mirror of
https://github.com/infiniflow/ragflow.git
synced 2026-07-02 08:45:42 +08:00
Go: implement provider: lm-studio (#14586)
### What problem does this PR solve? implement `lm-studio` provider ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring
This commit is contained in:
8
conf/models/lmstudio.json
Normal file
8
conf/models/lmstudio.json
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@@ -0,0 +1,8 @@
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{
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"name": "lmstudio",
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"url_suffix": {
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"chat": "chat/completions",
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"models": "models"
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},
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"class": "local"
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}
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@@ -55,6 +55,8 @@ func (f *ModelFactory) CreateModelDriver(providerName string, baseURL map[string
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return NewVllmModel(baseURL, urlSuffix), nil
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case "xai":
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return NewXAIModel(baseURL, urlSuffix), nil
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case "lmstudio":
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return NewLmStudioModel(baseURL, urlSuffix), nil
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default:
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return NewDummyModel(baseURL, urlSuffix), nil
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}
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425
internal/entity/models/lmstudio.go
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425
internal/entity/models/lmstudio.go
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@@ -0,0 +1,425 @@
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package models
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import (
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"bufio"
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"bytes"
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"encoding/json"
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"fmt"
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"io"
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"net/http"
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"ragflow/internal/common"
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"strings"
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"time"
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)
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// LmStudioModel implements ModelDriver for lm-studio
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type LmStudioModel struct {
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BaseURL map[string]string
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URLSuffix URLSuffix
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httpClient *http.Client
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}
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// NewLmStudioModel
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func NewLmStudioModel(baseURL map[string]string, urlSuffix URLSuffix) *LmStudioModel {
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return &LmStudioModel{
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BaseURL: baseURL,
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URLSuffix: urlSuffix,
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httpClient: &http.Client{
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Timeout: 120 * time.Second,
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Transport: &http.Transport{
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MaxIdleConns: 100,
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MaxIdleConnsPerHost: 10,
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IdleConnTimeout: 90 * time.Second,
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DisableCompression: false,
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},
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},
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}
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}
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func (l *LmStudioModel) NewInstance(baseURL map[string]string) ModelDriver {
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return &LmStudioModel{
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BaseURL: baseURL,
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URLSuffix: l.URLSuffix,
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httpClient: &http.Client{
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Timeout: 120 * time.Second,
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Transport: &http.Transport{
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MaxIdleConns: 100,
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MaxIdleConnsPerHost: 10,
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IdleConnTimeout: 90 * time.Second,
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DisableCompression: false,
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},
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},
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}
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}
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func (l *LmStudioModel) Name() string {
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return "lmstudio"
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}
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// ChatWithMessages sends multiple messages with roles and returns response
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func (l *LmStudioModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
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if len(messages) == 0 {
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return nil, fmt.Errorf("messages is empty")
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}
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var region = "default"
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if apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", l.BaseURL[region], l.URLSuffix.Chat)
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// For qwen/glm models, use async chat endpoint
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modelType := strings.Split(modelName, "-")[0]
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if modelType == "qwen" || modelType == "glm" {
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url = fmt.Sprintf("%s/%s", l.BaseURL[region], l.URLSuffix.AsyncChat)
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}
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// Convert messages to API format
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apiMessages := make([]map[string]interface{}, len(messages))
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for i, msg := range messages {
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apiMessages[i] = map[string]interface{}{
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"role": msg.Role,
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"content": msg.Content,
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}
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}
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// Build request body
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reqBody := map[string]interface{}{
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"model": modelName,
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"messages": apiMessages,
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"stream": false,
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"temperature": 1,
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}
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if chatModelConfig != nil {
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if chatModelConfig.Stream != nil {
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reqBody["stream"] = *chatModelConfig.Stream
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}
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if chatModelConfig.MaxTokens != nil {
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reqBody["max_tokens"] = *chatModelConfig.MaxTokens
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}
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if chatModelConfig.Temperature != nil {
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reqBody["temperature"] = *chatModelConfig.Temperature
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}
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if chatModelConfig.TopP != nil {
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reqBody["top_p"] = *chatModelConfig.TopP
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}
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if chatModelConfig.Stop != nil {
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reqBody["stop"] = *chatModelConfig.Stop
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}
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if chatModelConfig.Thinking != nil {
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if *chatModelConfig.Thinking {
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reqBody["thinking"] = map[string]interface{}{
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"type": "enabled",
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}
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} else {
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reqBody["thinking"] = map[string]interface{}{
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"type": "disabled",
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}
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}
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}
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}
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jsonData, err := json.Marshal(reqBody)
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if err != nil {
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return nil, fmt.Errorf("failed to marshal request: %w", err)
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}
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req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
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if err != nil {
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return nil, fmt.Errorf("failed to create request: %w", err)
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}
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := l.httpClient.Do(req)
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if err != nil {
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return nil, fmt.Errorf("failed to send request: %w", err)
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}
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defer resp.Body.Close()
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body, err := io.ReadAll(resp.Body)
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if err != nil {
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return nil, fmt.Errorf("failed to read response: %w", err)
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}
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if resp.StatusCode != http.StatusOK {
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return nil, fmt.Errorf("API request failed with status %d: %s :%s", resp.StatusCode, string(body), messages[0].Content)
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}
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// Parse response
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var result map[string]interface{}
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if err = json.Unmarshal(body, &result); err != nil {
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return nil, fmt.Errorf("failed to parse response: %w", err)
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}
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choices, ok := result["choices"].([]interface{})
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if !ok || len(choices) == 0 {
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return nil, fmt.Errorf("no choices in response")
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}
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firstChoice, ok := choices[0].(map[string]interface{})
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if !ok {
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return nil, fmt.Errorf("invalid choice format")
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}
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messageMap, ok := firstChoice["message"].(map[string]interface{})
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if !ok {
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return nil, fmt.Errorf("invalid message format")
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}
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content, ok := messageMap["content"].(string)
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if !ok {
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return nil, fmt.Errorf("invalid content format")
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}
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thinking, answer := GetThinkingAndAnswer(chatModelConfig.ModelClass, &content)
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chatResponse := &ChatResponse{
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Answer: answer,
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ReasonContent: thinking,
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}
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return chatResponse, nil
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}
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// ChatStreamlyWithSender sends messages and streams response via sender function (best performance, no channel)
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func (l *LmStudioModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error {
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if len(messages) == 0 {
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return fmt.Errorf("messages is empty")
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}
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var region = "default"
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if apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", l.BaseURL[region], l.URLSuffix.Chat)
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modelType := strings.Split(modelName, "-")[0]
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if modelType == "qwen" || modelType == "glm" {
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url = fmt.Sprintf("%s/%s", l.BaseURL[region], l.URLSuffix.AsyncChat)
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}
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// Convert messages to API format (supporting multimodal content)
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apiMessages := make([]map[string]interface{}, len(messages))
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for i, msg := range messages {
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apiMessages[i] = map[string]interface{}{
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"role": msg.Role,
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"content": msg.Content,
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}
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}
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// Build request body with streaming enabled
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reqBody := map[string]interface{}{
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"model": modelName,
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"messages": apiMessages,
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"stream": true,
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}
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if modelConfig.Stream != nil {
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reqBody["stream"] = *modelConfig.Stream
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}
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if modelConfig.MaxTokens != nil {
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reqBody["max_tokens"] = *modelConfig.MaxTokens
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}
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if modelConfig.Temperature != nil {
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reqBody["temperature"] = *modelConfig.Temperature
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}
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if modelConfig.DoSample != nil {
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reqBody["do_sample"] = *modelConfig.DoSample
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}
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if modelConfig.TopP != nil {
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reqBody["top_p"] = *modelConfig.TopP
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}
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if modelConfig.Stop != nil {
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reqBody["stop"] = *modelConfig.Stop
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}
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if modelConfig.Thinking != nil {
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if *modelConfig.Thinking {
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reqBody["thinking"] = map[string]interface{}{
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"type": "enabled",
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}
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} else {
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reqBody["thinking"] = map[string]interface{}{
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"type": "disabled",
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}
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}
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}
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jsonData, err := json.Marshal(reqBody)
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if err != nil {
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return fmt.Errorf("failed to marshal request: %w", err)
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}
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req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
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if err != nil {
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return fmt.Errorf("failed to create request: %w", err)
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}
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := l.httpClient.Do(req)
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if err != nil {
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return fmt.Errorf("failed to send request: %w", err)
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}
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defer resp.Body.Close()
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if resp.StatusCode != http.StatusOK {
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body, _ := io.ReadAll(resp.Body)
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return fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
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}
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// SSE parsing: read line by line
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scanner := bufio.NewScanner(resp.Body)
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for scanner.Scan() {
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line := scanner.Text()
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common.Info(line)
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// SSE data line starts with "data:"
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if !strings.HasPrefix(line, "data:") {
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continue
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}
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// Extract JSON after "data:"
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data := strings.TrimSpace(line[5:])
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// [DONE] marks the end of stream
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if data == "[DONE]" {
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break
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}
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// Parse the JSON event
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var event map[string]interface{}
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if err = json.Unmarshal([]byte(data), &event); err != nil {
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continue
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}
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choices, ok := event["choices"].([]interface{})
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if !ok || len(choices) == 0 {
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continue
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}
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firstChoice, ok := choices[0].(map[string]interface{})
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if !ok {
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continue
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}
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delta, ok := firstChoice["delta"].(map[string]interface{})
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if !ok {
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continue
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}
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reasoningContent, ok := delta["reasoning_content"].(string)
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if ok && reasoningContent != "" {
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if err := sender(nil, &reasoningContent); err != nil {
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return err
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}
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}
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content, ok := delta["content"].(string)
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if ok && content != "" {
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if err := sender(&content, nil); err != nil {
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return err
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}
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}
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finishReason, ok := firstChoice["finish_reason"].(string)
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if ok && finishReason != "" {
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break
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}
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}
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// Send [DONE] marker for OpenAI compatibility
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endOfStream := "[DONE]"
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if err = sender(&endOfStream, nil); err != nil {
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return err
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}
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return scanner.Err()
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}
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func (l *LmStudioModel) Encode(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([][]float64, error) {
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return nil, fmt.Errorf("no such method")
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}
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func (l *LmStudioModel) Rerank(modelName *string, query string, texts []string, apiConfig *APIConfig) ([]float64, error) {
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return nil, fmt.Errorf("no such method")
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}
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// ListModels list supported models
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func (l *LmStudioModel) ListModels(apiConfig *APIConfig) ([]string, error) {
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var region = "default"
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if apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", l.BaseURL[region], l.URLSuffix.Models)
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reqBody := map[string]interface{}{}
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jsonData, err := json.Marshal(reqBody)
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if err != nil {
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return nil, fmt.Errorf("failed to marshal request: %w", err)
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}
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req, err := http.NewRequest("GET", url, bytes.NewBuffer(jsonData))
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if err != nil {
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return nil, fmt.Errorf("failed to create request: %w", err)
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}
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := l.httpClient.Do(req)
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if err != nil {
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return nil, fmt.Errorf("failed to send request: %w", err)
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}
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defer resp.Body.Close()
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body, err := io.ReadAll(resp.Body)
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if err != nil {
|
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return nil, fmt.Errorf("failed to read response body: %w", err)
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}
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|
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if resp.StatusCode != http.StatusOK {
|
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return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
|
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}
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// Parse response
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var result map[string]interface{}
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if err = json.Unmarshal(body, &result); err != nil {
|
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return nil, fmt.Errorf("failed to parse response: %w", err)
|
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}
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// convert result["data"] 2 []map[string]interface{}
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models := make([]string, 0)
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for _, model := range result["data"].([]interface{}) {
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modelMap := model.(map[string]interface{})
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modelName := modelMap["id"].(string)
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models = append(models, modelName)
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}
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return models, nil
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}
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func (l *LmStudioModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
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return nil, fmt.Errorf("no such method")
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}
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func (l *LmStudioModel) CheckConnection(apiConfig *APIConfig) error {
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return fmt.Errorf("no such method")
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}
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@@ -36,7 +36,7 @@ func NewOllamaModel(baseURL map[string]string, urlSuffix URLSuffix) *OllamaModel
|
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}
|
||||
}
|
||||
|
||||
func (o OllamaModel) NewInstance(baseURL map[string]string) ModelDriver {
|
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func (o *OllamaModel) NewInstance(baseURL map[string]string) ModelDriver {
|
||||
return &OllamaModel{
|
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BaseURL: baseURL,
|
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URLSuffix: o.URLSuffix,
|
||||
@@ -52,11 +52,11 @@ func (o OllamaModel) NewInstance(baseURL map[string]string) ModelDriver {
|
||||
}
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||||
}
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||||
|
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func (o OllamaModel) Name() string {
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func (o *OllamaModel) Name() string {
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return "ollama"
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}
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|
||||
func (o OllamaModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
|
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func (o *OllamaModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
|
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if len(messages) == 0 {
|
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return nil, fmt.Errorf("message is nil")
|
||||
}
|
||||
@@ -189,7 +189,7 @@ func (o OllamaModel) ChatWithMessages(modelName string, messages []Message, apiC
|
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return chatResponse, nil
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}
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|
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func (o OllamaModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error {
|
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func (o *OllamaModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error {
|
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if len(messages) == 0 {
|
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return fmt.Errorf("messages is empty")
|
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}
|
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@@ -350,15 +350,15 @@ func (o OllamaModel) ChatStreamlyWithSender(modelName string, messages []Message
|
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return scanner.Err()
|
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}
|
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|
||||
func (o OllamaModel) Encode(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([][]float64, error) {
|
||||
func (o *OllamaModel) Encode(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([][]float64, error) {
|
||||
return nil, fmt.Errorf("no such method")
|
||||
}
|
||||
|
||||
func (o OllamaModel) Rerank(modelName *string, query string, texts []string, apiConfig *APIConfig) ([]float64, error) {
|
||||
func (o *OllamaModel) Rerank(modelName *string, query string, texts []string, apiConfig *APIConfig) ([]float64, error) {
|
||||
return nil, fmt.Errorf("no such method")
|
||||
}
|
||||
|
||||
func (o OllamaModel) ListModels(apiConfig *APIConfig) ([]string, error) {
|
||||
func (o *OllamaModel) ListModels(apiConfig *APIConfig) ([]string, error) {
|
||||
var region = "default"
|
||||
|
||||
if apiConfig.Region != nil {
|
||||
@@ -414,10 +414,10 @@ func (o OllamaModel) ListModels(apiConfig *APIConfig) ([]string, error) {
|
||||
return models, nil
|
||||
}
|
||||
|
||||
func (o OllamaModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
|
||||
func (o *OllamaModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
|
||||
return nil, fmt.Errorf("no such method")
|
||||
}
|
||||
|
||||
func (o OllamaModel) CheckConnection(apiConfig *APIConfig) error {
|
||||
func (o *OllamaModel) CheckConnection(apiConfig *APIConfig) error {
|
||||
return fmt.Errorf("no such method")
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user