lmcli/pkg/lmcli/provider/google/google.go

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package google
import (
"bufio"
"bytes"
"context"
"encoding/json"
"fmt"
"io"
"net/http"
"strings"
"git.mlow.ca/mlow/lmcli/pkg/lmcli/model"
"git.mlow.ca/mlow/lmcli/pkg/lmcli/provider"
"git.mlow.ca/mlow/lmcli/pkg/lmcli/tools"
)
func convertTools(tools []model.Tool) []Tool {
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geminiTools := make([]Tool, len(tools))
for i, tool := range tools {
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params := make(map[string]ToolParameter)
var required []string
for _, param := range tool.Parameters {
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// TODO: proper enum handing
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params[param.Name] = ToolParameter{
Type: param.Type,
Description: param.Description,
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Values: param.Enum,
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}
if param.Required {
required = append(required, param.Name)
}
}
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geminiTools[i] = Tool{
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FunctionDeclarations: []FunctionDeclaration{
{
Name: tool.Name,
Description: tool.Description,
Parameters: ToolParameters{
Type: "OBJECT",
Properties: params,
Required: required,
},
},
},
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}
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}
return geminiTools
}
func convertToolCallToGemini(toolCalls []model.ToolCall) []ContentPart {
converted := make([]ContentPart, len(toolCalls))
for i, call := range toolCalls {
args := make(map[string]string)
for k, v := range call.Parameters {
args[k] = fmt.Sprintf("%v", v)
}
converted[i].FunctionCall = &FunctionCall{
Name: call.Name,
Args: args,
}
}
return converted
}
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func convertToolCallToAPI(functionCalls []FunctionCall) []model.ToolCall {
converted := make([]model.ToolCall, len(functionCalls))
for i, call := range functionCalls {
params := make(map[string]interface{})
for k, v := range call.Args {
params[k] = v
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}
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converted[i].Name = call.Name
converted[i].Parameters = params
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}
return converted
}
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func convertToolResultsToGemini(toolResults []model.ToolResult) ([]FunctionResponse, error) {
results := make([]FunctionResponse, len(toolResults))
for i, result := range toolResults {
var obj interface{}
err := json.Unmarshal([]byte(result.Result), &obj)
if err != nil {
return nil, fmt.Errorf("Could not unmarshal %s: %v", result.Result, err)
}
results[i] = FunctionResponse{
Name: result.ToolName,
Response: obj,
}
}
return results, nil
}
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func createGenerateContentRequest(
params model.RequestParameters,
messages []model.Message,
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) (*GenerateContentRequest, error) {
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requestContents := make([]Content, 0, len(messages))
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startIdx := 0
var system string
if len(messages) > 0 && messages[0].Role == model.MessageRoleSystem {
system = messages[0].Content
startIdx = 1
}
for _, m := range messages[startIdx:] {
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switch m.Role {
case "tool_call":
content := Content{
Role: "model",
Parts: convertToolCallToGemini(m.ToolCalls),
}
requestContents = append(requestContents, content)
case "tool_result":
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results, err := convertToolResultsToGemini(m.ToolResults)
if err != nil {
return nil, err
}
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// expand tool_result messages' results into multiple gemini messages
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for _, result := range results {
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content := Content{
Role: "function",
Parts: []ContentPart{
{
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FunctionResp: &result,
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},
},
}
requestContents = append(requestContents, content)
}
default:
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var role string
switch m.Role {
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case model.MessageRoleAssistant:
role = "model"
case model.MessageRoleUser:
role = "user"
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}
if role == "" {
panic("Unhandled role: " + m.Role)
}
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content := Content{
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Role: role,
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Parts: []ContentPart{
{
Text: m.Content,
},
},
}
requestContents = append(requestContents, content)
}
}
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request := &GenerateContentRequest{
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Contents: requestContents,
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GenerationConfig: &GenerationConfig{
MaxOutputTokens: &params.MaxTokens,
Temperature: &params.Temperature,
TopP: &params.TopP,
},
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}
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if system != "" {
request.SystemInstruction = &Content{
Parts: []ContentPart{
{
Text: system,
},
},
}
}
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if len(params.ToolBag) > 0 {
request.Tools = convertTools(params.ToolBag)
}
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return request, nil
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}
func handleToolCalls(
params model.RequestParameters,
content string,
toolCalls []model.ToolCall,
callback provider.ReplyCallback,
messages []model.Message,
) ([]model.Message, error) {
lastMessage := messages[len(messages)-1]
continuation := false
if lastMessage.Role.IsAssistant() {
continuation = true
}
toolCall := model.Message{
Role: model.MessageRoleToolCall,
Content: content,
ToolCalls: toolCalls,
}
toolResults, err := tools.ExecuteToolCalls(toolCall.ToolCalls, params.ToolBag)
if err != nil {
return nil, err
}
toolResult := model.Message{
Role: model.MessageRoleToolResult,
ToolResults: toolResults,
}
if callback != nil {
callback(toolCall)
callback(toolResult)
}
if continuation {
messages[len(messages)-1] = toolCall
} else {
messages = append(messages, toolCall)
}
messages = append(messages, toolResult)
return messages, nil
}
func (c *Client) sendRequest(ctx context.Context, req *http.Request) (*http.Response, error) {
req.Header.Set("Content-Type", "application/json")
client := &http.Client{}
resp, err := client.Do(req.WithContext(ctx))
if resp.StatusCode != 200 {
bytes, _ := io.ReadAll(resp.Body)
return resp, fmt.Errorf("%v", string(bytes))
}
return resp, err
}
func (c *Client) CreateChatCompletion(
ctx context.Context,
params model.RequestParameters,
messages []model.Message,
callback provider.ReplyCallback,
) (string, error) {
if len(messages) == 0 {
return "", fmt.Errorf("Can't create completion from no messages")
}
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req, err := createGenerateContentRequest(params, messages)
if err != nil {
return "", err
}
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jsonData, err := json.Marshal(req)
if err != nil {
return "", err
}
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url := fmt.Sprintf(
"%s/v1beta/models/%s:generateContent?key=%s",
c.BaseURL, params.Model, c.APIKey,
)
httpReq, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
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if err != nil {
return "", err
}
resp, err := c.sendRequest(ctx, httpReq)
if err != nil {
return "", err
}
defer resp.Body.Close()
var completionResp GenerateContentResponse
err = json.NewDecoder(resp.Body).Decode(&completionResp)
if err != nil {
return "", err
}
choice := completionResp.Candidates[0]
var content string
lastMessage := messages[len(messages)-1]
if lastMessage.Role.IsAssistant() {
content = lastMessage.Content
}
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var toolCalls []FunctionCall
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for _, part := range choice.Content.Parts {
if part.Text != "" {
content += part.Text
}
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if part.FunctionCall != nil {
toolCalls = append(toolCalls, *part.FunctionCall)
}
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}
if len(toolCalls) > 0 {
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messages, err := handleToolCalls(
params, content, convertToolCallToAPI(toolCalls), callback, messages,
)
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if err != nil {
return content, err
}
return c.CreateChatCompletion(ctx, params, messages, callback)
}
if callback != nil {
callback(model.Message{
Role: model.MessageRoleAssistant,
Content: content,
})
}
return content, nil
}
func (c *Client) CreateChatCompletionStream(
ctx context.Context,
params model.RequestParameters,
messages []model.Message,
callback provider.ReplyCallback,
output chan<- provider.Chunk,
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) (string, error) {
if len(messages) == 0 {
return "", fmt.Errorf("Can't create completion from no messages")
}
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req, err := createGenerateContentRequest(params, messages)
if err != nil {
return "", err
}
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jsonData, err := json.Marshal(req)
if err != nil {
return "", err
}
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url := fmt.Sprintf(
"%s/v1beta/models/%s:streamGenerateContent?key=%s&alt=sse",
c.BaseURL, params.Model, c.APIKey,
)
httpReq, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
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if err != nil {
return "", err
}
resp, err := c.sendRequest(ctx, httpReq)
if err != nil {
return "", err
}
defer resp.Body.Close()
content := strings.Builder{}
lastMessage := messages[len(messages)-1]
if lastMessage.Role.IsAssistant() {
content.WriteString(lastMessage.Content)
}
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var toolCalls []FunctionCall
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reader := bufio.NewReader(resp.Body)
for {
line, err := reader.ReadBytes('\n')
if err != nil {
if err == io.EOF {
break
}
return "", err
}
line = bytes.TrimSpace(line)
if len(line) == 0 || !bytes.HasPrefix(line, []byte("data: ")) {
continue
}
line = bytes.TrimPrefix(line, []byte("data: "))
var streamResp GenerateContentResponse
err = json.Unmarshal(line, &streamResp)
if err != nil {
return "", err
}
for _, candidate := range streamResp.Candidates {
for _, part := range candidate.Content.Parts {
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if part.FunctionCall != nil {
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toolCalls = append(toolCalls, *part.FunctionCall)
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} else if part.Text != "" {
output <- provider.Chunk {
Content: part.Text,
}
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content.WriteString(part.Text)
}
}
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}
}
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// If there are function calls, handle them and recurse
if len(toolCalls) > 0 {
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messages, err := handleToolCalls(
params, content.String(), convertToolCallToAPI(toolCalls), callback, messages,
)
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if err != nil {
return content.String(), err
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}
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return c.CreateChatCompletionStream(ctx, params, messages, callback, output)
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}
if callback != nil {
callback(model.Message{
Role: model.MessageRoleAssistant,
Content: content.String(),
})
}
return content.String(), nil
}