feat(infra): integrate PaddleOCR's PP-StructureV3 as a document parser backend (#714)

backend/application/application.go

@@ -262,6 +262,8 @@ func (b *basicServices) toKnowledgeServiceComponents(memoryService *memory.Memor
 		ES:            b.infra.ESClient,
 		EventBus:      b.eventbus.resourceEventBus,
 		CacheCli:      b.infra.CacheCli,
+		OCR:           b.infra.OCR,
+		ParserManager: b.infra.ParserManager,
 	}
 }
 

backend/application/base/appinfra/app_infra.go

@@ -19,25 +19,37 @@ package appinfra
 import (
 	"context"
 	"fmt"
+	"net/http"
 	"os"
 	"strconv"
 	"strings"
 
 	"gorm.io/gorm"
 
+	"github.com/volcengine/volc-sdk-golang/service/visual"
+
+	"github.com/coze-dev/coze-studio/backend/application/internal"
 	"github.com/coze-dev/coze-studio/backend/infra/contract/cache"
+	"github.com/coze-dev/coze-studio/backend/infra/contract/chatmodel"
 	"github.com/coze-dev/coze-studio/backend/infra/contract/coderunner"
+	"github.com/coze-dev/coze-studio/backend/infra/contract/document/ocr"
+	"github.com/coze-dev/coze-studio/backend/infra/contract/document/parser"
 	"github.com/coze-dev/coze-studio/backend/infra/contract/imagex"
 	"github.com/coze-dev/coze-studio/backend/infra/contract/modelmgr"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/cache/redis"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/coderunner/direct"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/coderunner/sandbox"
+	"github.com/coze-dev/coze-studio/backend/infra/impl/document/ocr/ppocr"
+	"github.com/coze-dev/coze-studio/backend/infra/impl/document/ocr/veocr"
+	builtinParser "github.com/coze-dev/coze-studio/backend/infra/impl/document/parser/builtin"
+	"github.com/coze-dev/coze-studio/backend/infra/impl/document/parser/ppstructure"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/es"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/eventbus"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/idgen"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/imagex/veimagex"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/mysql"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/storage"
+	"github.com/coze-dev/coze-studio/backend/pkg/logs"
 	"github.com/coze-dev/coze-studio/backend/types/consts"
 )
 
@@ -52,6 +64,8 @@ type AppDependencies struct {
 	AppEventProducer      eventbus.Producer
 	ModelMgr              modelmgr.Manager
 	CodeRunner            coderunner.Runner
+	OCR                   ocr.OCR
+	ParserManager         parser.Manager
 }
 
 func Init(ctx context.Context) (*AppDependencies, error) {
@@ -102,6 +116,14 @@ func Init(ctx context.Context) (*AppDependencies, error) {
 
 	deps.CodeRunner = initCodeRunner()
 
+	deps.OCR = initOCR()
+
+	imageAnnotationModel, _, err := internal.GetBuiltinChatModel(ctx, "IA_")
+	if err != nil {
+		return nil, err
+	}
+	deps.ParserManager, err = initParserManager(deps.TOSClient, deps.OCR, imageAnnotationModel)
+
 	return deps, nil
 }
 
@@ -183,3 +205,48 @@ func initCodeRunner() coderunner.Runner {
 		return direct.NewRunner()
 	}
 }
+
+func initOCR() ocr.OCR {
+	var ocr ocr.OCR
+	switch os.Getenv(consts.OCRType) {
+	case "ve":
+		ocrAK := os.Getenv(consts.VeOCRAK)
+		ocrSK := os.Getenv(consts.VeOCRSK)
+		if ocrAK == "" || ocrSK == "" {
+			logs.Warnf("[ve_ocr] ak / sk not configured, ocr might not work well")
+		}
+		inst := visual.NewInstance()
+		inst.Client.SetAccessKey(ocrAK)
+		inst.Client.SetSecretKey(ocrSK)
+		ocr = veocr.NewOCR(&veocr.Config{Client: inst})
+	case "paddleocr":
+		url := os.Getenv(consts.PPOCRAPIURL)
+		client := &http.Client{}
+		ocr = ppocr.NewOCR(&ppocr.Config{Client: client, URL: url})
+	default:
+		// accept ocr not configured
+	}
+
+	return ocr
+}
+
+func initParserManager(storage storage.Storage, ocr ocr.OCR, imageAnnotationModel chatmodel.BaseChatModel) (parser.Manager, error) {
+	var parserManager parser.Manager
+	parserType := os.Getenv(consts.ParserType)
+	switch parserType {
+	case "builtin":
+		parserManager = builtinParser.NewManager(storage, ocr, imageAnnotationModel)
+	case "paddleocr":
+		url := os.Getenv(consts.PPStructureAPIURL)
+		client := &http.Client{}
+		apiConfig := &ppstructure.APIConfig{
+			Client: client,
+			URL:    url,
+		}
+		parserManager = ppstructure.NewManager(apiConfig, ocr, storage, imageAnnotationModel)
+	default:
+		return nil, fmt.Errorf("unexpected document parser type, type=%s", parserType)
+	}
+
+	return parserManager, nil
+}

backend/application/knowledge/init.go

@@ -20,7 +20,6 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
-	netHTTP "net/http"
 	"os"
 	"path/filepath"
 	"strconv"
@@ -33,7 +32,6 @@ import (
 	"github.com/cloudwego/eino/schema"
 	"github.com/milvus-io/milvus/client/v2/milvusclient"
 	"github.com/volcengine/volc-sdk-golang/service/vikingdb"
-	"github.com/volcengine/volc-sdk-golang/service/visual"
 	"gorm.io/gorm"
 
 	"github.com/coze-dev/coze-studio/backend/application/internal"
@@ -42,6 +40,7 @@ import (
 	"github.com/coze-dev/coze-studio/backend/infra/contract/cache"
 	"github.com/coze-dev/coze-studio/backend/infra/contract/document/nl2sql"
 	"github.com/coze-dev/coze-studio/backend/infra/contract/document/ocr"
+	"github.com/coze-dev/coze-studio/backend/infra/contract/document/parser"
 	"github.com/coze-dev/coze-studio/backend/infra/contract/document/searchstore"
 	"github.com/coze-dev/coze-studio/backend/infra/contract/embedding"
 	"github.com/coze-dev/coze-studio/backend/infra/contract/es"
@@ -52,8 +51,6 @@ import (
 	"github.com/coze-dev/coze-studio/backend/infra/contract/storage"
 	chatmodelImpl "github.com/coze-dev/coze-studio/backend/infra/impl/chatmodel"
 	builtinNL2SQL "github.com/coze-dev/coze-studio/backend/infra/impl/document/nl2sql/builtin"
-	"github.com/coze-dev/coze-studio/backend/infra/impl/document/ocr/veocr"
-	builtinParser "github.com/coze-dev/coze-studio/backend/infra/impl/document/parser/builtin"
 	"github.com/coze-dev/coze-studio/backend/infra/impl/document/rerank/rrf"
 	sses "github.com/coze-dev/coze-studio/backend/infra/impl/document/searchstore/elasticsearch"
 	ssmilvus "github.com/coze-dev/coze-studio/backend/infra/impl/document/searchstore/milvus"
@@ -78,6 +75,8 @@ type ServiceComponents struct {
 	ES            es.Client
 	EventBus      search.ResourceEventBus
 	CacheCli      cache.Cmdable
+	OCR           ocr.OCR
+	ParserManager parser.Manager
 }
 
 func InitService(c *ServiceComponents) (*KnowledgeApplicationService, error) {
@@ -102,26 +101,6 @@ func InitService(c *ServiceComponents) (*KnowledgeApplicationService, error) {
 	}
 	sManagers = append(sManagers, mgr)
 
-	var ocrImpl ocr.OCR
-	switch os.Getenv("OCR_TYPE") {
-	case "ve":
-		ocrAK := os.Getenv("VE_OCR_AK")
-		ocrSK := os.Getenv("VE_OCR_SK")
-		if ocrAK == "" || ocrSK == "" {
-			logs.Warnf("[ve_ocr] ak / sk not configured, ocr might not work well")
-		}
-		inst := visual.NewInstance()
-		inst.Client.SetAccessKey(ocrAK)
-		inst.Client.SetSecretKey(ocrSK)
-		ocrImpl = veocr.NewOCR(&veocr.Config{Client: inst})
-	case "paddleocr":
-		ppocrURL := os.Getenv("PADDLEOCR_OCR_API_URL")
-		client := &netHTTP.Client{}
-		ocrImpl = veocr.NewPPOCR(&veocr.PPOCRConfig{Client: client, URL: ppocrURL})
-	default:
-		// accept ocr not configured
-	}
-
 	root, err := os.Getwd()
 	if err != nil {
 		logs.Warnf("[InitConfig] Failed to get current working directory: %v", err)
@@ -158,25 +137,19 @@ func InitService(c *ServiceComponents) (*KnowledgeApplicationService, error) {
 		}
 	}
 
-	imageAnnoChatModel, configured, err := internal.GetBuiltinChatModel(ctx, "IA_")
-	if err != nil {
-		return nil, err
-	}
-
 	knowledgeDomainSVC, knowledgeEventHandler := knowledgeImpl.NewKnowledgeSVC(&knowledgeImpl.KnowledgeSVCConfig{
 		DB:                  c.DB,
 		IDGen:               c.IDGenSVC,
 		RDB:                 c.RDB,
 		Producer:            knowledgeProducer,
 		SearchStoreManagers: sManagers,
-		ParseManager:              builtinParser.NewManager(c.Storage, ocrImpl, imageAnnoChatModel), // default builtin
+		ParseManager:        c.ParserManager,
 		Storage:             c.Storage,
 		Rewriter:            rewriter,
 		Reranker:            rrf.NewRRFReranker(0), // default rrf
 		NL2Sql:              n2s,
-		OCR:                       ocrImpl,
+		OCR:                 c.OCR,
 		CacheCli:            c.CacheCli,
-		IsAutoAnnotationSupported: configured,
 		ModelFactory:        chatmodelImpl.NewDefaultFactory(),
 	})
 

backend/domain/knowledge/service/knowledge.go

@@ -85,7 +85,6 @@ func NewKnowledgeSVC(config *KnowledgeSVCConfig) (Knowledge, eventbus.ConsumerHa
 		nl2Sql:              config.NL2Sql,
 		enableCompactTable:  ptr.FromOrDefault(config.EnableCompactTable, true),
 		cacheCli:            config.CacheCli,
-		isAutoAnnotationSupported: config.IsAutoAnnotationSupported,
 		modelFactory:        config.ModelFactory,
 	}
 	if svc.reranker == nil {
@@ -113,7 +112,6 @@ type KnowledgeSVCConfig struct {
 	EnableCompactTable  *bool                          // Optional: Table data compression, default true
 	OCR                 ocr.OCR                        // Optional: ocr, ocr function is not available when not provided
 	CacheCli            cache.Cmdable                  // Optional: cache implementation
-	IsAutoAnnotationSupported bool                           // Does it support automatic image labeling?
 }
 
 type knowledgeSVC struct {
@@ -134,7 +132,6 @@ type knowledgeSVC struct {
 	nl2Sql              nl2sql.NL2SQL
 	cacheCli            cache.Cmdable
 	enableCompactTable  bool // Table data compression
-	isAutoAnnotationSupported bool // Does it support automatic image labeling?
 }
 
 func (k *knowledgeSVC) CreateKnowledge(ctx context.Context, request *CreateKnowledgeRequest) (response *CreateKnowledgeResponse, err error) {
@@ -318,7 +315,7 @@ func (k *knowledgeSVC) checkRequest(request *CreateDocumentRequest) error {
 	}
 	for i := range request.Documents {
 		if request.Documents[i].Type == knowledgeModel.DocumentTypeImage && ptr.From(request.Documents[i].ParsingStrategy.CaptionType) == parser.ImageAnnotationTypeModel {
-			if !k.isAutoAnnotationSupported {
+			if !k.parseManager.IsAutoAnnotationSupported() {
 				return errors.New("auto caption type is not supported")
 			}
 		}
@@ -1411,7 +1408,7 @@ func (k *knowledgeSVC) ExtractPhotoCaption(ctx context.Context, request *Extract
 	if request == nil {
 		return nil, errorx.New(errno.ErrKnowledgeInvalidParamCode, errorx.KV("msg", "request is empty"))
 	}
-	if !k.isAutoAnnotationSupported {
+	if !k.parseManager.IsAutoAnnotationSupported() {
 		return nil, errorx.New(errno.ErrKnowledgeAutoAnnotationNotSupportedCode, errorx.KV("msg", "auto annotation is not supported"))
 	}
 	docInfo, err := k.documentRepo.GetByID(ctx, request.DocumentID)

backend/infra/contract/document/parser/manager.go

@@ -23,6 +23,7 @@ import (
 
 type Manager interface {
 	GetParser(config *Config) (Parser, error)
+	IsAutoAnnotationSupported() bool
 }
 
 type Config struct {

backend/infra/impl/document/ocr/ppocr/ppocr.go

@@ -14,7 +14,7 @@
  * limitations under the License.
  */
 
-package veocr
+package ppocr
 
 import (
 	"bytes"
@@ -28,7 +28,7 @@ import (
 	"github.com/coze-dev/coze-studio/backend/types/errno"
 )
 
-type PPOCRConfig struct {
+type Config struct {
 	Client *http.Client
 	URL    string
 
@@ -44,12 +44,12 @@ type PPOCRConfig struct {
 	TextRecScoreThresh        *float64
 }
 
-func NewPPOCR(config *PPOCRConfig) ocr.OCR {
+func NewOCR(config *Config) ocr.OCR {
 	return &ppocrImpl{config}
 }
 
 type ppocrImpl struct {
-	config *PPOCRConfig
+	config *Config
 }
 
 type ppocrResponse struct {
@@ -133,6 +133,10 @@ func (o *ppocrImpl) makeRequest(reqBody map[string]interface{}) ([]string, error
 	}
 	defer resp.Body.Close()
 
+	if resp.StatusCode != http.StatusOK {
+		return nil, errorx.WrapByCode(err, errno.ErrKnowledgeNonRetryableCode)
+	}
+
 	respBody, err := io.ReadAll(resp.Body)
 	if err != nil {
 		return nil, errorx.WrapByCode(err, errno.ErrKnowledgeNonRetryableCode)

backend/infra/impl/document/parser/builtin/chunk_custom.go

@@ -34,10 +34,10 @@ var (
 	emailRegex = regexp.MustCompile(`[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}`)
 )
 
-func chunkCustom(_ context.Context, text string, config *contract.Config, opts ...parser.Option) (docs []*schema.Document, err error) {
+func ChunkCustom(_ context.Context, text string, config *contract.Config, opts ...parser.Option) (docs []*schema.Document, err error) {
 	cs := config.ChunkingStrategy
 	if cs.Overlap >= cs.ChunkSize {
-		return nil, fmt.Errorf("[chunkCustom] invalid param, overlap >= chunk_size")
+		return nil, fmt.Errorf("[ChunkCustom] invalid param, overlap >= chunk_size")
 	}
 
 	var (

backend/infra/impl/document/parser/builtin/chunk_custom_test.go

@@ -39,7 +39,7 @@ func TestChunkCustom(t *testing.T) {
 			TrimURLAndEmail: true,
 		}
 
-		slices, err := chunkCustom(ctx, text, &parser.Config{ChunkingStrategy: cs})
+		slices, err := ChunkCustom(ctx, text, &parser.Config{ChunkingStrategy: cs})
 
 		assert.NoError(t, err)
 		assert.Len(t, slices, 10)

backend/infra/impl/document/parser/builtin/image.go

@@ -24,7 +24,7 @@ import (
 	"github.com/coze-dev/coze-studio/backend/infra/contract/storage"
 )
 
-func putImageObject(ctx context.Context, st storage.Storage, imgExt string, uid int64, img []byte) (format string, err error) {
+func PutImageObject(ctx context.Context, st storage.Storage, imgExt string, uid int64, img []byte) (format string, err error) {
 	secret := createSecret(uid, imgExt)
 	fileName := fmt.Sprintf("%d_%d_%s.%s", uid, time.Now().UnixNano(), secret, imgExt)
 	objectName := fmt.Sprintf("%s/%s", knowledgePrefix, fileName)

backend/infra/impl/document/parser/builtin/manager.go

@@ -41,7 +41,7 @@ type manager struct {
 }
 
 func (m *manager) GetParser(config *parser.Config) (parser.Parser, error) {
-	var pFn parseFn
+	var pFn ParseFn
 
 	if config.ParsingStrategy.HeaderLine == 0 && config.ParsingStrategy.DataStartLine == 0 {
 		config.ParsingStrategy.DataStartLine = 1
@@ -52,26 +52,30 @@ func (m *manager) GetParser(config *parser.Config) (parser.Parser, error) {
 
 	switch config.FileExtension {
 	case parser.FileExtensionPDF:
-		pFn = parseByPython(config, m.storage, m.ocr, goutil.GetPython3Path(), goutil.GetPythonFilePath("parse_pdf.py"))
+		pFn = ParseByPython(config, m.storage, m.ocr, goutil.GetPython3Path(), goutil.GetPythonFilePath("parse_pdf.py"))
 	case parser.FileExtensionTXT:
-		pFn = parseText(config)
+		pFn = ParseText(config)
 	case parser.FileExtensionMarkdown:
-		pFn = parseMarkdown(config, m.storage, m.ocr)
+		pFn = ParseMarkdown(config, m.storage, m.ocr)
 	case parser.FileExtensionDocx:
-		pFn = parseByPython(config, m.storage, m.ocr, goutil.GetPython3Path(), goutil.GetPythonFilePath("parse_docx.py"))
+		pFn = ParseByPython(config, m.storage, m.ocr, goutil.GetPython3Path(), goutil.GetPythonFilePath("parse_docx.py"))
 	case parser.FileExtensionCSV:
-		pFn = parseCSV(config)
+		pFn = ParseCSV(config)
 	case parser.FileExtensionXLSX:
-		pFn = parseXLSX(config)
+		pFn = ParseXLSX(config)
 	case parser.FileExtensionJSON:
-		pFn = parseJSON(config)
+		pFn = ParseJSON(config)
 	case parser.FileExtensionJsonMaps:
-		pFn = parseJSONMaps(config)
+		pFn = ParseJSONMaps(config)
 	case parser.FileExtensionJPG, parser.FileExtensionJPEG, parser.FileExtensionPNG:
-		pFn = parseImage(config, m.model)
+		pFn = ParseImage(config, m.model)
 	default:
 		return nil, fmt.Errorf("[Parse] document type not support, type=%s", config.FileExtension)
 	}
 
-	return &p{parseFn: pFn}, nil
+	return &Parser{ParseFn: pFn}, nil
+}
+
+func (m *manager) IsAutoAnnotationSupported() bool {
+	return m.model != nil
 }

backend/infra/impl/document/parser/builtin/parse_csv.go

@@ -29,7 +29,7 @@ import (
 	contract "github.com/coze-dev/coze-studio/backend/infra/contract/document/parser"
 )
 
-func parseCSV(config *contract.Config) parseFn {
+func ParseCSV(config *contract.Config) ParseFn {
 	return func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error) {
 		iter := &csvIterator{csv.NewReader(utfbom.SkipOnly(reader))}
 		return parseByRowIterator(iter, config, opts...)

backend/infra/impl/document/parser/builtin/parse_csv_test.go

@@ -47,7 +47,7 @@ func TestParseCSV(t *testing.T) {
 		},
 		ChunkingStrategy: nil,
 	}
-	p1 := parseCSV(c1)
+	p1 := ParseCSV(c1)
 	docs, err := p1(ctx, r1, parser.WithExtraMeta(map[string]any{
 		"document_id":  int64(123),
 		"knowledge_id": int64(456),
@@ -112,7 +112,7 @@ func TestParseCSV(t *testing.T) {
 		},
 		ChunkingStrategy: nil,
 	}
-	p2 := parseCSV(c2)
+	p2 := ParseCSV(c2)
 	docs, err = p2(ctx, r2, parser.WithExtraMeta(map[string]any{
 		"document_id":  int64(123),
 		"knowledge_id": int64(456),
@@ -131,7 +131,7 @@ func TestParseCSVBadCases(t *testing.T) {
 		b, err := io.ReadAll(f)
 		assert.NoError(t, err)
 
-		pfn := parseCSV(&contract.Config{
+		pfn := ParseCSV(&contract.Config{
 			FileExtension: "csv",
 			ParsingStrategy: &contract.ParsingStrategy{
 				ExtractImage:        true,
@@ -154,7 +154,7 @@ func TestParseCSVBadCases(t *testing.T) {
 		cols, err := document.GetDocumentColumns(resp[0])
 		assert.NoError(t, err)
 		cols[5].Nullable = false
-		npfn := parseCSV(&contract.Config{
+		npfn := ParseCSV(&contract.Config{
 			FileExtension: "csv",
 			ParsingStrategy: &contract.ParsingStrategy{
 				ExtractImage:        true,

backend/infra/impl/document/parser/builtin/parse_image.go

@@ -31,7 +31,7 @@ import (
 	"github.com/coze-dev/coze-studio/backend/types/errno"
 )
 
-func parseImage(config *contract.Config, model chatmodel.BaseChatModel) parseFn {
+func ParseImage(config *contract.Config, model chatmodel.BaseChatModel) ParseFn {
 	return func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error) {
 		options := parser.GetCommonOptions(&parser.Options{}, opts...)
 		doc := &schema.Document{
@@ -76,14 +76,14 @@ func parseImage(config *contract.Config, model chatmodel.BaseChatModel) parseFn
 
 			output, err := model.Generate(ctx, []*schema.Message{input})
 			if err != nil {
-				return nil, fmt.Errorf("[parseImage] model generate failed: %w", err)
+				return nil, fmt.Errorf("[ParseImage] model generate failed: %w", err)
 			}
 
 			doc.Content = output.Content
 		case contract.ImageAnnotationTypeManual:
 			// do nothing
 		default:
-			return nil, fmt.Errorf("[parseImage] unknown image annotation type=%d", config.ParsingStrategy.ImageAnnotationType)
+			return nil, fmt.Errorf("[ParseImage] unknown image annotation type=%d", config.ParsingStrategy.ImageAnnotationType)
 		}
 
 		return []*schema.Document{doc}, nil

backend/infra/impl/document/parser/builtin/parse_json.go

@@ -28,7 +28,7 @@ import (
 	contract "github.com/coze-dev/coze-studio/backend/infra/contract/document/parser"
 )
 
-func parseJSON(config *contract.Config) parseFn {
+func ParseJSON(config *contract.Config) ParseFn {
 	return func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error) {
 		b, err := io.ReadAll(reader)
 		if err != nil {
@@ -41,7 +41,7 @@ func parseJSON(config *contract.Config) parseFn {
 		}
 
 		if len(rawSlices) == 0 {
-			return nil, fmt.Errorf("[parseJSON] json data is empty")
+			return nil, fmt.Errorf("[ParseJSON] json data is empty")
 		}
 
 		var header []string

backend/infra/impl/document/parser/builtin/parse_json_maps.go

@@ -29,7 +29,7 @@ import (
 	contract "github.com/coze-dev/coze-studio/backend/infra/contract/document/parser"
 )
 
-func parseJSONMaps(config *contract.Config) parseFn {
+func ParseJSONMaps(config *contract.Config) ParseFn {
 	return func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error) {
 		b, err := io.ReadAll(reader)
 		if err != nil {

backend/infra/impl/document/parser/builtin/parse_json_maps_test.go

@@ -85,7 +85,7 @@ func TestParseTableCustomContent(t *testing.T) {
 		},
 	}
 
-	pfn := parseJSONMaps(config)
+	pfn := ParseJSONMaps(config)
 	docs, err := pfn(ctx, reader, parser.WithExtraMeta(map[string]any{
 		"document_id":  int64(123),
 		"knowledge_id": int64(456),

backend/infra/impl/document/parser/builtin/parse_json_test.go

@@ -55,7 +55,7 @@ func TestParseJSON(t *testing.T) {
 		},
 		ChunkingStrategy: nil,
 	}
-	pfn := parseJSON(config)
+	pfn := ParseJSON(config)
 	docs, err := pfn(context.Background(), reader, parser.WithExtraMeta(map[string]any{
 		"document_id":  int64(123),
 		"knowledge_id": int64(456),
@@ -121,7 +121,7 @@ func TestParseJSONWithSchema(t *testing.T) {
 			},
 		},
 	}
-	pfn := parseJSON(config)
+	pfn := ParseJSON(config)
 	docs, err := pfn(context.Background(), reader, parser.WithExtraMeta(map[string]any{
 		"document_id":  int64(123),
 		"knowledge_id": int64(456),

backend/infra/impl/document/parser/builtin/parse_markdown.go

@@ -38,7 +38,7 @@ import (
 	"github.com/coze-dev/coze-studio/backend/pkg/logs"
 )
 
-func parseMarkdown(config *contract.Config, storage storage.Storage, ocr ocr.OCR) parseFn {
+func ParseMarkdown(config *contract.Config, storage storage.Storage, ocr ocr.OCR) ParseFn {
 	return func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error) {
 		options := parser.GetCommonOptions(&parser.Options{}, opts...)
 		mdParser := goldmark.DefaultParser()
@@ -52,7 +52,7 @@ func parseMarkdown(config *contract.Config, storage storage.Storage, ocr ocr.OCR
 		ps := config.ParsingStrategy
 
 		if cs.ChunkType != contract.ChunkTypeCustom && cs.ChunkType != contract.ChunkTypeDefault {
-			return nil, fmt.Errorf("[parseMarkdown] chunk type not support, chunk type=%d", cs.ChunkType)
+			return nil, fmt.Errorf("[ParseMarkdown] chunk type not support, chunk type=%d", cs.ChunkType)
 		}
 
 		var (
@@ -173,7 +173,7 @@ func parseMarkdown(config *contract.Config, storage storage.Storage, ocr ocr.OCR
 							return ast.WalkStop, fmt.Errorf("failed to download image: %w", err)
 						}
 
-						imgSrc, err := putImageObject(ctx, storage, ext, getCreatorIDFromExtraMeta(options.ExtraMeta), img)
+						imgSrc, err := PutImageObject(ctx, storage, ext, GetCreatorIDFromExtraMeta(options.ExtraMeta), img)
 						if err != nil {
 							return ast.WalkStop, err
 						}
@@ -198,7 +198,7 @@ func parseMarkdown(config *contract.Config, storage storage.Storage, ocr ocr.OCR
 							pushSlice()
 						}
 					} else {
-						logs.CtxInfof(ctx, "[parseMarkdown] not a valid image url, skip, got=%s", imageURL)
+						logs.CtxInfof(ctx, "[ParseMarkdown] not a valid image url, skip, got=%s", imageURL)
 					}
 				}
 			}

backend/infra/impl/document/parser/builtin/parse_markdown_test.go

@@ -37,7 +37,7 @@ func TestParseMarkdown(t *testing.T) {
 	mockStorage := ms.NewMockStorage(ctrl)
 	mockStorage.EXPECT().PutObject(gomock.Any(), gomock.Any(), gomock.Any()).Return(nil).AnyTimes()
 
-	pfn := parseMarkdown(&contract.Config{
+	pfn := ParseMarkdown(&contract.Config{
 		FileExtension: contract.FileExtensionMarkdown,
 		ParsingStrategy: &contract.ParsingStrategy{
 			ExtractImage: true,

backend/infra/impl/document/parser/builtin/parse_text.go

@@ -27,7 +27,7 @@ import (
 	contract "github.com/coze-dev/coze-studio/backend/infra/contract/document/parser"
 )
 
-func parseText(config *contract.Config) parseFn {
+func ParseText(config *contract.Config) ParseFn {
 	return func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error) {
 		content, err := io.ReadAll(reader)
 		if err != nil {
@@ -36,9 +36,9 @@ func parseText(config *contract.Config) parseFn {
 
 		switch config.ChunkingStrategy.ChunkType {
 		case contract.ChunkTypeCustom, contract.ChunkTypeDefault:
-			docs, err = chunkCustom(ctx, string(content), config, opts...)
+			docs, err = ChunkCustom(ctx, string(content), config, opts...)
 		default:
-			return nil, fmt.Errorf("[parseText] chunk type not support, type=%d", config.ChunkingStrategy.ChunkType)
+			return nil, fmt.Errorf("[ParseText] chunk type not support, type=%d", config.ChunkingStrategy.ChunkType)
 		}
 		if err != nil {
 			return nil, err

backend/infra/impl/document/parser/builtin/parse_xlsx.go

@@ -27,7 +27,7 @@ import (
 	contract "github.com/coze-dev/coze-studio/backend/infra/contract/document/parser"
 )
 
-func parseXLSX(config *contract.Config) parseFn {
+func ParseXLSX(config *contract.Config) ParseFn {
 	return func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error) {
 		f, err := excelize.OpenReader(reader)
 		if err != nil {

backend/infra/impl/document/parser/builtin/parse_xlsx_test.go

@@ -88,7 +88,7 @@ func TestParseXLSX(t *testing.T) {
 		ChunkingStrategy: nil,
 	}
 
-	pfn := parseXLSX(config)
+	pfn := ParseXLSX(config)
 	docs, err := pfn(ctx, reader, parser.WithExtraMeta(map[string]any{
 		"document_id":  int64(123),
 		"knowledge_id": int64(456),
@@ -159,7 +159,7 @@ func TestParseXLSXConvertColumnType(t *testing.T) {
 		ChunkingStrategy: nil,
 	}
 
-	pfn := parseXLSX(config)
+	pfn := ParseXLSX(config)
 	docs, err := pfn(ctx, reader, parser.WithExtraMeta(map[string]any{
 		"document_id":  int64(123),
 		"knowledge_id": int64(456),

backend/infra/impl/document/parser/builtin/parser.go

@@ -24,12 +24,12 @@ import (
 	"github.com/cloudwego/eino/schema"
 )
 
-type p struct {
+type Parser struct {
-	parseFn
+	ParseFn
 }
 
-func (p p) Parse(ctx context.Context, reader io.Reader, opts ...parser.Option) ([]*schema.Document, error) {
+func (p Parser) Parse(ctx context.Context, reader io.Reader, opts ...parser.Option) ([]*schema.Document, error) {
-	return p.parseFn(ctx, reader, opts...)
+	return p.ParseFn(ctx, reader, opts...)
 }
 
-type parseFn func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error)
+type ParseFn func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error)

backend/infra/impl/document/parser/builtin/py_parser_protocol.go

@@ -73,15 +73,15 @@ func (p *pyPDFTableIterator) NextRow() (row []string, end bool, err error) {
 	return row, false, nil
 }
 
-func parseByPython(config *contract.Config, storage storage.Storage, ocr ocr.OCR, pyPath, scriptPath string) parseFn {
+func ParseByPython(config *contract.Config, storage storage.Storage, ocr ocr.OCR, pyPath, scriptPath string) ParseFn {
 	return func(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error) {
 		pr, pw, err := os.Pipe()
 		if err != nil {
-			return nil, fmt.Errorf("[parseByPython] create rpipe failed, %w", err)
+			return nil, fmt.Errorf("[ParseByPython] create rpipe failed, %w", err)
 		}
 		r, w, err := os.Pipe()
 		if err != nil {
-			return nil, fmt.Errorf("[parseByPython] create pipe failed: %w", err)
+			return nil, fmt.Errorf("[ParseByPython] create pipe failed: %w", err)
 		}
 		options := parser.GetCommonOptions(&parser.Options{ExtraMeta: map[string]any{}}, opts...)
 
@@ -91,13 +91,13 @@ func parseByPython(config *contract.Config, storage storage.Storage, ocr ocr.OCR
 			FilterPages:   config.ParsingStrategy.FilterPages,
 		})
 		if err != nil {
-			return nil, fmt.Errorf("[parseByPython] create parse request failed, %w", err)
+			return nil, fmt.Errorf("[ParseByPython] create parse request failed, %w", err)
 		}
 		if _, err = pw.Write(reqb); err != nil {
-			return nil, fmt.Errorf("[parseByPython] write parse request bytes failed, %w", err)
+			return nil, fmt.Errorf("[ParseByPython] write parse request bytes failed, %w", err)
 		}
 		if err = pw.Close(); err != nil {
-			return nil, fmt.Errorf("[parseByPython] close write request pipe failed, %w", err)
+			return nil, fmt.Errorf("[ParseByPython] close write request pipe failed, %w", err)
 		}
 
 		cmd := exec.Command(pyPath, scriptPath)
@@ -105,31 +105,31 @@ func parseByPython(config *contract.Config, storage storage.Storage, ocr ocr.OCR
 		cmd.Stdout = os.Stdout
 		cmd.ExtraFiles = []*os.File{w, pr}
 		if err = cmd.Start(); err != nil {
-			return nil, fmt.Errorf("[parseByPython] failed to start Python script: %w", err)
+			return nil, fmt.Errorf("[ParseByPython] failed to start Python script: %w", err)
 		}
 		if err = w.Close(); err != nil {
-			return nil, fmt.Errorf("[parseByPython] failed to close write pipe: %w", err)
+			return nil, fmt.Errorf("[ParseByPython] failed to close write pipe: %w", err)
 		}
 
 		result := &pyParseResult{}
 
 		if err = json.NewDecoder(r).Decode(result); err != nil {
-			return nil, fmt.Errorf("[parseByPython] failed to decode result: %w", err)
+			return nil, fmt.Errorf("[ParseByPython] failed to decode result: %w", err)
 		}
 		if err = cmd.Wait(); err != nil {
-			return nil, fmt.Errorf("[parseByPython] cmd wait err: %w", err)
+			return nil, fmt.Errorf("[ParseByPython] cmd wait err: %w", err)
 		}
 
 		if result.Error != "" {
-			return nil, fmt.Errorf("[parseByPython] python execution failed: %s", result.Error)
+			return nil, fmt.Errorf("[ParseByPython] python execution failed: %s", result.Error)
 		}
 
 		for i, item := range result.Content {
 			switch item.Type {
 			case contentTypeText:
-				partDocs, err := chunkCustom(ctx, item.Content, config, opts...)
+				partDocs, err := ChunkCustom(ctx, item.Content, config, opts...)
 				if err != nil {
-					return nil, fmt.Errorf("[parseByPython] chunk text failed, %w", err)
+					return nil, fmt.Errorf("[ParseByPython] chunk text failed, %w", err)
 				}
 				docs = append(docs, partDocs...)
 			case contentTypeImage:
@@ -138,9 +138,9 @@ func parseByPython(config *contract.Config, storage storage.Storage, ocr ocr.OCR
 				}
 				image, err := base64.StdEncoding.DecodeString(item.Content)
 				if err != nil {
-					return nil, fmt.Errorf("[parseByPython] decode image failed, %w", err)
+					return nil, fmt.Errorf("[ParseByPython] decode image failed, %w", err)
 				}
-				imgSrc, err := putImageObject(ctx, storage, "png", getCreatorIDFromExtraMeta(options.ExtraMeta), image)
+				imgSrc, err := PutImageObject(ctx, storage, "png", GetCreatorIDFromExtraMeta(options.ExtraMeta), image)
 				if err != nil {
 					return nil, err
 				}
@@ -148,7 +148,7 @@ func parseByPython(config *contract.Config, storage storage.Storage, ocr ocr.OCR
 				if config.ParsingStrategy.ImageOCR && ocr != nil {
 					texts, err := ocr.FromBase64(ctx, item.Content)
 					if err != nil {
-						return nil, fmt.Errorf("[parseByPython] FromBase64 failed, %w", err)
+						return nil, fmt.Errorf("[ParseByPython] FromBase64 failed, %w", err)
 					}
 					label += strings.Join(texts, "\n")
 				}
@@ -181,15 +181,15 @@ func parseByPython(config *contract.Config, storage storage.Storage, ocr ocr.OCR
 					ChunkingStrategy: config.ChunkingStrategy,
 				}, opts...)
 				if err != nil {
-					return nil, fmt.Errorf("[parseByPython] parse table failed, %w", err)
+					return nil, fmt.Errorf("[ParseByPython] parse table failed, %w", err)
 				}
 				fmtTableDocs, err := formatTablesInDocument(rawTableDocs)
 				if err != nil {
-					return nil, fmt.Errorf("[parseByPython] format table failed, %w", err)
+					return nil, fmt.Errorf("[ParseByPython] format table failed, %w", err)
 				}
 				docs = append(docs, fmtTableDocs...)
 			default:
-				return nil, fmt.Errorf("[parseByPython] invalid content type: %s", item.Type)
+				return nil, fmt.Errorf("[ParseByPython] invalid content type: %s", item.Type)
 			}
 		}
 

backend/infra/impl/document/parser/builtin/util.go

@@ -61,7 +61,7 @@ func getExtension(uri string) string {
 	return ""
 }
 
-func getCreatorIDFromExtraMeta(extraMeta map[string]any) int64 {
+func GetCreatorIDFromExtraMeta(extraMeta map[string]any) int64 {
 	if extraMeta == nil {
 		return 0
 	}

backend/infra/impl/document/parser/ppstructure/manager.go

@@ -0,0 +1,91 @@
+/*
+ * Copyright 2025 coze-dev Authors
+ *
+ * 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 ppstructure
+
+import (
+	"fmt"
+
+	"github.com/coze-dev/coze-studio/backend/infra/contract/chatmodel"
+	"github.com/coze-dev/coze-studio/backend/infra/contract/document/ocr"
+	"github.com/coze-dev/coze-studio/backend/infra/contract/document/parser"
+	"github.com/coze-dev/coze-studio/backend/infra/contract/storage"
+	"github.com/coze-dev/coze-studio/backend/infra/impl/document/parser/builtin"
+	"github.com/coze-dev/coze-studio/backend/pkg/goutil"
+)
+
+func NewManager(apiConfig *APIConfig, ocr ocr.OCR, storage storage.Storage, imageAnnotationModel chatmodel.BaseChatModel) parser.Manager {
+	return &manager{
+		apiConfig:            apiConfig,
+		ocr:                  ocr,
+		storage:              storage,
+		imageAnnotationModel: imageAnnotationModel,
+	}
+}
+
+type manager struct {
+	apiConfig            *APIConfig
+	ocr                  ocr.OCR
+	storage              storage.Storage
+	imageAnnotationModel chatmodel.BaseChatModel
+}
+
+func (m *manager) GetParser(config *parser.Config) (parser.Parser, error) {
+
+	if config.ParsingStrategy.HeaderLine == 0 && config.ParsingStrategy.DataStartLine == 0 {
+		config.ParsingStrategy.DataStartLine = 1
+	} else if config.ParsingStrategy.HeaderLine >= config.ParsingStrategy.DataStartLine {
+		return nil, fmt.Errorf("[GetParser] invalid header line and data start line, header=%d, data_start=%d",
+			config.ParsingStrategy.HeaderLine, config.ParsingStrategy.DataStartLine)
+	}
+
+	var pFn builtin.ParseFn
+	switch config.FileExtension {
+	case parser.FileExtensionPDF:
+		fileType := 0
+		return &ppstructureParser{config, m.apiConfig, fileType, m.ocr, m.storage}, nil
+	case parser.FileExtensionTXT:
+		pFn = builtin.ParseText(config)
+		return &builtin.Parser{ParseFn: pFn}, nil
+	case parser.FileExtensionMarkdown:
+		pFn = builtin.ParseMarkdown(config, m.storage, m.ocr)
+		return &builtin.Parser{ParseFn: pFn}, nil
+	case parser.FileExtensionDocx:
+		pFn = builtin.ParseByPython(config, m.storage, m.ocr, goutil.GetPython3Path(), goutil.GetPythonFilePath("parse_docx.py"))
+		return &builtin.Parser{ParseFn: pFn}, nil
+	case parser.FileExtensionCSV:
+		pFn = builtin.ParseCSV(config)
+		return &builtin.Parser{ParseFn: pFn}, nil
+	case parser.FileExtensionXLSX:
+		pFn = builtin.ParseXLSX(config)
+		return &builtin.Parser{ParseFn: pFn}, nil
+	case parser.FileExtensionJSON:
+		pFn = builtin.ParseJSON(config)
+		return &builtin.Parser{ParseFn: pFn}, nil
+	case parser.FileExtensionJsonMaps:
+		pFn = builtin.ParseJSONMaps(config)
+		return &builtin.Parser{ParseFn: pFn}, nil
+	case parser.FileExtensionJPG, parser.FileExtensionJPEG, parser.FileExtensionPNG:
+		pFn = builtin.ParseImage(config, m.imageAnnotationModel)
+		return &builtin.Parser{ParseFn: pFn}, nil
+	default:
+		return nil, fmt.Errorf("[Parse] document type not support, type=%s", config.FileExtension)
+	}
+}
+
+func (m *manager) IsAutoAnnotationSupported() bool {
+	return m.imageAnnotationModel != nil
+}

backend/infra/impl/document/parser/ppstructure/parser.go

@@ -0,0 +1,324 @@
+/*
+ * Copyright 2025 coze-dev Authors
+ *
+ * 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 ppstructure
+
+import (
+	"bytes"
+	"context"
+	"encoding/base64"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"regexp"
+	"strings"
+
+	"github.com/cloudwego/eino/components/document/parser"
+	"github.com/cloudwego/eino/schema"
+
+	"github.com/coze-dev/coze-studio/backend/infra/contract/document/ocr"
+	contract "github.com/coze-dev/coze-studio/backend/infra/contract/document/parser"
+	"github.com/coze-dev/coze-studio/backend/infra/contract/storage"
+	"github.com/coze-dev/coze-studio/backend/infra/impl/document/parser/builtin"
+)
+
+type ppstructureParser struct {
+	parserConfig *contract.Config
+	apiConfig    *APIConfig
+	fileType     int
+	ocr          ocr.OCR
+	storage      storage.Storage
+}
+
+type APIConfig struct {
+	Client *http.Client
+	URL    string
+
+	// see: https://paddlepaddle.github.io/PaddleX/latest/pipeline_usage/tutorials/ocr_pipelines/PP-StructureV3.html#3
+	UseDocOrientationClassify        *bool
+	UseDocUnwarping                  *bool
+	UseTextlineOrientation           *bool
+	UseSealRecognition               *bool
+	UseFormulaRecognition            *bool
+	UseChartRecognition              *bool
+	UseRegionDetection               *bool
+	LayoutThreshold                  *float64
+	LayoutNms                        *bool
+	LayoutUnclipRatio                *float64
+	LayoutMergeBboxesMode            *string
+	TextDetLimitSideLen              *int64
+	TextDetLimitType                 *string
+	TextDetThresh                    *float64
+	TextDetBoxThresh                 *float64
+	TextDetUnclipRatio               *float64
+	TextRecScoreThresh               *float64
+	SealDetLimitSideLen              *int64
+	SealDetLimitType                 *string
+	SealDetThresh                    *float64
+	SealDetBoxThresh                 *float64
+	SealDetUnclipRatio               *float64
+	SealRecScoreThresh               *float64
+	UseWiredTableCellsTransToHtml    *bool
+	UseWirelessTableCellsTransToHtml *bool
+	UseTableOrientationClassify      *bool
+	UseOcrResultsWithTableCells      *bool
+	UseE2eWiredTableRecModel         *bool
+	UseE2eWirelessTableRecModel      *bool
+}
+
+type ppstructureResponse struct {
+	Result *ppstructureInferResult `json:"result"`
+}
+
+type ppstructureInferResult struct {
+	LayoutParsingResults []*ppstructureInnerResult `json:"layoutParsingResults"`
+}
+
+type ppstructureInnerResult struct {
+	Markdown *ppstructureMarkdown `json:"markdown"`
+}
+
+type ppstructureMarkdown struct {
+	Text    *string           `json:"text"`
+	Images  map[string]string `json:"images"`
+	IsStart *bool             `json:"isStart"`
+	IsEnd   *bool             `json:"isEnd"`
+}
+
+func (p *ppstructureParser) Parse(ctx context.Context, reader io.Reader, opts ...parser.Option) (docs []*schema.Document, err error) {
+	// TODO(Bobholamovic): Current chunking strategy is rather naive; we should
+	// implement a more sophisticated one that at least takes tables and text
+	// extracted from the images into consideration.
+	options := parser.GetCommonOptions(&parser.Options{ExtraMeta: map[string]any{}}, opts...)
+
+	fileBytes, err := io.ReadAll(reader)
+	if err != nil {
+		return nil, fmt.Errorf("[Parse] failed to read the file bytes, %w", err)
+	}
+
+	b64 := base64.StdEncoding.EncodeToString(fileBytes)
+
+	reqBody := p.newRequestBody(b64, p.fileType, p.parserConfig.ParsingStrategy.ExtractImage, p.parserConfig.ParsingStrategy.ExtractTable)
+
+	bodyBytes, err := json.Marshal(reqBody)
+	if err != nil {
+		return nil, fmt.Errorf("[Parse] failed to serizalize the request body, %w", err)
+	}
+
+	req, err := http.NewRequest("POST", p.apiConfig.URL, bytes.NewReader(bodyBytes))
+	if err != nil {
+		return nil, fmt.Errorf("[Parse] failed to create a new request, %w", err)
+	}
+	req.Header.Set("Content-Type", "application/json")
+
+	resp, err := p.apiConfig.Client.Do(req)
+	if err != nil {
+		return nil, fmt.Errorf("[Parse] request failed, %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("[Parse] request failed, %w", err)
+	}
+
+	respBody, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, fmt.Errorf("[Parse] failed to read the response body, %w", err)
+	}
+
+	var res ppstructureResponse
+	if err := json.Unmarshal(respBody, &res); err != nil {
+		return nil, fmt.Errorf("[Parse] failed to deserialize the response body, %w", err)
+	}
+
+	if res.Result == nil ||
+		res.Result.LayoutParsingResults == nil {
+		return nil, fmt.Errorf("[Parse] failed to get the layout parsing result, %w", err)
+	}
+
+	for i, item := range res.Result.LayoutParsingResults {
+		if item.Markdown == nil {
+			return nil, fmt.Errorf("[Parse] invalid response, %w", err)
+		}
+		if item.Markdown.Text == nil {
+			return nil, fmt.Errorf("[Parse] invalid response, %w", err)
+		}
+
+		should_skip := false
+		for _, v := range p.parserConfig.ParsingStrategy.FilterPages {
+			if i+1 == v {
+				should_skip = true
+				break
+			}
+		}
+		if should_skip {
+			continue
+		}
+
+		text := *item.Markdown.Text
+		// Convert the image in markdown to comments, as the image content will be added later.
+		pattern := `(?i)<img[^>]*>`
+		re := regexp.MustCompile(pattern)
+		// TODO(Bobholamovic): Add image numbering
+		text = re.ReplaceAllStringFunc(text, func(matched string) string {
+			return "<!-- image -->"
+		})
+
+		partDocs, err := builtin.ChunkCustom(ctx, text, p.parserConfig, opts...)
+		if err != nil {
+			return nil, fmt.Errorf("[Parse] chunk text failed, %w", err)
+		}
+		docs = append(docs, partDocs...)
+
+		if p.parserConfig.ParsingStrategy.ExtractImage {
+			if item.Markdown.Images == nil {
+				return nil, fmt.Errorf("[Parse] invalid response, %w", err)
+			}
+			for _, v := range item.Markdown.Images {
+				image, err := base64.StdEncoding.DecodeString(v)
+				if err != nil {
+					return nil, fmt.Errorf("[Parse] failed to decode an image, %w", err)
+				}
+
+				imgSrc, err := builtin.PutImageObject(ctx, p.storage, "png", builtin.GetCreatorIDFromExtraMeta(options.ExtraMeta), image)
+				if err != nil {
+					return nil, err
+				}
+				label := fmt.Sprintf("\n%s", imgSrc)
+
+				if p.parserConfig.ParsingStrategy.ImageOCR && p.ocr != nil {
+					texts, err := p.ocr.FromBase64(ctx, v)
+					if err != nil {
+						return nil, fmt.Errorf("[Parse] FromBase64 failed, %w", err)
+					}
+					label += strings.Join(texts, "\n")
+				}
+
+				doc := &schema.Document{
+					Content:  label,
+					MetaData: map[string]any{},
+				}
+				for k, v := range options.ExtraMeta {
+					doc.MetaData[k] = v
+				}
+				docs = append(docs, doc)
+			}
+		}
+
+	}
+
+	return docs, nil
+}
+
+func (p *ppstructureParser) newRequestBody(file string, fileType int, extractImage bool, extractTable bool) map[string]interface{} {
+	payload := map[string]interface{}{
+		"file":                file,
+		"fileType":            fileType,
+		"useTableRecognition": extractTable,
+		"visualize":           extractImage,
+	}
+
+	if p.apiConfig.UseDocOrientationClassify != nil {
+		payload["useDocOrientationClassify"] = *p.apiConfig.UseDocOrientationClassify
+	}
+	if p.apiConfig.UseDocUnwarping != nil {
+		payload["useDocUnwarping"] = *p.apiConfig.UseDocUnwarping
+	}
+	if p.apiConfig.UseTextlineOrientation != nil {
+		payload["useTextlineOrientation"] = *p.apiConfig.UseTextlineOrientation
+	}
+	if p.apiConfig.UseSealRecognition != nil {
+		payload["useSealRecognition"] = *p.apiConfig.UseSealRecognition
+	}
+	if p.apiConfig.UseFormulaRecognition != nil {
+		payload["useFormulaRecognition"] = *p.apiConfig.UseFormulaRecognition
+	}
+	if p.apiConfig.UseChartRecognition != nil {
+		payload["useChartRecognition"] = *p.apiConfig.UseChartRecognition
+	}
+	if p.apiConfig.UseRegionDetection != nil {
+		payload["useRegionDetection"] = *p.apiConfig.UseRegionDetection
+	}
+	if p.apiConfig.LayoutThreshold != nil {
+		payload["layoutThreshold"] = *p.apiConfig.LayoutThreshold
+	}
+	if p.apiConfig.LayoutNms != nil {
+		payload["layoutNms"] = *p.apiConfig.LayoutNms
+	}
+	if p.apiConfig.LayoutUnclipRatio != nil {
+		payload["layoutUnclipRatio"] = *p.apiConfig.LayoutUnclipRatio
+	}
+	if p.apiConfig.LayoutMergeBboxesMode != nil {
+		payload["layoutMergeBboxesMode"] = *p.apiConfig.LayoutMergeBboxesMode
+	}
+	if p.apiConfig.TextDetLimitSideLen != nil {
+		payload["textDetLimitSideLen"] = *p.apiConfig.TextDetLimitSideLen
+	}
+	if p.apiConfig.TextDetLimitType != nil {
+		payload["textDetLimitType"] = *p.apiConfig.TextDetLimitType
+	}
+	if p.apiConfig.TextDetThresh != nil {
+		payload["textDetThresh"] = *p.apiConfig.TextDetThresh
+	}
+	if p.apiConfig.TextDetBoxThresh != nil {
+		payload["textDetBoxThresh"] = *p.apiConfig.TextDetBoxThresh
+	}
+	if p.apiConfig.TextDetUnclipRatio != nil {
+		payload["textDetUnclipRatio"] = *p.apiConfig.TextDetUnclipRatio
+	}
+	if p.apiConfig.TextRecScoreThresh != nil {
+		payload["textRecScoreThresh"] = *p.apiConfig.TextRecScoreThresh
+	}
+	if p.apiConfig.SealDetLimitSideLen != nil {
+		payload["sealDetLimitSideLen"] = *p.apiConfig.SealDetLimitSideLen
+	}
+	if p.apiConfig.SealDetLimitType != nil {
+		payload["sealDetLimitType"] = *p.apiConfig.SealDetLimitType
+	}
+	if p.apiConfig.SealDetThresh != nil {
+		payload["sealDetThresh"] = *p.apiConfig.SealDetThresh
+	}
+	if p.apiConfig.SealDetBoxThresh != nil {
+		payload["sealDetBoxThresh"] = *p.apiConfig.SealDetBoxThresh
+	}
+	if p.apiConfig.SealDetUnclipRatio != nil {
+		payload["sealDetUnclipRatio"] = *p.apiConfig.SealDetUnclipRatio
+	}
+	if p.apiConfig.SealRecScoreThresh != nil {
+		payload["sealRecScoreThresh"] = *p.apiConfig.SealRecScoreThresh
+	}
+	if p.apiConfig.UseWiredTableCellsTransToHtml != nil {
+		payload["useWiredTableCellsTransToHtml"] = *p.apiConfig.UseWiredTableCellsTransToHtml
+	}
+	if p.apiConfig.UseWirelessTableCellsTransToHtml != nil {
+		payload["useWirelessTableCellsTransToHtml"] = *p.apiConfig.UseWirelessTableCellsTransToHtml
+	}
+	if p.apiConfig.UseTableOrientationClassify != nil {
+		payload["useTableOrientationClassify"] = *p.apiConfig.UseTableOrientationClassify
+	}
+	if p.apiConfig.UseOcrResultsWithTableCells != nil {
+		payload["useOcrResultsWithTableCells"] = *p.apiConfig.UseOcrResultsWithTableCells
+	}
+	if p.apiConfig.UseE2eWiredTableRecModel != nil {
+		payload["useE2eWiredTableRecModel"] = *p.apiConfig.UseE2eWiredTableRecModel
+	}
+	if p.apiConfig.UseE2eWirelessTableRecModel != nil {
+		payload["useE2eWirelessTableRecModel"] = *p.apiConfig.UseE2eWirelessTableRecModel
+	}
+
+	return payload
+}

backend/types/consts/consts.go

@@ -87,6 +87,14 @@ const (
 	UseSSL      = "USE_SSL"
 	SSLCertFile = "SSL_CERT_FILE"
 	SSLKeyFile  = "SSL_KEY_FILE"
+
+	OCRType     = "OCR_TYPE"
+	VeOCRAK     = "VE_OCR_AK"
+	VeOCRSK     = "VE_OCR_SK"
+	PPOCRAPIURL = "PADDLEOCR_OCR_API_URL"
+
+	ParserType        = "PARSER_TYPE"
+	PPStructureAPIURL = "PADDLEOCR_STRUCTURE_API_URL"
 )
 
 const (

docker/.env.debug.example

@@ -140,6 +140,12 @@ export VE_OCR_SK=""
 # paddleocr ocr
 export PADDLEOCR_OCR_API_URL=""
 
+# Settings for Document Parser
+# Supported parser types: `builtin`, `paddleocr`
+export PARSER_TYPE="builtin"
+# paddleocr structure
+export PADDLEOCR_STRUCTURE_API_URL=""
+
 # Settings for Model
 # Model for agent & workflow
 # add suffix number to add different models

docker/.env.example

@@ -137,6 +137,12 @@ export VE_OCR_SK=""
 # paddleocr ocr
 export PADDLEOCR_OCR_API_URL=""
 
+# Settings for Document Parser
+# Supported parser types: `builtin`, `paddleocr`
+export PARSER_TYPE="builtin"
+# paddleocr structure
+export PADDLEOCR_STRUCTURE_API_URL=""
+
 # Settings for Model
 # Model for agent & workflow
 # add suffix number to add different models