mirror of
https://git.mirrors.martin98.com/https://github.com/infiniflow/ragflow.git
synced 2025-07-31 14:31:58 +08:00
API: start parsing (#1377)
### What problem does this PR solve? Make the document start parsing. ### Type of change - [x] New Feature (non-breaking change which adds functionality)
This commit is contained in:
parent
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commit
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@ -18,30 +18,35 @@ import re
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import warnings
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from io import BytesIO
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from elasticsearch_dsl import Q
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from flask import request, send_file
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from flask_login import login_required, current_user
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from httpx import HTTPError
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from minio import S3Error
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from api.contants import NAME_LENGTH_LIMIT
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from api.db import FileType, ParserType, FileSource
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from api.db import FileType, ParserType, FileSource, TaskStatus
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from api.db import StatusEnum
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from api.db.db_models import File
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from api.db.db_models import File, Task
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from api.db.services import duplicate_name
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from api.db.services.document_service import DocumentService
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from api.db.services.file2document_service import File2DocumentService
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from api.db.services.file_service import FileService
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from api.db.services.knowledgebase_service import KnowledgebaseService
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from api.db.services.task_service import TaskService
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from api.db.services.user_service import TenantService
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from api.settings import RetCode
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from api.utils import get_uuid
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from api.utils.api_utils import construct_json_result, construct_error_response
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from api.utils.api_utils import construct_result, validate_request
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from api.utils.file_utils import filename_type, thumbnail
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from rag.app import book, laws, manual, naive, one, paper, presentation, qa, resume, table, picture
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from rag.nlp import search
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from rag.utils.es_conn import ELASTICSEARCH
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from rag.utils.minio_conn import MINIO
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MAXIMUM_OF_UPLOADING_FILES = 256
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# ------------------------------ create a dataset ---------------------------------------
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@manager.route("/", methods=["POST"])
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@ -116,6 +121,7 @@ def create_dataset():
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except Exception as e:
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return construct_error_response(e)
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# -----------------------------list datasets-------------------------------------------------------
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@manager.route("/", methods=["GET"])
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@ -135,6 +141,7 @@ def list_datasets():
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except HTTPError as http_err:
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return construct_json_result(http_err)
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# ---------------------------------delete a dataset ----------------------------
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@manager.route("/<dataset_id>", methods=["DELETE"])
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@ -162,13 +169,15 @@ def remove_dataset(dataset_id):
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# delete the dataset
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if not KnowledgebaseService.delete_by_id(dataset_id):
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return construct_json_result(code=RetCode.DATA_ERROR, message="There was an error during the dataset removal process. "
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"Please check the status of the RAGFlow server and try the removal again.")
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return construct_json_result(code=RetCode.DATA_ERROR,
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message="There was an error during the dataset removal process. "
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"Please check the status of the RAGFlow server and try the removal again.")
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# success
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return construct_json_result(code=RetCode.SUCCESS, message=f"Remove dataset: {dataset_id} successfully")
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except Exception as e:
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return construct_error_response(e)
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# ------------------------------ get details of a dataset ----------------------------------------
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@manager.route("/<dataset_id>", methods=["GET"])
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@ -182,6 +191,7 @@ def get_dataset(dataset_id):
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except Exception as e:
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return construct_json_result(e)
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# ------------------------------ update a dataset --------------------------------------------
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@manager.route("/<dataset_id>", methods=["PUT"])
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@ -209,8 +219,9 @@ def update_dataset(dataset_id):
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if name.lower() != dataset.name.lower() \
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and len(KnowledgebaseService.query(name=name, tenant_id=current_user.id,
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status=StatusEnum.VALID.value)) > 1:
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return construct_json_result(code=RetCode.DATA_ERROR, message=f"The name: {name.lower()} is already used by other "
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f"datasets. Please choose a different name.")
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return construct_json_result(code=RetCode.DATA_ERROR,
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message=f"The name: {name.lower()} is already used by other "
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f"datasets. Please choose a different name.")
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dataset_updating_data = {}
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chunk_num = req.get("chunk_num")
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@ -222,17 +233,21 @@ def update_dataset(dataset_id):
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if chunk_num == 0:
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dataset_updating_data["embd_id"] = req["embedding_model_id"]
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else:
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construct_json_result(code=RetCode.DATA_ERROR, message="You have already parsed the document in this "
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return construct_json_result(code=RetCode.DATA_ERROR, message="You have already parsed the document in this "
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"dataset, so you cannot change the embedding "
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"model.")
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# only if chunk_num is 0, the user can update the chunk_method
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if req.get("chunk_method"):
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if chunk_num == 0:
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dataset_updating_data['parser_id'] = req["chunk_method"]
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else:
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if "chunk_method" in req:
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type_value = req["chunk_method"]
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if is_illegal_value_for_enum(type_value, ParserType):
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return construct_json_result(message=f"Illegal value {type_value} for 'chunk_method' field.",
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code=RetCode.DATA_ERROR)
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if chunk_num != 0:
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construct_json_result(code=RetCode.DATA_ERROR, message="You have already parsed the document "
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"in this dataset, so you cannot "
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"change the chunk method.")
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dataset_updating_data["parser_id"] = req["template_type"]
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# convert the photo parameter to avatar
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if req.get("photo"):
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dataset_updating_data["avatar"] = req["photo"]
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@ -265,6 +280,7 @@ def update_dataset(dataset_id):
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except Exception as e:
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return construct_error_response(e)
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# --------------------------------content management ----------------------------------------------
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# ----------------------------upload files-----------------------------------------------------
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@ -339,9 +355,10 @@ def upload_documents(dataset_id):
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location += "_"
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blob = file.read()
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# the content is empty, raising a warning
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if blob == b'':
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warnings.warn(f"[WARNING]: The file {filename} is empty.")
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warnings.warn(f"[WARNING]: The content of the file {filename} is empty.")
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MINIO.put(dataset_id, location, blob)
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@ -453,6 +470,7 @@ def list_documents(dataset_id):
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except Exception as e:
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return construct_error_response(e)
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# ----------------------------update: enable rename-----------------------------------------------------
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@manager.route("/<dataset_id>/documents/<document_id>", methods=["PUT"])
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@login_required
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@ -555,6 +573,7 @@ def update_document(dataset_id, document_id):
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def is_illegal_value_for_enum(value, enum_class):
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return value not in enum_class.__members__.values()
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# ----------------------------download a file-----------------------------------------------------
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@manager.route("/<dataset_id>/documents/<document_id>", methods=["GET"])
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@login_required
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@ -563,7 +582,8 @@ def download_document(dataset_id, document_id):
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# Check whether there is this dataset
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exist, _ = KnowledgebaseService.get_by_id(dataset_id)
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if not exist:
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return construct_json_result(code=RetCode.DATA_ERROR, message=f"This dataset '{dataset_id}' cannot be found!")
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return construct_json_result(code=RetCode.DATA_ERROR,
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message=f"This dataset '{dataset_id}' cannot be found!")
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# Check whether there is this document
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exist, document = DocumentService.get_by_id(document_id)
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@ -591,8 +611,142 @@ def download_document(dataset_id, document_id):
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except Exception as e:
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return construct_error_response(e)
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# ----------------------------start parsing-----------------------------------------------------
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# ----------------------------start parsing a document-----------------------------------------------------
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# helper method for parsing
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def dummy(prog=None, msg=""):
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pass
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def doc_parse(binary, doc_name, parser_name, tenant_id):
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match parser_name:
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case "book":
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book.chunk(doc_name, binary=binary, callback=dummy)
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case "laws":
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laws.chunk(doc_name, binary=binary, callback=dummy)
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case "manual":
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manual.chunk(doc_name, binary=binary, callback=dummy)
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case "naive":
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# It's the mode by default, which is general in the front-end
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naive.chunk(doc_name, binary=binary, callback=dummy)
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case "one":
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one.chunk(doc_name, binary=binary, callback=dummy)
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case "paper":
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paper.chunk(doc_name, binary=binary, callback=dummy)
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case "picture":
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picture.chunk(doc_name, binary=binary, tenant_id=tenant_id, lang="Chinese", callback=dummy)
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case "presentation":
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presentation.chunk(doc_name, binary=binary, callback=dummy)
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case "qa":
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qa.chunk(doc_name, binary=binary, callback=dummy)
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case "resume":
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resume.chunk(doc_name, binary=binary, callback=dummy)
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case "table":
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table.chunk(doc_name, binary=binary, callback=dummy)
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case _:
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return False
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return True
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@manager.route("/<dataset_id>/documents/<document_id>/status", methods=["POST"])
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@login_required
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def parse_document(dataset_id, document_id):
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try:
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# valid dataset
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exist, _ = KnowledgebaseService.get_by_id(dataset_id)
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if not exist:
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return construct_json_result(code=RetCode.DATA_ERROR,
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message=f"This dataset '{dataset_id}' cannot be found!")
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message = ""
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res = get_message_during_parsing_document(document_id, message)
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if isinstance(res, str):
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message += res
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return construct_json_result(code=RetCode.SUCCESS, message=message)
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else:
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return res
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except Exception as e:
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return construct_error_response(e)
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# ----------------------------start parsing documents-----------------------------------------------------
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@manager.route("/<dataset_id>/documents/status", methods=["POST"])
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@login_required
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def parse_documents(dataset_id):
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doc_ids = request.json["doc_ids"]
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try:
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exist, _ = KnowledgebaseService.get_by_id(dataset_id)
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if not exist:
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return construct_json_result(code=RetCode.DATA_ERROR,
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message=f"This dataset '{dataset_id}' cannot be found!")
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def process(doc_ids):
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message = ""
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# for loop
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for id in doc_ids:
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res = get_message_during_parsing_document(id, message)
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if isinstance(res, str):
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message += res
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else:
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return res
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return construct_json_result(data=True, code=RetCode.SUCCESS, message=message)
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# two conditions
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if doc_ids:
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return process(doc_ids)
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else:
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# documents inside the dataset
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docs, total = DocumentService.list_documents_in_dataset(dataset_id, 0, -1, "create_time",
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True, "")
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doc_ids = [doc["id"] for doc in docs]
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return process(doc_ids)
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except Exception as e:
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return construct_error_response(e)
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# helper method for getting message or response when parsing the document
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def get_message_during_parsing_document(id, message):
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try:
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# Check whether there is this document
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exist, document = DocumentService.get_by_id(id)
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if not exist:
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return construct_json_result(message=f"This document '{id}' cannot be found!",
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code=RetCode.ARGUMENT_ERROR)
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tenant_id = DocumentService.get_tenant_id(id)
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if not tenant_id:
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return construct_json_result(message="Tenant not found!", code=RetCode.AUTHENTICATION_ERROR)
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info = {"run": "1", "progress": 0}
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info["progress_msg"] = ""
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info["chunk_num"] = 0
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info["token_num"] = 0
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DocumentService.update_by_id(id, info)
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ELASTICSEARCH.deleteByQuery(Q("match", doc_id=id), idxnm=search.index_name(tenant_id))
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_, doc_attributes = DocumentService.get_by_id(id)
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doc_attributes = doc_attributes.to_dict()
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doc_id = doc_attributes["id"]
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bucket, doc_name = File2DocumentService.get_minio_address(doc_id=doc_id)
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binary = MINIO.get(bucket, doc_name)
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parser_name = doc_attributes["parser_id"]
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if binary:
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res = doc_parse(binary, doc_name, parser_name, tenant_id)
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if res is False:
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message += f"The parser id: {parser_name} of the document {doc_id} is not supported; "
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else:
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message += f"Empty data in the document: {doc_name}; "
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# failed in parsing
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if doc_attributes["status"] == TaskStatus.FAIL.value:
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message += f"Failed in parsing the document: {doc_id}; "
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return message
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except Exception as e:
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return construct_error_response(e)
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# ----------------------------stop parsing-----------------------------------------------------
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# ----------------------------show the status of the file-----------------------------------------------------
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@ -610,6 +764,3 @@ def download_document(dataset_id, document_id):
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# ----------------------------get a specific chunk-----------------------------------------------------
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# ----------------------------retrieval test-----------------------------------------------------
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@ -142,7 +142,19 @@ class RAGFlow:
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with open(file_path, "wb") as file:
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file.write(content)
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return {"code": RetCode.SUCCESS, "data": content}
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# ----------------------------start parsing-----------------------------------------------------
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def start_parsing_document(self, dataset_id, document_id):
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endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}/status"
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res = requests.post(endpoint, headers=self.authorization_header)
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return res.json()
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def start_parsing_documents(self, dataset_id, doc_ids=None):
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endpoint = f"{self.dataset_url}/{dataset_id}/documents/status"
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res = requests.post(endpoint, headers=self.authorization_header, json={"doc_ids": doc_ids})
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return res.json()
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# ----------------------------stop parsing-----------------------------------------------------
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3
sdk/python/test/test_data/lol.txt
Normal file
3
sdk/python/test/test_data/lol.txt
Normal file
@ -0,0 +1,3 @@
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llll
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ooooo
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llll
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@ -695,7 +695,261 @@ class TestFile(TestSdk):
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assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This file is empty."
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# ----------------------------start parsing-----------------------------------------------------
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def test_start_parsing_document_with_success(self):
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"""
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Test the parsing of a document with success.
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"""
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# create a dataset
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ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
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created_res = ragflow.create_dataset("test_start_parsing_document_with_success")
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created_res_id = created_res["data"]["dataset_id"]
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# upload files
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file_paths = ["test_data/lol.txt"]
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uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
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# get the doc_id
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data = uploading_res["data"][0]
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doc_id = data["id"]
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# parse file
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res = ragflow.start_parsing_document(created_res_id, doc_id)
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assert res["code"] == RetCode.SUCCESS and res["message"] == ""
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def test_start_parsing_nonexistent_document(self):
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"""
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Test the parsing a document which does not exist.
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"""
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# create a dataset
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ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
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created_res = ragflow.create_dataset("test_start_parsing_nonexistent_document")
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created_res_id = created_res["data"]["dataset_id"]
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res = ragflow.start_parsing_document(created_res_id, "imagination")
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assert res["code"] == RetCode.ARGUMENT_ERROR and res["message"] == "This document 'imagination' cannot be found!"
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def test_start_parsing_document_in_nonexistent_dataset(self):
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"""
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Test the parsing a document whose dataset is nonexistent.
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"""
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# create a dataset
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ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
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created_res = ragflow.create_dataset("test_download_nonexistent_document")
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created_res_id = created_res["data"]["dataset_id"]
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# upload files
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file_paths = ["test_data/test.txt"]
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uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
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# get the doc_id
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data = uploading_res["data"][0]
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doc_id = data["id"]
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# parse
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res = ragflow.start_parsing_document("imagination", doc_id)
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assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This dataset 'imagination' cannot be found!"
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def test_start_parsing_an_empty_document(self):
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"""
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Test the parsing of an empty document.
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"""
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# create a dataset
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ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
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created_res = ragflow.create_dataset("test_download_nonexistent_document")
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created_res_id = created_res["data"]["dataset_id"]
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# upload files
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file_paths = ["test_data/empty.txt"]
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uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
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# get the doc_id
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data = uploading_res["data"][0]
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doc_id = data["id"]
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res = ragflow.start_parsing_document(created_res_id, doc_id)
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assert res["code"] == RetCode.SUCCESS and res["message"] == "Empty data in the document: empty.txt; "
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# ------------------------parsing multiple documents----------------------------
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def test_start_parsing_documents_in_nonexistent_dataset(self):
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"""
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Test the parsing documents whose dataset is nonexistent.
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"""
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# create a dataset
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ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
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created_res = ragflow.create_dataset("test_download_nonexistent_document")
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created_res_id = created_res["data"]["dataset_id"]
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# upload files
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file_paths = ["test_data/test.txt"]
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uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
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# parse
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res = ragflow.start_parsing_documents("imagination")
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assert res["code"] == RetCode.DATA_ERROR and res["message"] == "This dataset 'imagination' cannot be found!"
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def test_start_parsing_multiple_documents(self):
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"""
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Test the parsing documents with a success.
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"""
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# create a dataset
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ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
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created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents")
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created_res_id = created_res["data"]["dataset_id"]
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# upload files
|
||||
file_paths = ["test_data/test.txt", "test_data/test1.txt"]
|
||||
ragflow.upload_local_file(created_res_id, file_paths)
|
||||
res = ragflow.start_parsing_documents(created_res_id)
|
||||
assert res["code"] == RetCode.SUCCESS and res["data"] is True and res["message"] == ""
|
||||
|
||||
def test_start_parsing_multiple_documents_with_one_empty_file(self):
|
||||
"""
|
||||
Test the parsing documents, one of which is empty.
|
||||
"""
|
||||
# create a dataset
|
||||
ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
|
||||
created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents")
|
||||
created_res_id = created_res["data"]["dataset_id"]
|
||||
# upload files
|
||||
file_paths = ["test_data/test.txt", "test_data/test1.txt", "test_data/empty.txt"]
|
||||
ragflow.upload_local_file(created_res_id, file_paths)
|
||||
res = ragflow.start_parsing_documents(created_res_id)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == "Empty data in the document: empty.txt; "
|
||||
|
||||
def test_start_parsing_multiple_specific_documents(self):
|
||||
"""
|
||||
Test the parsing documents whose document ids are specified.
|
||||
"""
|
||||
# create a dataset
|
||||
ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
|
||||
created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents")
|
||||
created_res_id = created_res["data"]["dataset_id"]
|
||||
# upload files
|
||||
file_paths = ["test_data/test.txt", "test_data/test1.txt"]
|
||||
uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
|
||||
# get the doc_id
|
||||
data = uploading_res["data"]
|
||||
doc_ids = []
|
||||
for d in data:
|
||||
doc_ids.append(d["id"])
|
||||
res = ragflow.start_parsing_documents(created_res_id, doc_ids)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == ""
|
||||
|
||||
def test_start_re_parsing_multiple_specific_documents(self):
|
||||
"""
|
||||
Test the re-parsing documents.
|
||||
"""
|
||||
# create a dataset
|
||||
ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
|
||||
created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents")
|
||||
created_res_id = created_res["data"]["dataset_id"]
|
||||
# upload files
|
||||
file_paths = ["test_data/test.txt", "test_data/test1.txt"]
|
||||
uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
|
||||
# get the doc_id
|
||||
data = uploading_res["data"]
|
||||
doc_ids = []
|
||||
for d in data:
|
||||
doc_ids.append(d["id"])
|
||||
res = ragflow.start_parsing_documents(created_res_id, doc_ids)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == ""
|
||||
# re-parse
|
||||
res = ragflow.start_parsing_documents(created_res_id, doc_ids)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == ""
|
||||
|
||||
def test_start_re_parsing_multiple_specific_documents_with_changing_parser_id(self):
|
||||
"""
|
||||
Test the re-parsing documents after changing the parser id.
|
||||
"""
|
||||
# create a dataset
|
||||
ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
|
||||
created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents")
|
||||
created_res_id = created_res["data"]["dataset_id"]
|
||||
# upload files
|
||||
file_paths = ["test_data/test.txt", "test_data/test1.txt"]
|
||||
uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
|
||||
# get the doc_id
|
||||
data = uploading_res["data"]
|
||||
doc_ids = []
|
||||
for d in data:
|
||||
doc_ids.append(d["id"])
|
||||
res = ragflow.start_parsing_documents(created_res_id, doc_ids)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == ""
|
||||
# general -> laws
|
||||
params = {
|
||||
"template_type": "laws"
|
||||
}
|
||||
ragflow.update_file(created_res_id, doc_ids[0], **params)
|
||||
# re-parse
|
||||
res = ragflow.start_parsing_documents(created_res_id, doc_ids)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == ""
|
||||
|
||||
def test_start_re_parsing_multiple_specific_documents_with_changing_illegal_parser_id(self):
|
||||
"""
|
||||
Test the re-parsing documents after changing an illegal parser id.
|
||||
"""
|
||||
# create a dataset
|
||||
ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
|
||||
created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents")
|
||||
created_res_id = created_res["data"]["dataset_id"]
|
||||
# upload files
|
||||
file_paths = ["test_data/test.txt", "test_data/test1.txt"]
|
||||
uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
|
||||
# get the doc_id
|
||||
data = uploading_res["data"]
|
||||
doc_ids = []
|
||||
for d in data:
|
||||
doc_ids.append(d["id"])
|
||||
res = ragflow.start_parsing_documents(created_res_id, doc_ids)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == ""
|
||||
# general -> illegal
|
||||
params = {
|
||||
"template_type": "illegal"
|
||||
}
|
||||
res = ragflow.update_file(created_res_id, doc_ids[0], **params)
|
||||
assert res["code"] == RetCode.DATA_ERROR and res["message"] == "Illegal value illegal for 'template_type' field."
|
||||
# re-parse
|
||||
res = ragflow.start_parsing_documents(created_res_id, doc_ids)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == ""
|
||||
|
||||
def test_start_parsing_multiple_specific_documents_with_changing_illegal_parser_id(self):
|
||||
"""
|
||||
Test the parsing documents after changing an illegal parser id.
|
||||
"""
|
||||
# create a dataset
|
||||
ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
|
||||
created_res = ragflow.create_dataset(" test_start_parsing_multiple_documents")
|
||||
created_res_id = created_res["data"]["dataset_id"]
|
||||
# upload files
|
||||
file_paths = ["test_data/test.txt", "test_data/test1.txt"]
|
||||
uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
|
||||
# get the doc_id
|
||||
data = uploading_res["data"]
|
||||
doc_ids = []
|
||||
for d in data:
|
||||
doc_ids.append(d["id"])
|
||||
# general -> illegal
|
||||
params = {
|
||||
"template_type": "illegal"
|
||||
}
|
||||
res = ragflow.update_file(created_res_id, doc_ids[0], **params)
|
||||
assert res["code"] == RetCode.DATA_ERROR and res["message"] == "Illegal value illegal for 'template_type' field."
|
||||
# re-parse
|
||||
res = ragflow.start_parsing_documents(created_res_id, doc_ids)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == ""
|
||||
|
||||
def test_start_parsing_multiple_documents_in_the_dataset_whose_parser_id_is_illegal(self):
|
||||
"""
|
||||
Test the parsing documents whose dataset's parser id is illegal.
|
||||
"""
|
||||
# create a dataset
|
||||
ragflow = RAGFlow(API_KEY, HOST_ADDRESS)
|
||||
created_res = ragflow.create_dataset("test_start_parsing_multiple_documents_in_the_dataset_whose_parser_id_is_illegal")
|
||||
created_res_id = created_res["data"]["dataset_id"]
|
||||
# update the parser id
|
||||
params = {
|
||||
"chunk_method": "illegal"
|
||||
}
|
||||
res = ragflow.update_dataset("test_start_parsing_multiple_documents_in_the_dataset_whose_parser_id_is_illegal", **params)
|
||||
assert res["code"] == RetCode.DATA_ERROR and res["message"] == "Illegal value illegal for 'chunk_method' field."
|
||||
# upload files
|
||||
file_paths = ["test_data/test.txt", "test_data/test1.txt"]
|
||||
uploading_res = ragflow.upload_local_file(created_res_id, file_paths)
|
||||
# get the doc_id
|
||||
data = uploading_res["data"]
|
||||
doc_ids = []
|
||||
for d in data:
|
||||
doc_ids.append(d["id"])
|
||||
# parse
|
||||
res = ragflow.start_parsing_documents(created_res_id, doc_ids)
|
||||
assert res["code"] == RetCode.SUCCESS and res["message"] == ""
|
||||
# ----------------------------stop parsing-----------------------------------------------------
|
||||
|
||||
# ----------------------------show the status of the file-----------------------------------------------------
|
||||
|
Loading…
x
Reference in New Issue
Block a user