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Go: implement provider: PaddleOCR_Local (#15158)
### What problem does this PR solve? Go: implement provider: PaddleOCR_Local **Verified from CLI** ``` RAGFlow(user)> ocr with 'PaddleOCR-VL@test@paddleocr_local' file './internal/test1.jpg' +----------------------+ | text | +----------------------+ | ## Parallel to these | +----------------------+ ``` ### Type of change - [X] Bug Fix (non-breaking change which fixes an issue) - [X] New Feature (non-breaking change which adds functionality) - [X] Refactoring
This commit is contained in:
@@ -8,7 +8,7 @@
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"models": "models",
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"status": "",
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"balance": "tokens/packages/balance",
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"embedding": "embedding",
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"embedding": "embeddings",
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"rerank": "rerank",
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"ocr": "images/ocr",
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"doc_parse": "async/documents/parse",
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@@ -1,5 +1,5 @@
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{
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"name": "mineru_local",
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"name": "MinerU_local",
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"url_suffix": {
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"doc_parse": "file_parse",
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"task": "tasks"
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7
conf/models/paddleocr_local.json
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7
conf/models/paddleocr_local.json
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@@ -0,0 +1,7 @@
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{
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"name": "PaddleOCR_Local",
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"url_suffix": {
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"ocr": "layout-parsing"
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},
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"class": "local"
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}
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@@ -57,7 +57,7 @@
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},
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{
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"name": "mixedbread-ai/mxbai-rerank-large-v2",
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"max_tokens": "16384",
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"max_tokens": 16384,
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"model_types": [
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"rerank"
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]
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@@ -76,3 +76,4 @@
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}
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]
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}
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@@ -12,7 +12,8 @@
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"asr": "audio/transcriptions",
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"tts": "audio/speech",
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"files": "files",
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"models": "models"
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"models": "models",
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"ocr": "layout_parsing"
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},
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"class": "glm",
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"models": [
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@@ -268,6 +269,12 @@
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"model_types": [
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"rerank"
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]
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},
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{
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"name": "glm-ocr",
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"model_types": [
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"ocr"
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]
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}
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]
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}
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@@ -135,6 +135,8 @@ func (f *ModelFactory) CreateModelDriver(providerName string, baseURL map[string
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return NewGPUStackModel(baseURL, urlSuffix), nil
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case "n1n":
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return NewN1NModel(baseURL, urlSuffix), nil
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case "paddleocr_local":
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return NewPaddleOCRLocalModel(baseURL, urlSuffix), nil
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default:
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return NewDummyModel(baseURL, urlSuffix), nil
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}
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205
internal/entity/models/paddleocr_local.go
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205
internal/entity/models/paddleocr_local.go
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@@ -0,0 +1,205 @@
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package models
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import (
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"bytes"
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"encoding/base64"
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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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"strings"
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"time"
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)
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type PaddleOCRLocalModel struct {
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BaseURL map[string]string
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URLSuffix URLSuffix
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httpClient *http.Client
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}
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func NewPaddleOCRLocalModel(baseURL map[string]string, urlSuffix URLSuffix) *PaddleOCRLocalModel {
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return &PaddleOCRLocalModel{
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BaseURL: baseURL,
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URLSuffix: urlSuffix,
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httpClient: &http.Client{
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Timeout: time.Second * 120,
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Transport: &http.Transport{
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MaxIdleConns: 10,
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MaxIdleConnsPerHost: 100,
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IdleConnTimeout: time.Second * 90,
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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 (p *PaddleOCRLocalModel) NewInstance(baseURL map[string]string) ModelDriver {
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return &PaddleOCRLocalModel{
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BaseURL: baseURL,
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URLSuffix: p.URLSuffix,
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httpClient: &http.Client{
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Timeout: time.Second * 120,
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Transport: &http.Transport{
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MaxIdleConns: 10,
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MaxIdleConnsPerHost: 100,
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IdleConnTimeout: time.Second * 90,
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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 (p *PaddleOCRLocalModel) Name() string {
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return "paddleocr_local"
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}
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func (p *PaddleOCRLocalModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error {
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return fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) 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", p.Name())
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}
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func (p *PaddleOCRLocalModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error {
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return fmt.Errorf("%s no such method", p.Name())
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}
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// For different model, paddleOCR have different url_suffix:
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// e.g.PaddleOCR-VL: /layout-parsing | PP-OCRv5: /ocr
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// We select `PaddleOCR-VL` here
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type paddleLocalOCRResponse struct {
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LogId string `json:"logId"`
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ErrorCode int `json:"errorCode"`
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ErrorMsg string `json:"errorMsg"`
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Result struct {
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LayoutParsingResults []struct {
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Markdown struct {
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Text string `json:"text"`
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} `json:"markdown"`
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} `json:"layoutParsingResults"`
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} `json:"result"`
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}
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func (p *PaddleOCRLocalModel) OCRFile(modelName *string, content []byte, fileURL *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) {
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if len(content) == 0 {
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return nil, fmt.Errorf("local PaddleOCR requires file content, but content is empty")
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}
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var region = "default"
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if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", p.BaseURL[region], p.URLSuffix.OCR)
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base64Str := base64.StdEncoding.EncodeToString(content)
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fileType := 1
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if fileURL != nil && *fileURL != "" {
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if strings.HasSuffix(strings.ToLower(*fileURL), ".pdf") {
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fileType = 0
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}
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} else if len(content) > 4 && string(content[:4]) == "%PDF" {
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fileType = 0
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}
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reqData := map[string]interface{}{
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"file": base64Str,
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"fileType": fileType,
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}
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jsonData, err := json.Marshal(reqData)
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if err != nil {
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return nil, fmt.Errorf("failed to marshal local PaddleOCR 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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resp, err := p.httpClient.Do(req)
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if err != nil {
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return nil, fmt.Errorf("failed to send request to local PaddleOCR: %w", err)
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}
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defer resp.Body.Close()
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respBody, 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("local PaddleOCR failed with status %d: %s", resp.StatusCode, string(respBody))
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}
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var ocrResp paddleLocalOCRResponse
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if err := json.Unmarshal(respBody, &ocrResp); err != nil {
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return nil, fmt.Errorf("failed to parse local PaddleOCR response: %w, raw: %s", err, string(respBody))
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}
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if ocrResp.ErrorCode != 0 {
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return nil, fmt.Errorf("local PaddleOCR task failed: %s (errorCode: %d)", ocrResp.ErrorMsg, ocrResp.ErrorCode)
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}
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var fullMarkdown strings.Builder
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for _, layoutRes := range ocrResp.Result.LayoutParsingResults {
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if layoutRes.Markdown.Text != "" {
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fullMarkdown.WriteString(layoutRes.Markdown.Text)
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fullMarkdown.WriteString("\n\n")
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}
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}
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extractedText := strings.TrimSpace(fullMarkdown.String())
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return &OCRFileResponse{
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Text: &extractedText,
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}, nil
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}
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func (p *PaddleOCRLocalModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) ListModels(apiConfig *APIConfig) ([]string, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) CheckConnection(apiConfig *APIConfig) error {
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return fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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func (p *PaddleOCRLocalModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) {
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return nil, fmt.Errorf("%s no such method", p.Name())
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}
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