mirror of
https://github.com/infiniflow/ragflow.git
synced 2026-07-01 16:25:44 +08:00
723 lines
19 KiB
Go
723 lines
19 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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"context"
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"encoding/hex"
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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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// MinimaxModel implements ModelDriver for Minimax
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type MinimaxModel struct {
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baseModel BaseModel
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}
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// NewMinimaxModel creates a new Minimax model instance
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func NewMinimaxModel(baseURL map[string]string, urlSuffix URLSuffix) *MinimaxModel {
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return &MinimaxModel{
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baseModel: BaseModel{
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BaseURL: baseURL,
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URLSuffix: urlSuffix,
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httpClient: &http.Client{
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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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}
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func (m *MinimaxModel) NewInstance(baseURL map[string]string) ModelDriver {
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return NewMinimaxModel(baseURL, m.baseModel.URLSuffix)
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}
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func (m *MinimaxModel) Name() string {
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return "minimax"
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}
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// ChatWithMessages sends multiple messages with roles and returns response
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func (m *MinimaxModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
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if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
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return nil, err
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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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resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return nil, err
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}
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url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.URLSuffix.Chat)
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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.Temperature != nil {
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reqBody["temperature"] = *chatModelConfig.Temperature
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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.Stream != nil {
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reqBody["stream"] = *chatModelConfig.Stream
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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.DoSample != nil {
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reqBody["do_sample"] = *chatModelConfig.DoSample
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}
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if chatModelConfig != nil && chatModelConfig.Thinking != nil {
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if *chatModelConfig.Thinking {
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reqBody["thinking"] = map[string]interface{}{
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"type": "adaptive",
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}
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reqBody["reasoning_split"] = true
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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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ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout)
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defer cancel()
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req, err := http.NewRequestWithContext(ctx, "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.Add("Content-Type", "application/json")
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req.Header.Add("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := m.baseModel.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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if resp.StatusCode != http.StatusOK {
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return nil, fmt.Errorf("failed to send request: %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 unmarshal response: %w", err)
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}
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choices, ok := result["choices"].([]interface{})
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if !ok {
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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("no choices in response")
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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("no message in response")
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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("no message in response")
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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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return nil, fmt.Errorf("invalid content format")
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}
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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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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 (m *MinimaxModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error {
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if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
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return err
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}
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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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resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return err
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}
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url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.URLSuffix.Chat)
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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 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.TopP != nil {
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reqBody["top_p"] = *modelConfig.TopP
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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.Stop != nil {
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reqBody["stop"] = *modelConfig.Stop
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}
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if modelConfig != nil && modelConfig.Thinking != nil {
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if *modelConfig.Thinking {
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reqBody["thinking"] = map[string]interface{}{
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"type": "adaptive",
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}
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reqBody["reasoning_split"] = true
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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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ctx, cancel := context.WithTimeout(context.Background(), streamCallTimeout)
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defer cancel()
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req, err := http.NewRequestWithContext(ctx, "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 := m.baseModel.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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scanner.Buffer(make([]byte, 64*1024), 1024*1024)
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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 start 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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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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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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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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// Embed embeds a list of texts into embeddings
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func (m *MinimaxModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) {
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return nil, fmt.Errorf("not implemented")
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}
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func (m *MinimaxModel) ListModels(apiConfig *APIConfig) ([]string, error) {
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if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
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return nil, err
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}
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resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return nil, err
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}
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url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.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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ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout)
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defer cancel()
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req, err := http.NewRequestWithContext(ctx, "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 := m.baseModel.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 requestssss failed with status %d: %s : %s", resp.StatusCode, string(body), url)
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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"] to []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 (m *MinimaxModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
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return nil, fmt.Errorf("%s, no such method", m.Name())
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}
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func (m *MinimaxModel) CheckConnection(apiConfig *APIConfig) error {
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if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
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return err
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}
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resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return err
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}
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url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.URLSuffix.Files)
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ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout)
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defer cancel()
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req, err := http.NewRequestWithContext(ctx, "GET", url, nil)
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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 := m.baseModel.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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body, err := io.ReadAll(resp.Body)
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if err != nil {
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return 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 fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
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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 documents
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func (m *MinimaxModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) {
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return nil, fmt.Errorf("%s, Rerank not implemented", m.Name())
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}
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// TranscribeAudio transcribe audio
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func (m *MinimaxModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) {
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return nil, fmt.Errorf("%s, no such method", m.Name())
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}
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func (m *MinimaxModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error {
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return fmt.Errorf("%s, no such method", m.Name())
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}
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// AudioSpeech convert text to audio
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func (m *MinimaxModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) {
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if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
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return nil, err
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}
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if audioContent == nil || *audioContent == "" {
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return nil, fmt.Errorf("text content is empty")
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}
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resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return nil, err
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}
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url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.URLSuffix.TTS)
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reqBody := map[string]interface{}{
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"model": modelName,
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"text": audioContent,
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}
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if ttsConfig != nil && ttsConfig.Params != nil {
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for key, value := range ttsConfig.Params {
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reqBody[key] = value
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}
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}
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if ttsConfig != nil && ttsConfig.Format != "" {
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reqBody["audio_setting"] = map[string]interface{}{
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"format": ttsConfig.Format,
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}
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}
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reqBody["stream"] = false
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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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|
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ctx, cancel := context.WithTimeout(context.Background(), longOpCallTimeout)
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defer cancel()
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|
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req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData))
|
|
if err != nil {
|
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return nil, fmt.Errorf("failed to create request: %w", err)
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}
|
|
|
|
req.Header.Set("Content-Type", "application/json")
|
|
req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", strings.TrimSpace(*apiConfig.ApiKey)))
|
|
|
|
resp, err := m.baseModel.httpClient.Do(req)
|
|
if err != nil {
|
|
return nil, fmt.Errorf("failed to send request: %w", err)
|
|
}
|
|
defer resp.Body.Close()
|
|
|
|
body, err := io.ReadAll(resp.Body)
|
|
if err != nil {
|
|
return nil, fmt.Errorf("failed to read response body: %w", err)
|
|
}
|
|
|
|
if resp.StatusCode != http.StatusOK {
|
|
return nil, fmt.Errorf("MiniMax TTS API error: status %d, body: %s", resp.StatusCode, string(body))
|
|
}
|
|
|
|
var result struct {
|
|
BaseResp struct {
|
|
StatusCode int `json:"status_code"`
|
|
StatusMsg string `json:"status_msg"`
|
|
} `json:"base_resp"`
|
|
Data struct {
|
|
Audio string `json:"audio"` // HEX
|
|
} `json:"data"`
|
|
}
|
|
|
|
if err := json.Unmarshal(body, &result); err != nil {
|
|
return nil, fmt.Errorf("failed to parse response: %w", err)
|
|
}
|
|
|
|
if result.BaseResp.StatusCode != 0 {
|
|
return nil, fmt.Errorf("MiniMax TTS returned error: %d - %s", result.BaseResp.StatusCode, result.BaseResp.StatusMsg)
|
|
}
|
|
|
|
// format HEX
|
|
audioBytes, err := hex.DecodeString(result.Data.Audio)
|
|
if err != nil {
|
|
return nil, fmt.Errorf("failed to decode MiniMax hex audio: %w", err)
|
|
}
|
|
|
|
return &TTSResponse{
|
|
Audio: audioBytes,
|
|
}, nil
|
|
}
|
|
|
|
func (m *MinimaxModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error {
|
|
if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
|
|
return err
|
|
}
|
|
if audioContent == nil || *audioContent == "" {
|
|
return fmt.Errorf("text content is empty")
|
|
}
|
|
|
|
resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
|
|
if err != nil {
|
|
return err
|
|
}
|
|
baseURL := strings.TrimSuffix(resolvedBaseURL, "/")
|
|
if baseURL == "" {
|
|
baseURL = strings.TrimSuffix(resolvedBaseURL, "/")
|
|
}
|
|
suffix := strings.TrimPrefix(m.baseModel.URLSuffix.TTS, "/")
|
|
if suffix == "" {
|
|
suffix = "v1/t2a_v2"
|
|
}
|
|
url := fmt.Sprintf("%s/%s", baseURL, suffix)
|
|
|
|
reqBody := map[string]interface{}{
|
|
"model": modelName,
|
|
"text": audioContent,
|
|
}
|
|
if ttsConfig != nil && ttsConfig.Params != nil {
|
|
for key, value := range ttsConfig.Params {
|
|
reqBody[key] = value
|
|
}
|
|
}
|
|
reqBody["stream"] = false
|
|
|
|
if ttsConfig != nil && ttsConfig.Format != "" {
|
|
reqBody["audio_setting"] = map[string]interface{}{
|
|
"format": ttsConfig.Format,
|
|
}
|
|
}
|
|
|
|
reqBody["stream"] = true
|
|
|
|
jsonData, err := json.Marshal(reqBody)
|
|
if err != nil {
|
|
return fmt.Errorf("failed to marshal request: %w", err)
|
|
}
|
|
|
|
ctx, cancel := context.WithTimeout(context.Background(), streamCallTimeout)
|
|
defer cancel()
|
|
|
|
req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData))
|
|
if err != nil {
|
|
return fmt.Errorf("failed to create request: %w", err)
|
|
}
|
|
|
|
req.Header.Set("Content-Type", "application/json")
|
|
req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", strings.TrimSpace(*apiConfig.ApiKey)))
|
|
|
|
resp, err := m.baseModel.httpClient.Do(req)
|
|
if err != nil {
|
|
return fmt.Errorf("failed to send request: %w", err)
|
|
}
|
|
defer resp.Body.Close()
|
|
|
|
if resp.StatusCode != http.StatusOK {
|
|
body, _ := io.ReadAll(resp.Body)
|
|
return fmt.Errorf("MiniMax stream TTS API error: %d, body: %s", resp.StatusCode, string(body))
|
|
}
|
|
|
|
scanner := bufio.NewScanner(resp.Body)
|
|
scanner.Buffer(make([]byte, 64*1024), 2*1024*1024)
|
|
|
|
for scanner.Scan() {
|
|
line := scanner.Text()
|
|
|
|
if !strings.HasPrefix(line, "data:") {
|
|
continue
|
|
}
|
|
|
|
dataStr := strings.TrimSpace(line[5:])
|
|
if dataStr == "" {
|
|
continue
|
|
}
|
|
|
|
var event struct {
|
|
Data struct {
|
|
Audio string `json:"audio"`
|
|
Status int `json:"status"`
|
|
} `json:"data"`
|
|
}
|
|
|
|
if err := json.Unmarshal([]byte(dataStr), &event); err != nil {
|
|
continue
|
|
}
|
|
|
|
if event.Data.Audio != "" {
|
|
audioBytes, err := hex.DecodeString(event.Data.Audio)
|
|
if err == nil && len(audioBytes) > 0 {
|
|
chunk := string(audioBytes)
|
|
if errSend := sender(&chunk, nil); errSend != nil {
|
|
return errSend
|
|
}
|
|
}
|
|
}
|
|
|
|
if event.Data.Status == 2 {
|
|
break
|
|
}
|
|
}
|
|
|
|
if err := scanner.Err(); err != nil {
|
|
return fmt.Errorf("error reading minimax stream: %w", err)
|
|
}
|
|
|
|
return nil
|
|
}
|
|
|
|
// OCRFile OCR file
|
|
func (m *MinimaxModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) {
|
|
return nil, fmt.Errorf("%s, no such method", m.Name())
|
|
}
|
|
|
|
// ParseFile parse file
|
|
func (m *MinimaxModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) {
|
|
return nil, fmt.Errorf("%s, no such method", m.Name())
|
|
}
|
|
|
|
func (m *MinimaxModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) {
|
|
return nil, fmt.Errorf("%s, no such method", m.Name())
|
|
}
|
|
|
|
func (m *MinimaxModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) {
|
|
return nil, fmt.Errorf("%s, no such method", m.Name())
|
|
}
|