mirror of
https://github.com/infiniflow/ragflow.git
synced 2026-05-31 04:56:00 +08:00
### What problem does this PR solve? Support stream for multimodal chat ### Type of change - [x] Refactoring
613 lines
16 KiB
Go
613 lines
16 KiB
Go
//
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// Copyright 2026 The InfiniFlow Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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//
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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/logger"
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"strings"
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"time"
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)
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// SiliconflowModel implements ModelDriver for Siliconflow
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type SiliconflowModel struct {
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BaseURL map[string]string
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URLSuffix URLSuffix
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httpClient *http.Client // Reusable HTTP client with connection pool
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}
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// NewSiliconflowModel creates a new Siliconflow model instance
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func NewSiliconflowModel(baseURL map[string]string, urlSuffix URLSuffix) *SiliconflowModel {
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return &SiliconflowModel{
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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 (z *SiliconflowModel) NewInstance(baseURL map[string]string) ModelDriver {
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return nil
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}
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func (z *SiliconflowModel) Name() string {
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return "siliconflow"
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}
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// SiliconflowRerankRequest represents SILICONFLOW rerank request
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type SiliconflowRerankRequest struct {
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Model string `json:"model"`
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Query string `json:"query"`
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Documents []string `json:"documents"`
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TopN int `json:"top_n"`
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ReturnDocuments bool `json:"return_documents"`
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MaxChunksPerDoc int `json:"max_chunks_per_doc"`
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OverlapTokens int `json:"overlap_tokens"`
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}
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// SiliconflowRerankResponse represents SILICONFLOW rerank response
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type SiliconflowRerankResponse struct {
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Results []struct {
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Index int `json:"index"`
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RelevanceScore float64 `json:"relevance_score"`
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} `json:"results"`
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}
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// ChatWithMessages sends multiple messages with roles and returns response
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func (z *SiliconflowModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
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if apiConfig == nil || apiConfig.ApiKey == nil || *apiConfig.ApiKey == "" {
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return nil, fmt.Errorf("api key is nil or empty")
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}
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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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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", z.BaseURL[region], z.URLSuffix.Chat)
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// Convert messages to the format expected by API
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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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}
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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 := z.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", 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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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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var reasonContent string
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if chatModelConfig != nil && chatModelConfig.Thinking != nil && *chatModelConfig.Thinking {
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reasonContent, ok = messageMap["reasoning_content"].(string)
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if !ok {
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// If reasoning_content not in response, try parsing from content tags
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reasoning, answer := GetThinkingAndAnswer(chatModelConfig.ModelClass, &content)
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if reasoning != nil {
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reasonContent = *reasoning
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content = *answer
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}
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} else {
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// if first char of reasonContent is \n remove the '\n'
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if reasonContent != "" && reasonContent[0] == '\n' {
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reasonContent = reasonContent[1:]
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}
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}
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}
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chatResponse := &ChatResponse{
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Answer: &content,
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ReasonContent: &reasonContent,
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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 (z *SiliconflowModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *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/chat/completions", z.BaseURL[region])
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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 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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"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.DoSample != nil {
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reqBody["do_sample"] = *chatModelConfig.DoSample
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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 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 := z.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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logger.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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// Encode encodes a list of texts into embeddings
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func (s *SiliconflowModel) Encode(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([][]float64, error) {
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if len(texts) == 0 {
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return [][]float64{}, nil
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}
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var region = "default"
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if apiConfig != nil && apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", strings.TrimSuffix(s.BaseURL[region], "/"), s.URLSuffix.Embedding)
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apiKey := ""
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if apiConfig != nil && apiConfig.ApiKey != nil {
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apiKey = *apiConfig.ApiKey
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}
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embeddings := make([][]float64, len(texts))
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for i, text := range texts {
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reqBody := map[string]interface{}{
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"model": modelName,
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"input": text,
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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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if apiKey != "" {
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req.Header.Set("Authorization", "Bearer "+apiKey)
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}
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resp, err := s.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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body, err := io.ReadAll(resp.Body)
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resp.Body.Close()
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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("SILICONFLOW API error: %s, body: %s", resp.Status, 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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data, ok := result["data"].([]interface{})
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if !ok || len(data) == 0 {
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return nil, fmt.Errorf("no data in response")
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}
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firstData, ok := data[0].(map[string]interface{})
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if !ok {
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return nil, fmt.Errorf("invalid data format")
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}
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embeddingSlice, ok := firstData["embedding"].([]interface{})
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if !ok {
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return nil, fmt.Errorf("invalid embedding format")
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}
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embedding := make([]float64, len(embeddingSlice))
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for j, v := range embeddingSlice {
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switch val := v.(type) {
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case float64:
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embedding[j] = val
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case float32:
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embedding[j] = float64(val)
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default:
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return nil, fmt.Errorf("unexpected embedding value type")
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}
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}
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embeddings[i] = embedding
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}
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return embeddings, nil
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}
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func (z *SiliconflowModel) 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", z.BaseURL[region], z.URLSuffix.Models)
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// Build request body
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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 := z.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", resp.StatusCode, string(body))
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}
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// Parse response
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var modelList DSModelList
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if err = json.Unmarshal(body, &modelList); err != nil {
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return nil, fmt.Errorf("failed to parse response: %w", err)
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}
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var models []string
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for _, model := range modelList.Models {
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modelName := model.ID
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if model.OwnedBy != "" {
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modelName = model.ID + "@" + model.OwnedBy
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}
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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 (z *SiliconflowModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
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return nil, fmt.Errorf("%s, no such method", z.Name())
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}
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func (z *SiliconflowModel) CheckConnection(apiConfig *APIConfig) error {
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_, err := z.ListModels(apiConfig)
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if err != nil {
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return err
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}
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return nil
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}
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// Rerank calculates similarity scores between query and texts
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func (s *SiliconflowModel) Rerank(modelName *string, query string, texts []string, apiConfig *APIConfig) ([]float64, error) {
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if len(texts) == 0 {
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return []float64{}, nil
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}
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var region = "default"
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if apiConfig != nil && apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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apiKey := ""
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if apiConfig != nil && apiConfig.ApiKey != nil {
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apiKey = *apiConfig.ApiKey
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}
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reqBody := SiliconflowRerankRequest{
|
|
Model: *modelName,
|
|
Query: query,
|
|
Documents: texts,
|
|
TopN: len(texts),
|
|
ReturnDocuments: false,
|
|
MaxChunksPerDoc: 1024,
|
|
OverlapTokens: 80,
|
|
}
|
|
|
|
jsonData, err := json.Marshal(reqBody)
|
|
if err != nil {
|
|
return nil, fmt.Errorf("failed to marshal request: %w", err)
|
|
}
|
|
|
|
url := fmt.Sprintf("%s/%s", strings.TrimSuffix(s.BaseURL[region], "/"), s.URLSuffix.Rerank)
|
|
|
|
req, err := http.NewRequest("POST", url, strings.NewReader(string(jsonData)))
|
|
if err != nil {
|
|
return nil, fmt.Errorf("failed to create request: %w", err)
|
|
}
|
|
|
|
req.Header.Set("Content-Type", "application/json")
|
|
if apiKey != "" {
|
|
req.Header.Set("Authorization", "Bearer "+apiKey)
|
|
}
|
|
|
|
resp, err := s.httpClient.Do(req)
|
|
if err != nil {
|
|
return nil, fmt.Errorf("failed to send request: %w", err)
|
|
}
|
|
defer resp.Body.Close()
|
|
|
|
if resp.StatusCode != http.StatusOK {
|
|
body, _ := io.ReadAll(resp.Body)
|
|
return nil, fmt.Errorf("SiliconFlow Rerank API error: %s, body: %s", resp.Status, string(body))
|
|
}
|
|
|
|
body, _ := io.ReadAll(resp.Body)
|
|
|
|
var rerankResp SiliconflowRerankResponse
|
|
if err := json.Unmarshal(body, &rerankResp); err != nil {
|
|
return nil, fmt.Errorf("failed to decode response: %w", err)
|
|
}
|
|
|
|
scores := make([]float64, len(texts))
|
|
for _, result := range rerankResp.Results {
|
|
if result.Index >= 0 && result.Index < len(texts) {
|
|
scores[result.Index] = result.RelevanceScore
|
|
}
|
|
}
|
|
|
|
return scores, nil
|
|
}
|