Files
ragflow/internal/entity/models/minimax.go
Haruko386 baeb0c0431 Refactor[Go Model Provider]: refactor baseURL and modelConfig (#15627)
### What problem does this PR solve?

As Title

### Type of change

- [x] Refactoring
2026-06-04 17:50:22 +08:00

723 lines
19 KiB
Go

//
// Copyright 2026 The InfiniFlow Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
//
package models
import (
"bufio"
"bytes"
"context"
"encoding/hex"
"encoding/json"
"fmt"
"io"
"net/http"
"ragflow/internal/common"
"strings"
"time"
)
// MinimaxModel implements ModelDriver for Minimax
type MinimaxModel struct {
baseModel BaseModel
}
// NewMinimaxModel creates a new Minimax model instance
func NewMinimaxModel(baseURL map[string]string, urlSuffix URLSuffix) *MinimaxModel {
return &MinimaxModel{
baseModel: BaseModel{
BaseURL: baseURL,
URLSuffix: urlSuffix,
httpClient: &http.Client{
Transport: &http.Transport{
MaxIdleConns: 100,
MaxIdleConnsPerHost: 10,
IdleConnTimeout: 90 * time.Second,
DisableCompression: false,
},
},
},
}
}
func (m *MinimaxModel) NewInstance(baseURL map[string]string) ModelDriver {
return NewMinimaxModel(baseURL, m.baseModel.URLSuffix)
}
func (m *MinimaxModel) Name() string {
return "minimax"
}
// ChatWithMessages sends multiple messages with roles and returns response
func (m *MinimaxModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
return nil, err
}
if len(messages) == 0 {
return nil, fmt.Errorf("messages is empty")
}
resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
if err != nil {
return nil, err
}
url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.URLSuffix.Chat)
// Convert messages to API format
apiMessages := make([]map[string]interface{}, len(messages))
for i, msg := range messages {
apiMessages[i] = map[string]interface{}{
"role": msg.Role,
"content": msg.Content,
}
}
// Build request body
reqBody := map[string]interface{}{
"model": modelName,
"messages": apiMessages,
"stream": false,
"temperature": 1,
}
if chatModelConfig != nil {
if chatModelConfig.Temperature != nil {
reqBody["temperature"] = *chatModelConfig.Temperature
}
if chatModelConfig.MaxTokens != nil {
reqBody["max_tokens"] = *chatModelConfig.MaxTokens
}
if chatModelConfig.Stream != nil {
reqBody["stream"] = *chatModelConfig.Stream
}
if chatModelConfig.TopP != nil {
reqBody["top_p"] = *chatModelConfig.TopP
}
if chatModelConfig.DoSample != nil {
reqBody["do_sample"] = *chatModelConfig.DoSample
}
if chatModelConfig != nil && chatModelConfig.Thinking != nil {
if *chatModelConfig.Thinking {
reqBody["thinking"] = map[string]interface{}{
"type": "adaptive",
}
reqBody["reasoning_split"] = true
} else {
reqBody["thinking"] = map[string]interface{}{
"type": "disabled",
}
}
}
}
jsonData, err := json.Marshal(reqBody)
if err != nil {
return nil, fmt.Errorf("failed to marshal request: %w", err)
}
ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout)
defer cancel()
req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData))
if err != nil {
return nil, fmt.Errorf("failed to create request: %w", err)
}
req.Header.Add("Content-Type", "application/json")
req.Header.Add("Authorization", fmt.Sprintf("Bearer %s", *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("failed to send request: %d %s", resp.StatusCode, string(body))
}
// Parse response
var result map[string]interface{}
if err := json.Unmarshal(body, &result); err != nil {
return nil, fmt.Errorf("failed to unmarshal response: %w", err)
}
choices, ok := result["choices"].([]interface{})
if !ok {
return nil, fmt.Errorf("no choices in response")
}
firstChoice, ok := choices[0].(map[string]interface{})
if !ok {
return nil, fmt.Errorf("no choices in response")
}
messageMap, ok := firstChoice["message"].(map[string]interface{})
if !ok {
return nil, fmt.Errorf("no message in response")
}
content, ok := messageMap["content"].(string)
if !ok {
return nil, fmt.Errorf("no message in response")
}
var reasonContent string
if chatModelConfig != nil && chatModelConfig.Thinking != nil && *chatModelConfig.Thinking {
reasonContent, ok = messageMap["reasoning_content"].(string)
if !ok {
return nil, fmt.Errorf("invalid content format")
}
if reasonContent != "" && reasonContent[0] == '\n' {
reasonContent = reasonContent[1:]
}
}
chatResponse := &ChatResponse{
Answer: &content,
ReasonContent: &reasonContent,
}
return chatResponse, nil
}
// ChatStreamlyWithSender sends messages and streams response via sender function (best performance, no channel)
func (m *MinimaxModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error {
if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
return err
}
if len(messages) == 0 {
return fmt.Errorf("messages is empty")
}
resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
if err != nil {
return err
}
url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.URLSuffix.Chat)
// Convert messages to API format
apiMessages := make([]map[string]interface{}, len(messages))
for i, msg := range messages {
apiMessages[i] = map[string]interface{}{
"role": msg.Role,
"content": msg.Content,
}
}
// Build request body with streaming enabled
reqBody := map[string]interface{}{
"model": modelName,
"messages": apiMessages,
"stream": true,
"temperature": 1,
}
if modelConfig.Stream != nil {
reqBody["stream"] = *modelConfig.Stream
}
if modelConfig.MaxTokens != nil {
reqBody["max_tokens"] = *modelConfig.MaxTokens
}
if modelConfig.Temperature != nil {
reqBody["temperature"] = *modelConfig.Temperature
}
if modelConfig.TopP != nil {
reqBody["top_p"] = *modelConfig.TopP
}
if modelConfig.DoSample != nil {
reqBody["do_sample"] = *modelConfig.DoSample
}
if modelConfig.Stop != nil {
reqBody["stop"] = *modelConfig.Stop
}
if modelConfig != nil && modelConfig.Thinking != nil {
if *modelConfig.Thinking {
reqBody["thinking"] = map[string]interface{}{
"type": "adaptive",
}
reqBody["reasoning_split"] = true
} else {
reqBody["thinking"] = map[string]interface{}{
"type": "disabled",
}
}
}
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", *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("API request failed with status %d: %s", resp.StatusCode, string(body))
}
// SSE parsing: read line by line
scanner := bufio.NewScanner(resp.Body)
scanner.Buffer(make([]byte, 64*1024), 1024*1024)
for scanner.Scan() {
line := scanner.Text()
common.Info(line)
// SSE data line start with data:
if !strings.HasPrefix(line, "data:") {
continue
}
// Extract JSON after data:
data := strings.TrimSpace(line[5:])
// [DONE] marks the end of stream
if data == "[DONE]" {
break
}
// Parse the JSON event
var event map[string]interface{}
if err := json.Unmarshal([]byte(data), &event); err != nil {
continue
}
choices, ok := event["choices"].([]interface{})
if !ok || len(choices) == 0 {
continue
}
firstChoice, ok := choices[0].(map[string]interface{})
if !ok {
continue
}
delta, ok := firstChoice["delta"].(map[string]interface{})
if !ok {
continue
}
content, ok := delta["content"].(string)
if ok && content != "" {
if err := sender(&content, nil); err != nil {
return err
}
}
reasoningContent, ok := delta["reasoning_content"].(string)
if ok && reasoningContent != "" {
if err := sender(nil, &reasoningContent); err != nil {
return err
}
}
finishReason, ok := firstChoice["finish_reason"].(string)
if ok && finishReason != "" {
break
}
}
// Send [DONE] marker for OpenAI compatibility
endOfStream := "[DONE]"
if err = sender(&endOfStream, nil); err != nil {
return err
}
return scanner.Err()
}
// Embed embeds a list of texts into embeddings
func (m *MinimaxModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) {
return nil, fmt.Errorf("not implemented")
}
func (m *MinimaxModel) ListModels(apiConfig *APIConfig) ([]string, error) {
if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
return nil, err
}
resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
if err != nil {
return nil, err
}
url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.URLSuffix.Models)
// Build request body
reqBody := map[string]interface{}{}
jsonData, err := json.Marshal(reqBody)
if err != nil {
return nil, fmt.Errorf("failed to marshal request: %w", err)
}
ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout)
defer cancel()
req, err := http.NewRequestWithContext(ctx, "GET", url, bytes.NewBuffer(jsonData))
if err != nil {
return nil, fmt.Errorf("failed to create request: %w", err)
}
req.Header.Set("Content-Type", "application/json")
req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *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: %w", err)
}
if resp.StatusCode != http.StatusOK {
return nil, fmt.Errorf("API requestssss failed with status %d: %s : %s", resp.StatusCode, string(body), url)
}
// Parse response
var result map[string]interface{}
if err = json.Unmarshal(body, &result); err != nil {
return nil, fmt.Errorf("failed to parse response: %w", err)
}
// convert result["data"] to []map[string]interface{}
models := make([]string, 0)
for _, model := range result["data"].([]interface{}) {
modelMap := model.(map[string]interface{})
modelName := modelMap["id"].(string)
models = append(models, modelName)
}
return models, nil
}
func (m *MinimaxModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
return nil, fmt.Errorf("%s, no such method", m.Name())
}
func (m *MinimaxModel) CheckConnection(apiConfig *APIConfig) error {
if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
return err
}
resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
if err != nil {
return err
}
url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.URLSuffix.Files)
ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout)
defer cancel()
req, err := http.NewRequestWithContext(ctx, "GET", url, nil)
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", *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()
body, err := io.ReadAll(resp.Body)
if err != nil {
return fmt.Errorf("failed to read response: %w", err)
}
if resp.StatusCode != http.StatusOK {
return fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
}
return nil
}
// Rerank calculates similarity scores between query and documents
func (m *MinimaxModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) {
return nil, fmt.Errorf("%s, Rerank not implemented", m.Name())
}
// TranscribeAudio transcribe audio
func (m *MinimaxModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) {
return nil, fmt.Errorf("%s, no such method", m.Name())
}
func (m *MinimaxModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error {
return fmt.Errorf("%s, no such method", m.Name())
}
// AudioSpeech convert text to audio
func (m *MinimaxModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) {
if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
return nil, err
}
if audioContent == nil || *audioContent == "" {
return nil, fmt.Errorf("text content is empty")
}
resolvedBaseURL, err := m.baseModel.GetBaseURL(apiConfig)
if err != nil {
return nil, err
}
url := fmt.Sprintf("%s/%s", resolvedBaseURL, m.baseModel.URLSuffix.TTS)
reqBody := map[string]interface{}{
"model": modelName,
"text": audioContent,
}
if ttsConfig != nil && ttsConfig.Params != nil {
for key, value := range ttsConfig.Params {
reqBody[key] = value
}
}
if ttsConfig != nil && ttsConfig.Format != "" {
reqBody["audio_setting"] = map[string]interface{}{
"format": ttsConfig.Format,
}
}
reqBody["stream"] = false
jsonData, err := json.Marshal(reqBody)
if err != nil {
return nil, fmt.Errorf("failed to marshal request: %w", err)
}
ctx, cancel := context.WithTimeout(context.Background(), longOpCallTimeout)
defer cancel()
req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData))
if err != nil {
return nil, 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 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())
}