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@@ -21,180 +21,34 @@ from .modules.dataset import DataSet |
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class RAGFlow: |
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def __init__(self, user_key, base_url, version='v1'): |
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""" |
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api_url: http://<host_address>/v1 |
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dataset_url: http://<host_address>/v1/kb |
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document_url: http://<host_address>/v1/dataset/{dataset_id}/documents |
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api_url: http://<host_address>/api/v1 |
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""" |
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self.user_key = user_key |
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self.api_url = f"{base_url}/{version}" |
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self.dataset_url = f"{self.api_url}/kb" |
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self.authorization_header = {"Authorization": "{}".format(self.user_key)} |
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self.base_url = base_url |
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self.api_url = f"{base_url}/api/{version}" |
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self.authorization_header = {"Authorization": "{} {}".format("Bearer",self.user_key)} |
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def post(self, path, param): |
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res = requests.post(url=self.dataset_url + path, json=param, headers=self.authorization_header) |
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res = requests.post(url=self.api_url + path, json=param, headers=self.authorization_header) |
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return res |
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def get(self, path, params=''): |
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res = requests.get(self.dataset_url + path, params=params, headers=self.authorization_header) |
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res = requests.get(self.api_url + path, params=params, headers=self.authorization_header) |
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return res |
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def create_dataset(self, dataset_name): |
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""" |
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name: dataset name |
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""" |
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res_create = self.post("/create", {"name": dataset_name}) |
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res_create_data = res_create.json()['data'] |
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res_detail = self.get("/detail", {"kb_id": res_create_data["kb_id"]}) |
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res_detail_data = res_detail.json()['data'] |
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result = {} |
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result['id'] = res_detail_data['id'] |
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result['name'] = res_detail_data['name'] |
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result['avatar'] = res_detail_data['avatar'] |
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result['description'] = res_detail_data['description'] |
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result['language'] = res_detail_data['language'] |
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result['embedding_model'] = res_detail_data['embd_id'] |
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result['permission'] = res_detail_data['permission'] |
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result['document_count'] = res_detail_data['doc_num'] |
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result['chunk_count'] = res_detail_data['chunk_num'] |
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result['parser_config'] = res_detail_data['parser_config'] |
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dataset = DataSet(self, result) |
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return dataset |
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""" |
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def delete_dataset(self, dataset_name): |
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dataset_id = self.find_dataset_id_by_name(dataset_name) |
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endpoint = f"{self.dataset_url}/{dataset_id}" |
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res = requests.delete(endpoint, headers=self.authorization_header) |
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return res.json() |
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def find_dataset_id_by_name(self, dataset_name): |
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res = requests.get(self.dataset_url, headers=self.authorization_header) |
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for dataset in res.json()["data"]: |
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if dataset["name"] == dataset_name: |
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return dataset["id"] |
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return None |
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def get_dataset(self, dataset_name): |
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dataset_id = self.find_dataset_id_by_name(dataset_name) |
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endpoint = f"{self.dataset_url}/{dataset_id}" |
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response = requests.get(endpoint, headers=self.authorization_header) |
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return response.json() |
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def update_dataset(self, dataset_name, **params): |
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dataset_id = self.find_dataset_id_by_name(dataset_name) |
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endpoint = f"{self.dataset_url}/{dataset_id}" |
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response = requests.put(endpoint, json=params, headers=self.authorization_header) |
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return response.json() |
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# ------------------------------- CONTENT MANAGEMENT ----------------------------------------------------- |
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# ----------------------------upload local files----------------------------------------------------- |
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def upload_local_file(self, dataset_id, file_paths): |
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files = [] |
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for file_path in file_paths: |
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if not isinstance(file_path, str): |
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return {"code": RetCode.ARGUMENT_ERROR, "message": f"{file_path} is not string."} |
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if "http" in file_path: |
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return {"code": RetCode.ARGUMENT_ERROR, "message": "Remote files have not unsupported."} |
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if os.path.isfile(file_path): |
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files.append(("file", open(file_path, "rb"))) |
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else: |
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return {"code": RetCode.DATA_ERROR, "message": f"The file {file_path} does not exist"} |
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res = requests.request("POST", url=f"{self.dataset_url}/{dataset_id}/documents", files=files, |
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headers=self.authorization_header) |
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result_dict = json.loads(res.text) |
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return result_dict |
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# ----------------------------delete a file----------------------------------------------------- |
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def delete_files(self, document_id, dataset_id): |
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endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}" |
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res = requests.delete(endpoint, headers=self.authorization_header) |
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return res.json() |
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# ----------------------------list files----------------------------------------------------- |
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def list_files(self, dataset_id, offset=0, count=-1, order_by="create_time", descend=True, keywords=""): |
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params = { |
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"offset": offset, |
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"count": count, |
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"order_by": order_by, |
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"descend": descend, |
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"keywords": keywords |
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} |
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endpoint = f"{self.dataset_url}/{dataset_id}/documents/" |
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res = requests.get(endpoint, params=params, headers=self.authorization_header) |
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return res.json() |
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# ----------------------------update files: enable, rename, template_type------------------------------------------- |
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def update_file(self, dataset_id, document_id, **params): |
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endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}" |
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response = requests.put(endpoint, json=params, headers=self.authorization_header) |
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return response.json() |
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# ----------------------------download a file----------------------------------------------------- |
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def download_file(self, dataset_id, document_id): |
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endpoint = f"{self.dataset_url}/{dataset_id}/documents/{document_id}" |
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res = requests.get(endpoint, headers=self.authorization_header) |
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content = res.content # binary data |
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# decode the binary data |
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try: |
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decoded_content = content.decode("utf-8") |
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json_data = json.loads(decoded_content) |
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return json_data # message |
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except json.JSONDecodeError: # binary data |
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_, document = DocumentService.get_by_id(document_id) |
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file_path = os.path.join(os.getcwd(), document.name) |
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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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def stop_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.delete(endpoint, headers=self.authorization_header) |
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return res.json() |
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def stop_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.delete(endpoint, headers=self.authorization_header, json={"doc_ids": doc_ids}) |
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return res.json() |
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# ----------------------------show the status of the file----------------------------------------------------- |
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def show_parsing_status(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.get(endpoint, headers=self.authorization_header) |
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return res.json() |
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# ----------------------------list the chunks of the file----------------------------------------------------- |
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# ----------------------------delete the chunk----------------------------------------------------- |
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# ----------------------------edit the status of the chunk----------------------------------------------------- |
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# ----------------------------insert a new chunk----------------------------------------------------- |
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def create_dataset(self, name:str,avatar:str="",description:str="",language:str="English",permission:str="me", |
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document_count:int=0,chunk_count:int=0,parser_method:str="naive", |
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parser_config:DataSet.ParserConfig=None): |
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if parser_config is None: |
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parser_config = DataSet.ParserConfig(self, {"chunk_token_count":128,"layout_recognize": True, "delimiter":"\n!?。;!?","task_page_size":12}) |
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parser_config=parser_config.to_json() |
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res=self.post("/dataset/save",{"name":name,"avatar":avatar,"description":description,"language":language,"permission":permission, |
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"doc_num": document_count,"chunk_num":chunk_count,"parser_id":parser_method, |
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"parser_config":parser_config |
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} |
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) |
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res = res.json() |
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if not res.get("retmsg"): |
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return DataSet(self, res["data"]) |
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raise Exception(res["retmsg"]) |
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# ----------------------------get a specific chunk----------------------------------------------------- |
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# ----------------------------retrieval test----------------------------------------------------- |
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""" |