📦 RAGFlow rag/ 文件级依赖关系报告

📊 统计概览

📑 目录

🗺️ 完整文件级依赖图 (rag 内部)

graph LR
  __init__["__init__"]
  class __init__ top_style
  advanced_rag___init__["advanced_rag/__init__"]
  class advanced_rag___init__ advanced_rag_style
  advanced_rag_tree_structured_query_decomposition_retrieval["advanced_rag/tree_structured_query_decomposition_retrieval"]
  class advanced_rag_tree_structured_query_decomposition_retrieval advanced_rag_style
  app___init__["app/__init__"]
  class app___init__ app_style
  app_audio["app/audio"]
  class app_audio app_style
  app_book["app/book"]
  class app_book app_style
  app_email["app/email"]
  class app_email app_style
  app_laws["app/laws"]
  class app_laws app_style
  app_manual["app/manual"]
  class app_manual app_style
  app_naive["app/naive"]
  class app_naive app_style
  app_one["app/one"]
  class app_one app_style
  app_paper["app/paper"]
  class app_paper app_style
  app_picture["app/picture"]
  class app_picture app_style
  app_presentation["app/presentation"]
  class app_presentation app_style
  app_qa["app/qa"]
  class app_qa app_style
  app_resume["app/resume"]
  class app_resume app_style
  app_table["app/table"]
  class app_table app_style
  app_tag["app/tag"]
  class app_tag app_style
  benchmark["benchmark"]
  class benchmark top_style
  flow___init__["flow/__init__"]
  class flow___init__ flow_style
  flow_base["flow/base"]
  class flow_base flow_style
  flow_chunker___init__["flow/chunker/__init__"]
  class flow_chunker___init__ flow_style
  flow_chunker_schema["flow/chunker/schema"]
  class flow_chunker_schema flow_style
  flow_chunker_title_chunker___init__["flow/chunker/title_chunker/__init__"]
  class flow_chunker_title_chunker___init__ flow_style
  flow_chunker_title_chunker_common["flow/chunker/title_chunker/common"]
  class flow_chunker_title_chunker_common flow_style
  flow_chunker_title_chunker_group_chunker["flow/chunker/title_chunker/group_chunker"]
  class flow_chunker_title_chunker_group_chunker flow_style
  flow_chunker_title_chunker_hierarchy_chunker["flow/chunker/title_chunker/hierarchy_chunker"]
  class flow_chunker_title_chunker_hierarchy_chunker flow_style
  flow_chunker_title_chunker_schema["flow/chunker/title_chunker/schema"]
  class flow_chunker_title_chunker_schema flow_style
  flow_chunker_title_chunker_title_chunker["flow/chunker/title_chunker/title_chunker"]
  class flow_chunker_title_chunker_title_chunker flow_style
  flow_chunker_token_chunker["flow/chunker/token_chunker"]
  class flow_chunker_token_chunker flow_style
  flow_extractor___init__["flow/extractor/__init__"]
  class flow_extractor___init__ flow_style
  flow_extractor_extractor["flow/extractor/extractor"]
  class flow_extractor_extractor flow_style
  flow_extractor_schema["flow/extractor/schema"]
  class flow_extractor_schema flow_style
  flow_file["flow/file"]
  class flow_file flow_style
  flow_parser___init__["flow/parser/__init__"]
  class flow_parser___init__ flow_style
  flow_parser_parser["flow/parser/parser"]
  class flow_parser_parser flow_style
  flow_parser_pdf_chunk_metadata["flow/parser/pdf_chunk_metadata"]
  class flow_parser_pdf_chunk_metadata flow_style
  flow_parser_schema["flow/parser/schema"]
  class flow_parser_schema flow_style
  flow_parser_utils["flow/parser/utils"]
  class flow_parser_utils flow_style
  flow_pipeline["flow/pipeline"]
  class flow_pipeline flow_style
  flow_tests_client["flow/tests/client"]
  class flow_tests_client flow_style
  flow_tokenizer___init__["flow/tokenizer/__init__"]
  class flow_tokenizer___init__ flow_style
  flow_tokenizer_schema["flow/tokenizer/schema"]
  class flow_tokenizer_schema flow_style
  flow_tokenizer_tokenizer["flow/tokenizer/tokenizer"]
  class flow_tokenizer_tokenizer flow_style
  graphrag___init__["graphrag/__init__"]
  class graphrag___init__ graphrag_style
  graphrag_entity_resolution["graphrag/entity_resolution"]
  class graphrag_entity_resolution graphrag_style
  graphrag_entity_resolution_prompt["graphrag/entity_resolution_prompt"]
  class graphrag_entity_resolution_prompt graphrag_style
  graphrag_general___init__["graphrag/general/__init__"]
  class graphrag_general___init__ graphrag_style
  graphrag_general_community_report_prompt["graphrag/general/community_report_prompt"]
  class graphrag_general_community_report_prompt graphrag_style
  graphrag_general_community_reports_extractor["graphrag/general/community_reports_extractor"]
  class graphrag_general_community_reports_extractor graphrag_style
  graphrag_general_entity_embedding["graphrag/general/entity_embedding"]
  class graphrag_general_entity_embedding graphrag_style
  graphrag_general_extractor["graphrag/general/extractor"]
  class graphrag_general_extractor graphrag_style
  graphrag_general_graph_extractor["graphrag/general/graph_extractor"]
  class graphrag_general_graph_extractor graphrag_style
  graphrag_general_graph_prompt["graphrag/general/graph_prompt"]
  class graphrag_general_graph_prompt graphrag_style
  graphrag_general_index["graphrag/general/index"]
  class graphrag_general_index graphrag_style
  graphrag_general_leiden["graphrag/general/leiden"]
  class graphrag_general_leiden graphrag_style
  graphrag_general_mind_map_extractor["graphrag/general/mind_map_extractor"]
  class graphrag_general_mind_map_extractor graphrag_style
  graphrag_general_mind_map_prompt["graphrag/general/mind_map_prompt"]
  class graphrag_general_mind_map_prompt graphrag_style
  graphrag_general_smoke["graphrag/general/smoke"]
  class graphrag_general_smoke graphrag_style
  graphrag_light___init__["graphrag/light/__init__"]
  class graphrag_light___init__ graphrag_style
  graphrag_light_graph_extractor["graphrag/light/graph_extractor"]
  class graphrag_light_graph_extractor graphrag_style
  graphrag_light_graph_prompt["graphrag/light/graph_prompt"]
  class graphrag_light_graph_prompt graphrag_style
  graphrag_light_smoke["graphrag/light/smoke"]
  class graphrag_light_smoke graphrag_style
  graphrag_ner___init__["graphrag/ner/__init__"]
  class graphrag_ner___init__ graphrag_style
  graphrag_ner_graph_extractor["graphrag/ner/graph_extractor"]
  class graphrag_ner_graph_extractor graphrag_style
  graphrag_phase_markers["graphrag/phase_markers"]
  class graphrag_phase_markers graphrag_style
  graphrag_query_analyze_prompt["graphrag/query_analyze_prompt"]
  class graphrag_query_analyze_prompt graphrag_style
  graphrag_search["graphrag/search"]
  class graphrag_search graphrag_style
  graphrag_utils["graphrag/utils"]
  class graphrag_utils graphrag_style
  llm___init__["llm/__init__"]
  class llm___init__ llm_style
  llm_chat_model["llm/chat_model"]
  class llm_chat_model llm_style
  llm_cv_model["llm/cv_model"]
  class llm_cv_model llm_style
  llm_embedding_model["llm/embedding_model"]
  class llm_embedding_model llm_style
  llm_ocr_model["llm/ocr_model"]
  class llm_ocr_model llm_style
  llm_rerank_model["llm/rerank_model"]
  class llm_rerank_model llm_style
  llm_sequence2txt_model["llm/sequence2txt_model"]
  class llm_sequence2txt_model llm_style
  llm_tool_decorator["llm/tool_decorator"]
  class llm_tool_decorator llm_style
  llm_tts_model["llm/tts_model"]
  class llm_tts_model llm_style
  nlp___init__["nlp/__init__"]
  class nlp___init__ nlp_style
  nlp_query["nlp/query"]
  class nlp_query nlp_style
  nlp_rag_tokenizer["nlp/rag_tokenizer"]
  class nlp_rag_tokenizer nlp_style
  nlp_search["nlp/search"]
  class nlp_search nlp_style
  nlp_surname["nlp/surname"]
  class nlp_surname nlp_style
  nlp_synonym["nlp/synonym"]
  class nlp_synonym nlp_style
  nlp_term_weight["nlp/term_weight"]
  class nlp_term_weight nlp_style
  prompts___init__["prompts/__init__"]
  class prompts___init__ prompts_style
  prompts_generator["prompts/generator"]
  class prompts_generator prompts_style
  prompts_template["prompts/template"]
  class prompts_template prompts_style
  raptor["raptor"]
  class raptor top_style
  settings["settings"]
  class settings top_style
  svr_cache_file_svr["svr/cache_file_svr"]
  class svr_cache_file_svr svr_style
  svr_discord_svr["svr/discord_svr"]
  class svr_discord_svr svr_style
  svr_sync_data_source["svr/sync_data_source"]
  class svr_sync_data_source svr_style
  svr_task_executor["svr/task_executor"]
  class svr_task_executor svr_style
  utils___init__["utils/__init__"]
  class utils___init__ utils_style
  utils_azure_sas_conn["utils/azure_sas_conn"]
  class utils_azure_sas_conn utils_style
  utils_azure_spn_conn["utils/azure_spn_conn"]
  class utils_azure_spn_conn utils_style
  utils_base64_image["utils/base64_image"]
  class utils_base64_image utils_style
  utils_encrypted_storage["utils/encrypted_storage"]
  class utils_encrypted_storage utils_style
  utils_es_conn["utils/es_conn"]
  class utils_es_conn utils_style
  utils_file_utils["utils/file_utils"]
  class utils_file_utils utils_style
  utils_gcs_conn["utils/gcs_conn"]
  class utils_gcs_conn utils_style
  utils_infinity_conn["utils/infinity_conn"]
  class utils_infinity_conn utils_style
  utils_lazy_image["utils/lazy_image"]
  class utils_lazy_image utils_style
  utils_minio_conn["utils/minio_conn"]
  class utils_minio_conn utils_style
  utils_ob_conn["utils/ob_conn"]
  class utils_ob_conn utils_style
  utils_opendal_conn["utils/opendal_conn"]
  class utils_opendal_conn utils_style
  utils_opensearch_conn["utils/opensearch_conn"]
  class utils_opensearch_conn utils_style
  utils_oss_conn["utils/oss_conn"]
  class utils_oss_conn utils_style
  utils_raptor_utils["utils/raptor_utils"]
  class utils_raptor_utils utils_style
  utils_redis_conn["utils/redis_conn"]
  class utils_redis_conn utils_style
  utils_s3_conn["utils/s3_conn"]
  class utils_s3_conn utils_style
  utils_storage_factory["utils/storage_factory"]
  class utils_storage_factory utils_style
  utils_table_es_metadata["utils/table_es_metadata"]
  class utils_table_es_metadata utils_style
  utils_tavily_conn["utils/tavily_conn"]
  class utils_tavily_conn utils_style
  utils_tts_cache["utils/tts_cache"]
  class utils_tts_cache utils_style
  classDef llm_style fill:#dcfce7,stroke:#16a34a,color:#166534
  classDef nlp_style fill:#ffedd5,stroke:#ea580c,color:#9a3412
  classDef flow_style fill:#f3e8ff,stroke:#9333ea,color:#6b21a8
  classDef app_style fill:#fee2e2,stroke:#dc2626,color:#991b1b
  classDef graphrag_style fill:#fef3c7,stroke:#f59e0b,color:#92400e
  classDef utils_style fill:#cffafe,stroke:#0891b2,color:#155e75
  classDef prompts_style fill:#ede9fe,stroke:#7c3aed,color:#6d28d9
  classDef svr_style fill:#fce7f3,stroke:#db2777,color:#9d174d
  classDef advanced_rag_style fill:#e0e7ff,stroke:#4f46e5,color:#3730a3
  classDef top_style fill:#dbeafe,stroke:#2563eb,color:#1e40af
  advanced_rag_tree_structured_query_decomposition_retrieval --> prompts_generator
  advanced_rag_tree_structured_query_decomposition_retrieval --> utils_tavily_conn
  app_book --> app_naive
  app_book --> utils_lazy_image
  app_email --> app_naive
  app_laws --> app_naive
  app_manual --> app_naive
  app_naive --> utils_file_utils
  app_one --> app_naive
  app_paper --> app_naive
  app_presentation --> app_naive
  app_presentation --> utils_lazy_image
  app_resume --> prompts_template
  app_tag --> app_qa
  flow_chunker___init__ --> flow_chunker_token_chunker
  flow_chunker_title_chunker___init__ --> flow_chunker_title_chunker_common
  flow_chunker_title_chunker___init__ --> flow_chunker_title_chunker_title_chunker
  flow_chunker_title_chunker_common --> flow_base
  flow_chunker_title_chunker_common --> flow_parser_pdf_chunk_metadata
  flow_chunker_title_chunker_group_chunker --> flow_chunker_title_chunker_common
  flow_chunker_title_chunker_hierarchy_chunker --> flow_chunker_title_chunker_common
  flow_chunker_title_chunker_title_chunker --> flow_base
  flow_chunker_title_chunker_title_chunker --> flow_chunker_title_chunker_group_chunker
  flow_chunker_title_chunker_title_chunker --> flow_chunker_title_chunker_hierarchy_chunker
  flow_chunker_title_chunker_title_chunker --> flow_chunker_title_chunker_schema
  flow_chunker_token_chunker --> flow_base
  flow_chunker_token_chunker --> flow_chunker_schema
  flow_chunker_token_chunker --> flow_parser_pdf_chunk_metadata
  flow_extractor_extractor --> flow_base
  flow_extractor_extractor --> prompts_generator
  flow_file --> flow_base
  flow_parser_parser --> app_naive
  flow_parser_parser --> flow_base
  flow_parser_parser --> flow_parser_pdf_chunk_metadata
  flow_parser_parser --> flow_parser_schema
  flow_parser_parser --> flow_parser_utils
  flow_parser_parser --> llm_cv_model
  flow_parser_parser --> utils_base64_image
  flow_parser_pdf_chunk_metadata --> utils_base64_image
  flow_pipeline --> utils_redis_conn
  flow_tests_client --> flow_pipeline
  flow_tokenizer_tokenizer --> flow_base
  flow_tokenizer_tokenizer --> flow_parser_pdf_chunk_metadata
  flow_tokenizer_tokenizer --> flow_tokenizer_schema
  flow_tokenizer_tokenizer --> svr_task_executor
  graphrag_entity_resolution --> llm_chat_model
  graphrag_general_community_reports_extractor --> llm_chat_model
  graphrag_general_extractor --> llm_chat_model
  graphrag_general_extractor --> prompts_generator
  graphrag_general_graph_extractor --> llm_chat_model
  graphrag_general_index --> utils_redis_conn
  graphrag_general_mind_map_extractor --> llm_chat_model
  graphrag_light_graph_extractor --> llm_chat_model
  graphrag_ner_graph_extractor --> llm_chat_model
  graphrag_phase_markers --> utils_redis_conn
  graphrag_search --> nlp_search
  graphrag_utils --> utils_redis_conn
  llm_chat_model --> llm_tool_decorator
  llm_cv_model --> llm_chat_model
  llm_cv_model --> prompts_generator
  nlp___init__ --> utils_lazy_image
  nlp_query --> utils_redis_conn
  nlp_search --> prompts_generator
  prompts_generator --> prompts_template
  raptor --> utils_raptor_utils
  svr_cache_file_svr --> utils_redis_conn
  svr_task_executor --> flow_pipeline
  svr_task_executor --> prompts_generator
  svr_task_executor --> raptor
  svr_task_executor --> utils_base64_image
  svr_task_executor --> utils_raptor_utils
  svr_task_executor --> utils_redis_conn
  svr_task_executor --> utils_table_es_metadata
  utils_base64_image --> svr_task_executor
  utils_base64_image --> utils_lazy_image
  utils_tts_cache --> utils_redis_conn

(顶层)/ (4 文件)

graph LR
  __init__["__init__"]
  benchmark["benchmark"]
  raptor["raptor"]
  settings["settings"]

advanced_rag/ (2 文件)

graph LR
  advanced_rag___init__["__init__"]
  advanced_rag_tree_structured_query_decomposition_retrieval["tree_structured_query_decomposition_retrieval"]

app/ (15 文件)

graph LR
  app___init__["__init__"]
  app_audio["audio"]
  app_book["book"]
  app_email["email"]
  app_laws["laws"]
  app_manual["manual"]
  app_naive["naive"]
  app_one["one"]
  app_paper["paper"]
  app_picture["picture"]
  app_presentation["presentation"]
  app_qa["qa"]
  app_resume["resume"]
  app_table["table"]
  app_tag["tag"]
  app_book --> app_naive
  app_email --> app_naive
  app_laws --> app_naive
  app_manual --> app_naive
  app_one --> app_naive
  app_paper --> app_naive
  app_presentation --> app_naive
  app_tag --> app_qa

flow/ (4 文件)

graph LR
  flow___init__["__init__"]
  flow_base["base"]
  flow_file["file"]
  flow_pipeline["pipeline"]
  flow_file --> flow_base

flow/chunker/ (3 文件)

graph LR
  flow_chunker___init__["__init__"]
  flow_chunker_schema["schema"]
  flow_chunker_token_chunker["token_chunker"]
  flow_chunker___init__ --> flow_chunker_token_chunker
  flow_chunker_token_chunker --> flow_chunker_schema

flow/chunker/title_chunker/ (6 文件)

graph LR
  flow_chunker_title_chunker___init__["__init__"]
  flow_chunker_title_chunker_common["common"]
  flow_chunker_title_chunker_group_chunker["group_chunker"]
  flow_chunker_title_chunker_hierarchy_chunker["hierarchy_chunker"]
  flow_chunker_title_chunker_schema["schema"]
  flow_chunker_title_chunker_title_chunker["title_chunker"]
  flow_chunker_title_chunker___init__ --> flow_chunker_title_chunker_common
  flow_chunker_title_chunker___init__ --> flow_chunker_title_chunker_title_chunker
  flow_chunker_title_chunker_group_chunker --> flow_chunker_title_chunker_common
  flow_chunker_title_chunker_hierarchy_chunker --> flow_chunker_title_chunker_common
  flow_chunker_title_chunker_title_chunker --> flow_chunker_title_chunker_group_chunker
  flow_chunker_title_chunker_title_chunker --> flow_chunker_title_chunker_hierarchy_chunker
  flow_chunker_title_chunker_title_chunker --> flow_chunker_title_chunker_schema

flow/extractor/ (3 文件)

graph LR
  flow_extractor___init__["__init__"]
  flow_extractor_extractor["extractor"]
  flow_extractor_schema["schema"]

flow/parser/ (5 文件)

graph LR
  flow_parser___init__["__init__"]
  flow_parser_parser["parser"]
  flow_parser_pdf_chunk_metadata["pdf_chunk_metadata"]
  flow_parser_schema["schema"]
  flow_parser_utils["utils"]
  flow_parser_parser --> flow_parser_pdf_chunk_metadata
  flow_parser_parser --> flow_parser_schema
  flow_parser_parser --> flow_parser_utils

flow/tests/ (1 文件)

flow/tokenizer/ (3 文件)

graph LR
  flow_tokenizer___init__["__init__"]
  flow_tokenizer_schema["schema"]
  flow_tokenizer_tokenizer["tokenizer"]
  flow_tokenizer_tokenizer --> flow_tokenizer_schema

graphrag/ (7 文件)

graph LR
  graphrag___init__["__init__"]
  graphrag_entity_resolution["entity_resolution"]
  graphrag_entity_resolution_prompt["entity_resolution_prompt"]
  graphrag_phase_markers["phase_markers"]
  graphrag_query_analyze_prompt["query_analyze_prompt"]
  graphrag_search["search"]
  graphrag_utils["utils"]

graphrag/general/ (12 文件)

graph LR
  graphrag_general___init__["__init__"]
  graphrag_general_community_report_prompt["community_report_prompt"]
  graphrag_general_community_reports_extractor["community_reports_extractor"]
  graphrag_general_entity_embedding["entity_embedding"]
  graphrag_general_extractor["extractor"]
  graphrag_general_graph_extractor["graph_extractor"]
  graphrag_general_graph_prompt["graph_prompt"]
  graphrag_general_index["index"]
  graphrag_general_leiden["leiden"]
  graphrag_general_mind_map_extractor["mind_map_extractor"]
  graphrag_general_mind_map_prompt["mind_map_prompt"]
  graphrag_general_smoke["smoke"]

graphrag/light/ (4 文件)

graph LR
  graphrag_light___init__["__init__"]
  graphrag_light_graph_extractor["graph_extractor"]
  graphrag_light_graph_prompt["graph_prompt"]
  graphrag_light_smoke["smoke"]

graphrag/ner/ (2 文件)

graph LR
  graphrag_ner___init__["__init__"]
  graphrag_ner_graph_extractor["graph_extractor"]

llm/ (9 文件)

graph LR
  llm___init__["__init__"]
  llm_chat_model["chat_model"]
  llm_cv_model["cv_model"]
  llm_embedding_model["embedding_model"]
  llm_ocr_model["ocr_model"]
  llm_rerank_model["rerank_model"]
  llm_sequence2txt_model["sequence2txt_model"]
  llm_tool_decorator["tool_decorator"]
  llm_tts_model["tts_model"]
  llm_chat_model --> llm_tool_decorator
  llm_cv_model --> llm_chat_model

nlp/ (7 文件)

graph LR
  nlp___init__["__init__"]
  nlp_query["query"]
  nlp_rag_tokenizer["rag_tokenizer"]
  nlp_search["search"]
  nlp_surname["surname"]
  nlp_synonym["synonym"]
  nlp_term_weight["term_weight"]

prompts/ (3 文件)

graph LR
  prompts___init__["__init__"]
  prompts_generator["generator"]
  prompts_template["template"]
  prompts_generator --> prompts_template

svr/ (4 文件)

graph LR
  svr_cache_file_svr["cache_file_svr"]
  svr_discord_svr["discord_svr"]
  svr_sync_data_source["sync_data_source"]
  svr_task_executor["task_executor"]

utils/ (22 文件)

graph LR
  utils___init__["__init__"]
  utils_azure_sas_conn["azure_sas_conn"]
  utils_azure_spn_conn["azure_spn_conn"]
  utils_base64_image["base64_image"]
  utils_encrypted_storage["encrypted_storage"]
  utils_es_conn["es_conn"]
  utils_file_utils["file_utils"]
  utils_gcs_conn["gcs_conn"]
  utils_infinity_conn["infinity_conn"]
  utils_lazy_image["lazy_image"]
  utils_minio_conn["minio_conn"]
  utils_ob_conn["ob_conn"]
  utils_opendal_conn["opendal_conn"]
  utils_opensearch_conn["opensearch_conn"]
  utils_oss_conn["oss_conn"]
  utils_raptor_utils["raptor_utils"]
  utils_redis_conn["redis_conn"]
  utils_s3_conn["s3_conn"]
  utils_storage_factory["storage_factory"]
  utils_table_es_metadata["table_es_metadata"]
  utils_tavily_conn["tavily_conn"]
  utils_tts_cache["tts_cache"]
  utils_base64_image --> utils_lazy_image
  utils_tts_cache --> utils_redis_conn

📈 依赖统计排行

📋 完整文件-依赖矩阵

展示每个 .py 文件的完整 rag 内部依赖和关键外部依赖。