### What problem does this PR solve? ### Type of change - [x] Documentation Updatetags/v0.13.0
| @@ -20,7 +20,7 @@ Creates a dataset. | |||
| ### Request | |||
| - Method: POST | |||
| - URL: `http://{address}/api/v1/dataset` | |||
| - URL: `/api/v1/dataset` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -163,7 +163,7 @@ Deletes datasets by ID. | |||
| ### Request | |||
| - Method: DELETE | |||
| - URL: `http://{address}/api/v1/dataset` | |||
| - URL: `/api/v1/dataset` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -219,7 +219,7 @@ Updates configurations for a specified dataset. | |||
| ### Request | |||
| - Method: PUT | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}` | |||
| - URL: `/api/v1/dataset/{dataset_id}` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -243,8 +243,6 @@ curl --request PUT \ | |||
| --data '{ | |||
| "name": "test", | |||
| "embedding_model": "BAAI/bge-zh-v1.5", | |||
| "chunk_count": 0, | |||
| "document_count": 0, | |||
| "parse_method": "naive" | |||
| }' | |||
| ``` | |||
| @@ -293,14 +291,12 @@ An error response includes a JSON object like the following: | |||
| **GET** `/api/v1/dataset?page={page}&page_size={page_size}&orderby={orderby}&desc={desc}&name={dataset_name}&id={dataset_id}` | |||
| Lists all datasets????? | |||
| Retrieves a list of datasets. | |||
| Lists datasets. | |||
| ### Request | |||
| - Method: GET | |||
| - URL: `http://{address}/api/v1/dataset?page={page}&page_size={page_size}&orderby={orderby}&desc={desc}&name={dataset_name}&id={dataset_id}` | |||
| - URL: `/api/v1/dataset?page={page}&page_size={page_size}&orderby={orderby}&desc={desc}&name={dataset_name}&id={dataset_id}` | |||
| - Headers: | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -407,10 +403,10 @@ Uploads documents to a specified dataset. | |||
| - Method: POST | |||
| - URL: `/api/v1/dataset/{dataset_id}/document` | |||
| - Headers: | |||
| - 'Content-Type: multipart/form-data' | |||
| - `'Content-Type: multipart/form-data'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| - Form: | |||
| - 'file=@{FILE_PATH}' | |||
| - `'file=@{FILE_PATH}'` | |||
| #### Request example | |||
| @@ -425,9 +421,9 @@ curl --request POST \ | |||
| #### Request parameters | |||
| - `"dataset_id"`: (*Path parameter*) | |||
| The dataset ID. | |||
| The ID of the dataset to which the documents will be uploaded. | |||
| - `"file"`: (*Body parameter*) | |||
| The file to upload. | |||
| The document???? to upload. | |||
| ### Response | |||
| @@ -459,25 +455,25 @@ Updates configurations for a specified document. | |||
| ### Request | |||
| - Method: PUT | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}/document/{document_id}` | |||
| - URL: `/api/v1/dataset/{dataset_id}/document/{document_id}` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| - Body: | |||
| - `name`:`string` | |||
| - `parser_method`:`string` | |||
| - `parser_config`:`dict` | |||
| - `"name"`:`string` | |||
| - `"chunk_method"`:`string` | |||
| - `"parser_config"`:`dict` | |||
| #### Request example | |||
| ```bash | |||
| curl --request PUT \ | |||
| --url http://{address}/api/v1/dataset/{dataset_id}/info/{document_id} \ | |||
| --header 'Authorization: Bearer {YOUR_ACCESS TOKEN}' \ | |||
| --header 'Authorization: Bearer {YOUR_API_KEY}' \ | |||
| --header 'Content-Type: application/json' \ | |||
| --data '{ | |||
| "name": "manual.txt", | |||
| "parser_method": "manual", | |||
| "chunk_method": "manual", | |||
| "parser_config": {"chunk_token_count": 128, "delimiter": "\n!?。;!?", "layout_recognize": true, "task_page_size": 12} | |||
| }' | |||
| @@ -485,8 +481,24 @@ curl --request PUT \ | |||
| #### Request parameters | |||
| - `"parser_method"`: (*Body parameter*) | |||
| Method used to parse the document. | |||
| - `"name"`: (*Body parameter*), `string` | |||
| - `"chunk_method"`: (*Body parameter*), `string` | |||
| The parsing method to apply to the document. | |||
| - `"naive"`: General | |||
| - `"manual`: Manual | |||
| - `"qa"`: Q&A | |||
| - `"table"`: Table | |||
| - `"paper"`: Paper | |||
| - `"book"`: Book | |||
| - `"laws"`: Laws | |||
| - `"presentation"`: Presentation | |||
| - `"picture"`: Picture | |||
| - `"one"`: One | |||
| - `"knowledge_graph"`: Knowledge Graph | |||
| - `"email"`: Email | |||
| - | |||
| ### Returns | |||
| - `"parser_config"`: (*Body parameter*) | |||
| Configuration object for the parser. | |||
| @@ -525,7 +537,7 @@ Downloads a document from a specified dataset. | |||
| ### Request | |||
| - Method: GET | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}/document/{document_id}` | |||
| - URL: `/api/v1/dataset/{dataset_id}/document/{document_id}` | |||
| - Headers: | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| - Output: | |||
| @@ -570,7 +582,7 @@ An error response includes a JSON object like the following: | |||
| **GET** `/api/v1/dataset/{dataset_id}/info?offset={offset}&limit={limit}&orderby={orderby}&desc={desc}&keywords={keywords}&id={document_id}` | |||
| Retrieves a list of documents from a specified dataset. | |||
| Lists documents in a specified dataset. | |||
| ### Request | |||
| @@ -670,7 +682,7 @@ Deletes documents by ID. | |||
| ### Request | |||
| - Method: DELETE | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}/document` | |||
| - URL: `/api/v1/dataset/{dataset_id}/document` | |||
| - Headers: | |||
| - `'Content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -724,7 +736,7 @@ Parses documents in a specified dataset. | |||
| ### Request | |||
| - Method: POST | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}/chunk ` | |||
| - URL: `/api/v1/dataset/{dataset_id}/chunk ` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - 'Authorization: Bearer {YOUR_API_KEY}' | |||
| @@ -777,7 +789,7 @@ Stops parsing specified documents. | |||
| ### Request | |||
| - Method: DELETE | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}/chunk` | |||
| - URL: `/api/v1/dataset/{dataset_id}/chunk` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -831,7 +843,7 @@ Adds a chunk to a specified document in a specified dataset. | |||
| ### Request | |||
| - Method: POST | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}/document/{document_id}/chunk` | |||
| - URL: `/api/v1/dataset/{dataset_id}/document/{document_id}/chunk` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -896,12 +908,12 @@ An error response includes a JSON object like the following: | |||
| **GET** `/api/v1/dataset/{dataset_id}/document/{document_id}/chunk?keywords={keywords}&offset={offset}&limit={limit}&id={id}` | |||
| Retrieves a list of chunks from a specified document in a specified dataset. | |||
| Lists chunks in a specified document. | |||
| ### Request | |||
| - Method: GET | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}/document/{document_id}/chunk?keywords={keywords}&offset={offset}&limit={limit}&id={id}` | |||
| - URL: `/api/v1/dataset/{dataset_id}/document/{document_id}/chunk?keywords={keywords}&offset={offset}&limit={limit}&id={id}` | |||
| - Headers: | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -992,7 +1004,7 @@ Deletes chunks by ID. | |||
| ### Request | |||
| - Method: DELETE | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}/document/{document_id}/chunk` | |||
| - URL: `/api/v1/dataset/{dataset_id}/document/{document_id}/chunk` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1046,7 +1058,7 @@ Updates content or configurations for a specified chunk. | |||
| ### Request | |||
| - Method: PUT | |||
| - URL: `http://{address}/api/v1/dataset/{dataset_id}/document/{document_id}/chunk/{chunk_id}` | |||
| - URL: `/api/v1/dataset/{dataset_id}/document/{document_id}/chunk/{chunk_id}` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1102,12 +1114,12 @@ An error response includes a JSON object like the following: | |||
| **GET** `/api/v1/retrieval` | |||
| Retrieval test of a dataset | |||
| Retrieves chunks from specified datasets. | |||
| ### Request | |||
| - Method: POST | |||
| - URL: `http://{address}/api/v1/retrieval` | |||
| - URL: `/api/v1/retrieval` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1252,7 +1264,7 @@ Creates a chat assistant. | |||
| ### Request | |||
| - Method: POST | |||
| - URL: `http://{address}/api/v1/chat` | |||
| - URL: `/api/v1/chat` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1486,7 +1498,7 @@ Updates configurations for a specified chat assistant. | |||
| ### Request | |||
| - Method: PUT | |||
| - URL: `http://{address}/api/v1/chat/{chat_id}` | |||
| - URL: `/api/v1/chat/{chat_id}` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1538,7 +1550,7 @@ Deletes chat assistants by ID. | |||
| ### Request | |||
| - Method: DELETE | |||
| - URL: `http://{address}/api/v1/chat` | |||
| - URL: `/api/v1/chat` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1586,16 +1598,16 @@ An error response includes a JSON object like the following: | |||
| --- | |||
| ## List chats (INCONSISTENT WITH THE PYTHON API) | |||
| ## List chats | |||
| **GET** `/api/v1/chat?page={page}&page_size={page_size}&orderby={orderby}&desc={desc}&name={dataset_name}&id={dataset_id}` | |||
| **GET** `/api/v1/chat?page={page}&page_size={page_size}&orderby={orderby}&desc={desc}&name={chat_name}&id={chat_id}` | |||
| Retrieves a list of chat assistants. | |||
| Lists chat assistants. | |||
| ### Request | |||
| - Method: GET | |||
| - URL: `http://{address}/api/v1/chat?page={page}&page_size={page_size}&orderby={orderby}&desc={desc}&name={dataset_name}&id={dataset_id}` | |||
| - URL: `/api/v1/chat?page={page}&page_size={page_size}&orderby={orderby}&desc={desc}&name={dataset_name}&id={dataset_id}` | |||
| - Headers: | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1732,7 +1744,7 @@ Create a chat session. | |||
| ### Request | |||
| - Method: POST | |||
| - URL: `http://{address}/api/v1/chat/{chat_id}/session` | |||
| - URL: `/api/v1/chat/{chat_id}/session` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1827,7 +1839,7 @@ Update a chat session | |||
| ### Request | |||
| - Method: PUT | |||
| - URL: `http://{address}/api/v1/chat/{chat_id}/session/{session_id}` | |||
| - URL: `/api/v1/chat/{chat_id}/session/{session_id}` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1882,7 +1894,7 @@ Lists sessions associated with a specified????????????? chat assistant. | |||
| ### Request | |||
| - Method: GET | |||
| - URL: `http://{address}/api/v1/chat/{chat_id}/session?page={page}&page_size={page_size}&orderby={orderby}&desc={desc}&name={dataset_name}&id={dataset_id}` | |||
| - URL: `/api/v1/chat/{chat_id}/session?page={page}&page_size={page_size}&orderby={orderby}&desc={desc}&name={dataset_name}&id={dataset_id}` | |||
| - Headers: | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -1967,7 +1979,7 @@ Deletes sessions by ID. | |||
| ### Request | |||
| - Method: DELETE | |||
| - URL: `http://{address}/api/v1/chat/{chat_id}/session` | |||
| - URL: `/api/v1/chat/{chat_id}/session` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -2023,7 +2035,7 @@ Asks a question to start a conversation. | |||
| ### Request | |||
| - Method: POST | |||
| - URL: `http://{address}/api/v1/chat/{chat_id}/completion` | |||
| - URL: `/api/v1/chat/{chat_id}/completion` | |||
| - Headers: | |||
| - `'content-Type: application/json'` | |||
| - `'Authorization: Bearer {YOUR_API_KEY}'` | |||
| @@ -17,10 +17,9 @@ RAGFlow.create_dataset( | |||
| name: str, | |||
| avatar: str = "", | |||
| description: str = "", | |||
| embedding_model: str = "BAAI/bge-zh-v1.5", | |||
| language: str = "English", | |||
| permission: str = "me", | |||
| document_count: int = 0, | |||
| chunk_count: int = 0, | |||
| chunk_method: str = "naive", | |||
| parser_config: DataSet.ParserConfig = None | |||
| ) -> DataSet | |||
| @@ -143,7 +142,7 @@ RAGFlow.list_datasets( | |||
| ) -> list[DataSet] | |||
| ``` | |||
| Retrieves a list of datasets. | |||
| Lists datasets. | |||
| ### Parameters | |||
| @@ -296,7 +295,7 @@ Updates configurations for the current document. | |||
| A dictionary representing the attributes to update, with the following keys: | |||
| - `"name"`: `str` The name of the document to update. | |||
| - `"display_name"`: `str` The name of the document to update. | |||
| - `"parser_config"`: `dict[str, Any]` The parsing configuration for the document: | |||
| - `"chunk_token_count"`: Defaults to `128`. | |||
| - `"layout_recognize"`: Defaults to `True`. | |||
| @@ -370,7 +369,7 @@ print(doc) | |||
| Dataset.list_documents(id:str =None, keywords: str=None, offset: int=0, limit:int = 1024,order_by:str = "create_time", desc: bool = True) -> list[Document] | |||
| ``` | |||
| Retrieves a list of documents from the current dataset. | |||
| Lists documents in the current dataset. | |||
| ### Parameters | |||
| @@ -388,7 +387,7 @@ The starting index for the documents to retrieve. Typically used in confunction | |||
| #### limit: `int` | |||
| The maximum number of documents to retrieve. Defaults to `1024`. A value of `-1` indicates that all documents should be returned. | |||
| The maximum number of documents to retrieve. Defaults to `1024`. | |||
| #### orderby: `str` | |||
| @@ -412,7 +411,7 @@ A `Document` object contains the following attributes: | |||
| - `name`: The document name. Defaults to `""`. | |||
| - `thumbnail`: The thumbnail image of the document. Defaults to `None`. | |||
| - `knowledgebase_id`: The dataset ID associated with the document. Defaults to `None`. | |||
| - `chunk_method` The chunk method name. Defaults to `""`. ?????naive?????? | |||
| - `chunk_method` The chunk method name. Defaults to `"naive"`. | |||
| - `parser_config`: `ParserConfig` Configuration object for the parser. Defaults to `{"pages": [[1, 1000000]]}`. | |||
| - `source_type`: The source type of the document. Defaults to `"local"`. | |||
| - `type`: Type or category of the document. Defaults to `""`. Reserved for future use. | |||
| @@ -425,7 +424,7 @@ A `Document` object contains the following attributes: | |||
| - `process_begin_at`: `datetime` The start time of document processing. Defaults to `None`. | |||
| - `process_duation`: `float` Duration of the processing in seconds. Defaults to `0.0`. | |||
| - `run`: `str` The document's processing status: | |||
| - `"0"`: UNSTART (default) | |||
| - `"0"`: UNSTART (default) ????????? | |||
| - `"1"`: RUNNING | |||
| - `"2"`: CANCEL | |||
| - `"3"`: DONE | |||
| @@ -506,9 +505,9 @@ The IDs of the documents to parse. | |||
| rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380") | |||
| dataset = rag_object.create_dataset(name="dataset_name") | |||
| documents = [ | |||
| {'name': 'test1.txt', 'blob': open('./test_data/test1.txt',"rb").read()}, | |||
| {'name': 'test2.txt', 'blob': open('./test_data/test2.txt',"rb").read()}, | |||
| {'name': 'test3.txt', 'blob': open('./test_data/test3.txt',"rb").read()} | |||
| {'display_name': 'test1.txt', 'blob': open('./test_data/test1.txt',"rb").read()}, | |||
| {'display_name': 'test2.txt', 'blob': open('./test_data/test2.txt',"rb").read()}, | |||
| {'display_name': 'test3.txt', 'blob': open('./test_data/test3.txt',"rb").read()} | |||
| ] | |||
| dataset.upload_documents(documents) | |||
| documents = dataset.list_documents(keywords="test") | |||
| @@ -546,9 +545,9 @@ The IDs of the documents for which parsing should be stopped. | |||
| rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380") | |||
| dataset = rag_object.create_dataset(name="dataset_name") | |||
| documents = [ | |||
| {'name': 'test1.txt', 'blob': open('./test_data/test1.txt',"rb").read()}, | |||
| {'name': 'test2.txt', 'blob': open('./test_data/test2.txt',"rb").read()}, | |||
| {'name': 'test3.txt', 'blob': open('./test_data/test3.txt',"rb").read()} | |||
| {'display_name': 'test1.txt', 'blob': open('./test_data/test1.txt',"rb").read()}, | |||
| {'display_name': 'test2.txt', 'blob': open('./test_data/test2.txt',"rb").read()}, | |||
| {'display_name': 'test3.txt', 'blob': open('./test_data/test3.txt',"rb").read()} | |||
| ] | |||
| dataset.upload_documents(documents) | |||
| documents = dataset.list_documents(keywords="test") | |||
| @@ -566,7 +565,7 @@ print("Async bulk parsing cancelled.") | |||
| ## Add chunk | |||
| ```python | |||
| Document.add_chunk(content:str) -> Chunk ????????????????????? | |||
| Document.add_chunk(content:str, important_keywords:list[str] = []) -> Chunk | |||
| ``` | |||
| Adds a chunk to the current document. | |||
| @@ -577,7 +576,7 @@ Adds a chunk to the current document. | |||
| The text content of the chunk. | |||
| #### important_keywords: `list[str]` ?????????????????????? | |||
| #### important_keywords: `list[str]` | |||
| The key terms or phrases to tag with the chunk. | |||
| @@ -588,7 +587,7 @@ The key terms or phrases to tag with the chunk. | |||
| A `Chunk` object contains the following attributes: | |||
| - `id`: `str` | |||
| - `id`: `str` | |||
| - `content`: `str` Content of the chunk. | |||
| - `important_keywords`: `list[str]` A list of key terms or phrases to tag with the chunk. | |||
| - `create_time`: `str` The time when the chunk was created (added to the document). | |||
| @@ -596,9 +595,9 @@ A `Chunk` object contains the following attributes: | |||
| - `knowledgebase_id`: `str` The ID of the associated dataset. | |||
| - `document_name`: `str` The name of the associated document. | |||
| - `document_id`: `str` The ID of the associated document. | |||
| - `available`: `int`???? The chunk's availability status in the dataset. Value options: | |||
| - `0`: Unavailable | |||
| - `1`: Available | |||
| - `available`: `bool` The chunk's availability status in the dataset. Value options: | |||
| - `False`: Unavailable | |||
| - `True`: Available | |||
| ### Examples | |||
| @@ -619,26 +618,26 @@ chunk = doc.add_chunk(content="xxxxxxx") | |||
| ## List chunks | |||
| ```python | |||
| Document.list_chunks(keywords: str = None, offset: int = 0, limit: int = -1, id : str = None) -> list[Chunk] | |||
| Document.list_chunks(keywords: str = None, offset: int = 1, limit: int = 1024, id : str = None) -> list[Chunk] | |||
| ``` | |||
| Retrieves a list of chunks from the current document. | |||
| Lists chunks in the current document. | |||
| ### Parameters | |||
| #### keywords: `str` | |||
| #### keywords: `str` | |||
| The keywords used to match chunk content. Defaults to `None` | |||
| #### offset: `int` | |||
| The starting index for the chunks to retrieve. Defaults to `1`?????? | |||
| The starting index for the chunks to retrieve. Defaults to `1`. | |||
| #### limit | |||
| #### limit: `int` | |||
| The maximum number of chunks to retrieve. Default: `30`????????? | |||
| The maximum number of chunks to retrieve. Default: `1024` | |||
| #### id | |||
| #### id: `str` | |||
| The ID of the chunk to retrieve. Default: `None` | |||
| @@ -713,9 +712,9 @@ A dictionary representing the attributes to update, with the following keys: | |||
| - `"content"`: `str` Content of the chunk. | |||
| - `"important_keywords"`: `list[str]` A list of key terms or phrases to tag with the chunk. | |||
| - `"available"`: `int` The chunk's availability status in the dataset. Value options: | |||
| - `0`: Unavailable | |||
| - `1`: Available | |||
| - `"available"`: `bool` The chunk's availability status in the dataset. Value options: | |||
| - `False`: Unavailable | |||
| - `True`: Available | |||
| ### Returns | |||
| @@ -741,10 +740,10 @@ chunk.update({"content":"sdfx..."}) | |||
| ## Retrieve chunks | |||
| ```python | |||
| RAGFlow.retrieve(question:str="", datasets:list[str]=None, document=list[str]=None, offset:int=1, limit:int=30, similarity_threshold:float=0.2, vector_similarity_weight:float=0.3, top_k:int=1024,rerank_id:str=None,keyword:bool=False,higlight:bool=False) -> list[Chunk] | |||
| RAGFlow.retrieve(question:str="", datasets:list[str]=None, document=list[str]=None, offset:int=1, limit:int=1024, similarity_threshold:float=0.2, vector_similarity_weight:float=0.3, top_k:int=1024,rerank_id:str=None,keyword:bool=False,higlight:bool=False) -> list[Chunk] | |||
| ``` | |||
| ??????? | |||
| Retrieves chunks from specified datasets. | |||
| ### Parameters | |||
| @@ -752,21 +751,21 @@ RAGFlow.retrieve(question:str="", datasets:list[str]=None, document=list[str]=No | |||
| The user query or query keywords. Defaults to `""`. | |||
| #### datasets: `list[str]`, *Required*????? | |||
| #### datasets: `list[str]`, *Required* | |||
| The datasets to search from. | |||
| #### document: `list[str]` | |||
| The documents to search from. `None` means no limitation. Defaults to `None`. | |||
| The documents to search from. Defaults to `None`. | |||
| #### offset: `int` | |||
| The starting index for the documents to retrieve. Defaults to `0`??????. | |||
| The starting index for the documents to retrieve. Defaults to `1`. | |||
| #### limit: `int` | |||
| The maximum number of chunks to retrieve. Defaults to `6`.??????????????? | |||
| The maximum number of chunks to retrieve. Defaults to `1024`. | |||
| #### Similarity_threshold: `float` | |||
| @@ -786,14 +785,17 @@ The ID of the rerank model. Defaults to `None`. | |||
| #### keyword: `bool` | |||
| Indicates whether keyword-based matching is enabled: | |||
| Indicates whether to enable keyword-based matching: | |||
| - `True`: Enabled. | |||
| - `False`: Disabled (default). | |||
| - `True`: Enable keyword-based matching. | |||
| - `False`: Disable keyword-based matching (default). | |||
| #### highlight: `bool` | |||
| Specifying whether to enable highlighting of matched terms in the results (True) or not (False). | |||
| Specifying whether to enable highlighting of matched terms in the results: | |||
| - `True`: Enable highlighting of matched terms. | |||
| - `False`: Disable highlighting of matched terms (default). | |||
| ### Returns | |||
| @@ -849,15 +851,15 @@ Creates a chat assistant. | |||
| The following shows the attributes of a `Chat` object: | |||
| #### name: `str`, *Required*???????? | |||
| #### name: `str`, *Required* | |||
| The name of the chat assistant. Defaults to `"assistant"`. | |||
| The name of the chat assistant.. | |||
| #### avatar: `str` | |||
| Base64 encoding of the avatar. Defaults to `""`. | |||
| #### knowledgebases: `list[str]` | |||
| #### knowledgebases: `list[str]` | |||
| The IDs of the associated datasets. Defaults to `[""]`. | |||
| @@ -1016,7 +1018,7 @@ RAGFlow.list_chats( | |||
| ) -> list[Chat] | |||
| ``` | |||
| Retrieves a list of chat assistants. | |||
| Lists chat assistants. | |||
| ### Parameters | |||