3KzvqLGxwWjHmMgBUVhBiTjelZgg3U=
+github.com/mattn/go-runewidth v0.0.15/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
+github.com/rivo/tview v0.0.0-20241103174730-c76f7879f592 h1:YIJ+B1hePP6AgynC5TcqpO0H9k3SSoZa2BGyL6vDUzM=
+github.com/rivo/tview v0.0.0-20241103174730-c76f7879f592/go.mod h1:02iFIz7K/A9jGCvrizLPvoqr4cEIx7q54RH5Qudkrss=
+github.com/rivo/uniseg v0.2.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJtxc=
+github.com/rivo/uniseg v0.4.3/go.mod h1:FN3SvrM+Zdj16jyLfmOkMNblXMcoc8DfTHruCPUcx88=
+github.com/rivo/uniseg v0.4.7 h1:WUdvkW8uEhrYfLC4ZzdpI2ztxP1I582+49Oc5Mq64VQ=
+github.com/rivo/uniseg v0.4.7/go.mod h1:FN3SvrM+Zdj16jyLfmOkMNblXMcoc8DfTHruCPUcx88=
+github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
+golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
+golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
+golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
+golang.org/x/mod v0.8.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
+golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
+golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
+golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
+golang.org/x/net v0.6.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
+golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
+golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
+golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
+golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
+golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.17.0 h1:25cE3gD+tdBA7lp7QfhuV+rJiE9YXTcS3VG1SqssI/Y=
+golang.org/x/sys v0.17.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
+golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
+golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
+golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
+golang.org/x/term v0.17.0 h1:mkTF7LCd6WGJNL3K1Ad7kwxNfYAW6a8a8QqtMblp/4U=
+golang.org/x/term v0.17.0/go.mod h1:lLRBjIVuehSbZlaOtGMbcMncT+aqLLLmKrsjNrUguwk=
+golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
+golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
+golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
+golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
+golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
+golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
+golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
+golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
+golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
diff --git a/main.go b/main.go
new file mode 100644
index 0000000..7d3bb56
--- /dev/null
+++ b/main.go
@@ -0,0 +1,87 @@
+package main
+
+import (
+ "fmt"
+ "unicode"
+
+ "github.com/gdamore/tcell/v2"
+ "github.com/rivo/tview"
+)
+
+var (
+ normalMode = false
+ botRespMode = false
+ botMsg = "no"
+ indexLine = "Row: [yellow]%d[white], Column: [yellow]%d; normal mode: %v"
+)
+
+func isASCII(s string) bool {
+ for i := 0; i < len(s); i++ {
+ if s[i] > unicode.MaxASCII {
+ return false
+ }
+ }
+ return true
+}
+
+func main() {
+ app := tview.NewApplication()
+ textArea := tview.NewTextArea().
+ SetPlaceholder("Type your prompt...")
+ textArea.SetBorder(true).SetTitle("input")
+ textView := tview.NewTextView().
+ SetDynamicColors(true).
+ SetRegions(true).
+ SetChangedFunc(func() {
+ app.Draw()
+ })
+ textView.SetBorder(true).SetTitle("chat")
+ position := tview.NewTextView().
+ SetDynamicColors(true).
+ SetTextAlign(tview.AlignCenter)
+ flex := tview.NewFlex().SetDirection(tview.FlexRow).
+ AddItem(textView, 0, 40, false).
+ AddItem(textArea, 0, 10, true).
+ AddItem(position, 0, 1, false)
+ updateStatusLine := func() {
+ fromRow, fromColumn, toRow, toColumn := textArea.GetCursor()
+ if fromRow == toRow && fromColumn == toColumn {
+ position.SetText(fmt.Sprintf(indexLine, fromRow, fromColumn, normalMode))
+ } else {
+ position.SetText(fmt.Sprintf("[red]From[white] Row: [yellow]%d[white], Column: [yellow]%d[white] - [red]To[white] Row: [yellow]%d[white], To Column: [yellow]%d; normal mode: %v", fromRow, fromColumn, toRow, toColumn, normalMode))
+ }
+ }
+ textArea.SetMovedFunc(updateStatusLine)
+ updateStatusLine()
+ textView.SetText("<🤖>: Hello! What can I do for you?")
+ app.SetInputCapture(func(event *tcell.EventKey) *tcell.EventKey {
+ if botRespMode {
+ // do nothing while bot typing
+ return nil
+ }
+ if event.Key() == tcell.KeyEscape {
+ fromRow, fromColumn, _, _ := textArea.GetCursor()
+ position.SetText(fmt.Sprintf(indexLine, fromRow, fromColumn, normalMode))
+ // read all text into buffer
+ msgText := textArea.GetText()
+ if msgText != "" {
+ fmt.Fprintf(textView, "\n<user>: %s\n", msgText)
+ textArea.SetText("", true)
+ }
+ // update statue line
+ go chatRound(msgText, userRole, textView)
+ return nil
+ }
+ if isASCII(string(event.Rune())) {
+ // normalMode = false
+ // fromRow, fromColumn, _, _ := textArea.GetCursor()
+ // position.SetText(fmt.Sprintf(indexLine, fromRow, fromColumn, normalMode))
+ return event
+ }
+ return event
+ })
+ if err := app.SetRoot(flex,
+ true).EnableMouse(true).Run(); err != nil {
+ panic(err)
+ }
+}
diff --git a/models/models.go b/models/models.go
new file mode 100644
index 0000000..dd1dace
--- /dev/null
+++ b/models/models.go
@@ -0,0 +1,90 @@
+package models
+
+// type FuncCall struct {
+// XMLName xml.Name `xml:"tool_call"`
+// Name string `xml:"name"`
+// Args []string `xml:"args"`
+// }
+
+type FuncCall struct {
+ Name string `json:"name"`
+ Args string `json:"args"`
+}
+
+type LLMResp struct {
+ Choices []struct {
+ FinishReason string `json:"finish_reason"`
+ Index int `json:"index"`
+ Message struct {
+ Content string `json:"content"`
+ Role string `json:"role"`
+ } `json:"message"`
+ } `json:"choices"`
+ Created int `json:"created"`
+ Model string `json:"model"`
+ Object string `json:"object"`
+ Usage struct {
+ CompletionTokens int `json:"completion_tokens"`
+ PromptTokens int `json:"prompt_tokens"`
+ TotalTokens int `json:"total_tokens"`
+ } `json:"usage"`
+ ID string `json:"id"`
+}
+
+// for streaming
+type LLMRespChunk struct {
+ Choices []struct {
+ FinishReason string `json:"finish_reason"`
+ Index int `json:"index"`
+ Delta struct {
+ Content string `json:"content"`
+ } `json:"delta"`
+ } `json:"choices"`
+ Created int `json:"created"`
+ ID string `json:"id"`
+ Model string `json:"model"`
+ Object string `json:"object"`
+ Usage struct {
+ CompletionTokens int `json:"completion_tokens"`
+ PromptTokens int `json:"prompt_tokens"`
+ TotalTokens int `json:"total_tokens"`
+ } `json:"usage"`
+}
+
+type MessagesStory struct {
+ Role string `json:"role"`
+ Content string `json:"content"`
+}
+
+type ChatBody struct {
+ Model string `json:"model"`
+ Stream bool `json:"stream"`
+ Messages []MessagesStory `json:"messages"`
+}
+
+type ChatToolsBody struct {
+ Model string `json:"model"`
+ Messages []MessagesStory `json:"messages"`
+ Tools []struct {
+ Type string `json:"type"`
+ Function struct {
+ Name string `json:"name"`
+ Description string `json:"description"`
+ Parameters struct {
+ Type string `json:"type"`
+ Properties struct {
+ Location struct {
+ Type string `json:"type"`
+ Description string `json:"description"`
+ } `json:"location"`
+ Unit struct {
+ Type string `json:"type"`
+ Enum []string `json:"enum"`
+ } `json:"unit"`
+ } `json:"properties"`
+ Required []string `json:"required"`
+ } `json:"parameters"`
+ } `json:"function"`
+ } `json:"tools"`
+ ToolChoice string `json:"tool_choice"`
+}