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vertex.go
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309 lines (267 loc) · 7.09 KB
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package iteragent
import (
"bytes"
"context"
"encoding/json"
"fmt"
"io"
"net/http"
"os"
"strings"
)
type VertexConfig struct {
ProjectID string
Location string
Model string
Credentials string
MaxTokens int
Temperature float32
}
type VertexProvider struct {
config VertexConfig
client *http.Client
}
func NewVertex(config VertexConfig) *VertexProvider {
return &VertexProvider{
config: config,
client: &http.Client{},
}
}
func (p *VertexProvider) Name() string {
return fmt.Sprintf("vertex(%s)", p.config.Model)
}
func (p *VertexProvider) getAccessToken(ctx context.Context) (string, error) {
credFile := p.config.Credentials
if credFile == "" {
credFile = os.Getenv("GOOGLE_APPLICATION_CREDENTIALS")
}
if credFile != "" {
data, err := os.ReadFile(credFile)
if err != nil {
return "", err
}
var creds struct {
ClientEmail string `json:"client_email"`
PrivateKey string `json:"private_key"`
}
if err := json.Unmarshal(data, &creds); err != nil {
return "", err
}
return "", fmt.Errorf("service account credentials file found but JWT signing is not implemented; set GOOGLE_ACCESS_TOKEN instead")
}
tokenSrc := os.Getenv("GOOGLE_ACCESS_TOKEN")
if tokenSrc != "" {
return tokenSrc, nil
}
return "", fmt.Errorf("no credentials found for Vertex AI")
}
func (p *VertexProvider) Complete(ctx context.Context, messages []Message, opts ...CompletionOptions) (string, error) {
location := p.config.Location
if location == "" {
location = "us-central1"
}
url := fmt.Sprintf("https://%s-aiplatform.googleapis.com/v1/projects/%s/locations/%s/publishers/google/models/%s:generateContent",
location, p.config.ProjectID, location, p.config.Model)
token, err := p.getAccessToken(ctx)
if err != nil {
return "", err
}
var system string
var contents []map[string]interface{}
for _, m := range messages {
if m.Role == "system" {
system = m.Content
} else {
role := "user"
if m.Role == "assistant" {
role = "model"
}
contents = append(contents, map[string]interface{}{
"role": role,
"parts": []map[string]string{
{"text": m.Content},
},
})
}
}
body := map[string]interface{}{
"contents": contents,
}
if system != "" {
body["systemInstruction"] = map[string]interface{}{
"parts": []map[string]string{
{"text": system},
},
}
}
if p.config.MaxTokens > 0 {
body["maxOutputTokens"] = p.config.MaxTokens
}
if p.config.Temperature > 0 {
body["temperature"] = p.config.Temperature
}
jsonBody, _ := json.Marshal(body)
req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewReader(jsonBody))
if err != nil {
return "", err
}
req.Header.Set("Authorization", "Bearer "+token)
req.Header.Set("Content-Type", "application/json")
resp, err := p.client.Do(req)
if err != nil {
return "", err
}
defer resp.Body.Close()
respBody, err := io.ReadAll(resp.Body)
if err != nil {
return "", fmt.Errorf("read response body: %w", err)
}
if resp.StatusCode != http.StatusOK {
return "", fmt.Errorf("Vertex AI error (%d): %s", resp.StatusCode, string(respBody))
}
var response struct {
Candidates []struct {
Content struct {
Parts []struct {
Text string `json:"text"`
} `json:"parts"`
} `json:"content"`
} `json:"candidates"`
}
if err := json.Unmarshal(respBody, &response); err != nil {
return "", fmt.Errorf("parse response: %w", err)
}
if len(response.Candidates) == 0 {
return "", fmt.Errorf("no response candidates")
}
texts := []string{}
for _, part := range response.Candidates[0].Content.Parts {
texts = append(texts, part.Text)
}
return strings.Join(texts, ""), nil
}
// CompleteStream implements TokenStreamer for Vertex AI using the streamGenerateContent SSE endpoint.
func (p *VertexProvider) CompleteStream(ctx context.Context, messages []Message, opt CompletionOptions, onToken func(string)) (string, error) {
location := p.config.Location
if location == "" {
location = "us-central1"
}
streamURL := fmt.Sprintf("https://%s-aiplatform.googleapis.com/v1/projects/%s/locations/%s/publishers/google/models/%s:streamGenerateContent",
location, p.config.ProjectID, location, p.config.Model)
accessToken, err := p.getAccessToken(ctx)
if err != nil {
return "", err
}
var system string
var contents []map[string]interface{}
for _, m := range messages {
if m.Role == "system" {
system = m.Content
} else {
role := "user"
if m.Role == "assistant" {
role = "model"
}
contents = append(contents, map[string]interface{}{
"role": role,
"parts": []map[string]string{{"text": m.Content}},
})
}
}
body := map[string]interface{}{"contents": contents}
if system != "" {
body["systemInstruction"] = map[string]interface{}{
"parts": []map[string]string{{"text": system}},
}
}
if opt.MaxTokens > 0 {
body["maxOutputTokens"] = opt.MaxTokens
}
if opt.Temperature > 0 {
body["temperature"] = opt.Temperature
}
jsonBody, _ := json.Marshal(body)
var full strings.Builder
sseClient := NewSSEClient()
err = sseClient.Stream(ctx, streamURL, map[string]string{"Authorization": "Bearer " + accessToken}, jsonBody, func(e SSEEvent) {
if tok, ok := ParseGeminiSSE(e.Data); ok && tok != "" {
full.WriteString(tok)
if onToken != nil {
onToken(tok)
}
}
})
if err != nil {
return "", fmt.Errorf("vertex stream: %w", err)
}
result := full.String()
if result == "" {
return "", fmt.Errorf("empty streaming response from vertex")
}
return result, nil
}
func (p *VertexProvider) Stream(ctx context.Context, config StreamConfig, messages []Message, onEvent func(StreamEvent)) (Message, error) {
location := p.config.Location
if location == "" {
location = "us-central1"
}
url := fmt.Sprintf("https://%s-aiplatform.googleapis.com/v1/projects/%s/locations/%s/publishers/google/models/%s:streamGenerateContent",
location, p.config.ProjectID, location, p.config.Model)
token, err := p.getAccessToken(ctx)
if err != nil {
return Message{}, err
}
var contents []map[string]interface{}
for _, m := range messages {
role := "user"
if m.Role == "assistant" {
role = "model"
}
contents = append(contents, map[string]interface{}{
"role": role,
"parts": []map[string]string{
{"text": m.Content},
},
})
}
body := map[string]interface{}{
"contents": contents,
}
if config.MaxTokens > 0 {
body["maxOutputTokens"] = config.MaxTokens
}
if config.Temperature > 0 {
body["temperature"] = config.Temperature
}
jsonBody, _ := json.Marshal(body)
req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewReader(jsonBody))
if err != nil {
return Message{}, err
}
req.Header.Set("Authorization", "Bearer "+token)
req.Header.Set("Content-Type", "application/json")
resp, err := p.client.Do(req)
if err != nil {
return Message{}, err
}
defer resp.Body.Close()
var content strings.Builder
decoder := NewSSEDecoder(resp.Body)
for {
event, err := decoder.Decode()
if err == io.EOF {
break
}
if err != nil {
break
}
if event.Type == "content" {
content.WriteString(event.Content)
onEvent(event)
}
}
return Message{
Role: "assistant",
Content: content.String(),
}, nil
}