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--- |
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sidebar_class_name: hidden |
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--- |
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# API reference |
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RAGFlow offers RESTful APIs for you to integrate its capabilities into third-party applications. |
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## Base URL |
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``` |
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http://<host_address>/v1/api/ |
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``` |
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## Dataset URL |
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``` |
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http://<host_address>/api/v1/dataset |
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``` |
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## Authorization |
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All of RAGFlow's RESTFul APIs use API key for authorization, so keep it safe and do not expose it to the front end. |
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Put your API key in the request header. |
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```buildoutcfg |
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Authorization: Bearer {API_KEY} |
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``` |
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To get your API key: |
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1. In RAGFlow, click **Chat** tab in the middle top of the page. |
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2. Hover over the corresponding dialogue **>** **Chat Bot API** to show the chatbot API configuration page. |
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3. Click **API Key** **>** **Create new key** to create your API key. |
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4. Copy and keep your API key safe. |
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## Create dataset |
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This method creates (news) a dataset for a specific user. |
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### Request |
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#### Request URI |
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| Method | Request URI | |
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|--------|-------------| |
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| POST | `/dataset` | |
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:::note |
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You are *required* to save the `data.dataset_id` value returned in the response data, which is the session ID for all upcoming conversations. |
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::: |
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#### Request parameter |
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| Name | Type | Required | Description | |
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|----------------|--------|----------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
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| `dataset_name` | string | Yes | The unique identifier assigned to each newly created dataset. `dataset_name` must be less than 2 ** 10 characters and cannot be empty. The following character sets are supported: <br />- 26 lowercase English letters (a-z)<br />- 26 uppercase English letters (A-Z)<br />- 10 digits (0-9)<br />- "_", "-", "." | |
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### Response |
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```json |
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{ |
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"code": 0, |
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"data": { |
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"dataset_name": "kb1", |
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"dataset_id": "375e8ada2d3c11ef98f93043d7ee537e" |
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}, |
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"message": "success" |
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} |
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``` |
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## Get dataset list |
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This method lists the created datasets for a specific user. |
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### Request |
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#### Request URI |
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| Method | Request URI | |
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|----------|-------------| |
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| GET | `/dataset` | |
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### Response |
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#### Response parameter |
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```json |
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{ |
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"code": 0, |
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"data": [ |
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{ |
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"avatar": null, |
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"chunk_num": 0, |
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"create_date": "Mon, 17 Jun 2024 16:00:05 GMT", |
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"create_time": 1718611205876, |
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"created_by": "b48110a0286411ef994a3043d7ee537e", |
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"description": null, |
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"doc_num": 0, |
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"embd_id": "BAAI/bge-large-zh-v1.5", |
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"id": "9bd6424a2c7f11ef81b83043d7ee537e", |
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"language": "Chinese", |
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"name": "dataset3(23)", |
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"parser_config": { |
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"pages": [ |
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[ |
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1, |
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1000000 |
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] |
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] |
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}, |
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"parser_id": "naive", |
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"permission": "me", |
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"similarity_threshold": 0.2, |
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"status": "1", |
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"tenant_id": "b48110a0286411ef994a3043d7ee537e", |
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"token_num": 0, |
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"update_date": "Mon, 17 Jun 2024 16:00:05 GMT", |
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"update_time": 1718611205876, |
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"vector_similarity_weight": 0.3 |
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} |
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], |
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"message": "List datasets successfully!" |
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} |
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``` |
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## Delete dataset |
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This method deletes a dataset for a specific user. |
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### Request |
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#### Request URI |
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| Method | Request URI | |
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|--------|-------------------------| |
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| DELETE | `/dataset/{dataset_id}` | |
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#### Request parameter |
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| Name | Type | Required | Description | |
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|--------------|--------|----------|------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
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| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
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### Response |
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```json |
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{ |
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"code": 0, |
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"message": "Remove dataset: 9cefaefc2e2611ef916b3043d7ee537e successfully" |
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} |
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``` |
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### Get the details of the specific dataset |
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This method gets the details of the specific dataset. |
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### Request |
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#### Request URI |
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| Method | Request URI | |
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|----------|-------------------------| |
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| GET | `/dataset/{dataset_id}` | |
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#### Request parameter |
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| Name | Type | Required | Description | |
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|--------------|--------|----------|------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
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| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
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### Response |
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```json |
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{ |
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"code": 0, |
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"data": { |
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"avatar": null, |
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"chunk_num": 0, |
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"description": null, |
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"doc_num": 0, |
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"embd_id": "BAAI/bge-large-zh-v1.5", |
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"id": "060323022e3511efa8263043d7ee537e", |
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"language": "Chinese", |
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"name": "test(1)", |
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"parser_config": |
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{ |
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"pages": [[1, 1000000]] |
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}, |
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"parser_id": "naive", |
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"permission": "me", |
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"token_num": 0 |
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}, |
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"message": "success" |
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} |
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``` |
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### Update the details of the specific dataset |
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This method updates the details of the specific dataset. |
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### Request |
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#### Request URI |
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| Method | Request URI | |
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|--------|-------------------------| |
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| PUT | `/dataset/{dataset_id}` | |
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#### Request parameter |
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You are required to input at least one parameter. |
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| Name | Type | Required | Description | |
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|----------------------|--------|----------|-----------------------------------------------------------------------| |
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| `name` | string | No | The name of the knowledge base, from which you get the document list. | |
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| `description` | string | No | The description of the knowledge base. | |
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| `permission` | string | No | The permission for the knowledge base, default:me. | |
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| `language` | string | No | The language of the knowledge base. | |
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| `chunk_method` | string | No | The chunk method of the knowledge base. | |
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| `embedding_model_id` | string | No | The embedding model id of the knowledge base. | |
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| `photo` | string | No | The photo of the knowledge base. | |
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| `layout_recognize` | bool | No | The layout recognize of the knowledge base. | |
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| `token_num` | int | No | The token number of the knowledge base. | |
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| `id` | string | No | The id of the knowledge base. | |
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### Response |
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### Successful response |
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```json |
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{ |
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"code": 0, |
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"data": { |
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"avatar": null, |
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"chunk_num": 0, |
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"create_date": "Wed, 19 Jun 2024 20:33:34 GMT", |
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"create_time": 1718800414518, |
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"created_by": "b48110a0286411ef994a3043d7ee537e", |
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"description": "new_description1", |
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"doc_num": 0, |
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"embd_id": "BAAI/bge-large-zh-v1.5", |
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"id": "24f9f17a2e3811ef820e3043d7ee537e", |
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"language": "English", |
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"name": "new_name", |
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"parser_config": |
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{ |
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"pages": [[1, 1000000]] |
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}, |
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"parser_id": "naive", |
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"permission": "me", |
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"similarity_threshold": 0.2, |
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"status": "1", |
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"tenant_id": "b48110a0286411ef994a3043d7ee537e", |
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"token_num": 0, |
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"update_date": "Wed, 19 Jun 2024 20:33:34 GMT", |
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"update_time": 1718800414529, |
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"vector_similarity_weight": 0.3 |
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}, |
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"message": "success" |
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} |
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``` |
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### Response for the operating error |
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```json |
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{ |
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"code": 103, |
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"message": "Only the owner of knowledgebase is authorized for this operation!" |
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} |
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``` |
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### Response for no parameter |
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```json |
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{ |
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"code": 102, |
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"message": "Please input at least one parameter that you want to update!" |
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} |
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``` |
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------------------------------------------------------------------------------------------------------------------------------ |
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## Upload documents |
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This method uploads documents for a specific user. |
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### Request |
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#### Request URI |
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| Method | Request URI | |
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|--------|-----------------------------------| |
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| POST | `/dataset/{dataset_id}/documents` | |
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#### Request parameter |
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| Name | Type | Required | Description | |
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|--------------|--------|----------|------------------------------------------------------------| |
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| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
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### Response |
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### Successful response |
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```json |
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{ |
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"code": 0, |
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"data": [ |
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{ |
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"created_by": "b48110a0286411ef994a3043d7ee537e", |
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"id": "859584a0379211efb1a23043d7ee537e", |
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"kb_id": "8591349a379211ef92213043d7ee537e", |
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"location": "test.txt", |
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"name": "test.txt", |
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"parser_config": { |
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"pages": [ |
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[1, 1000000] |
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] |
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}, |
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"parser_id": "naive", |
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"size": 0, |
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"thumbnail": null, |
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"type": "doc" |
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}, |
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{ |
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"created_by": "b48110a0286411ef994a3043d7ee537e", |
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"id": "8596f18c379211efb1a23043d7ee537e", |
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"kb_id": "8591349a379211ef92213043d7ee537e", |
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"location": "test1.txt", |
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"name": "test1.txt", |
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"parser_config": { |
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"pages": [ |
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[1, 1000000] |
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] |
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}, |
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"parser_id": "naive", |
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"size": 0, |
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"thumbnail": null, |
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"type": "doc" |
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} |
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], |
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"message": "success" |
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} |
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``` |
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### Response for nonexistent files |
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```json |
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{ |
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"code": "RetCode.DATA_ERROR", |
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"message": "The file test_data/imagination.txt does not exist" |
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} |
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``` |
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### Response for nonexistent dataset |
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```json |
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{ |
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"code": 102, |
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"message": "Can't find this dataset" |
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} |
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``` |
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### Response for the number of files exceeding the limit |
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```json |
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{ |
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"code": 102, |
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"message": "You try to upload 512 files, which exceeds the maximum number of uploading files: 256" |
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} |
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``` |
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### Response for uploading without files. |
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```json |
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{ |
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"code": 101, |
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"message": "None is not string." |
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} |
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``` |
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## Delete documents |
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This method deletes documents for a specific user. |
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### Request |
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#### Request URI |
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| Method | Request URI | |
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|--------|-----------------------------------| |
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| DELETE | `/dataset/{dataset_id}/documents/{document_id}` | |
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#### Request parameter |
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| Name | Type | Required | Description | |
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|---------------|--------|----------|-------------------------------------------------------------------------------------| |
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| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
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| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | |
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### Response |
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### Successful response |
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```json |
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{ |
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"code": 0, |
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"data": true, |
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"message": "success" |
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} |
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``` |
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### Response for deleting a document that does not exist |
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```json |
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{ |
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"code": 102, |
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"message": "Document 111 not found!" |
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} |
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``` |
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### Response for deleting documents from a non-existent dataset |
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```json |
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{ |
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"code": 101, |
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"message": "The document f7aba1ec379b11ef8e853043d7ee537e is not in the dataset: 000, but in the dataset: f7a7ccf2379b11ef83223043d7ee537e." |
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} |
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``` |
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## List documents |
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This method lists documents for a specific user. |
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### Request |
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#### Request URI |
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| Method | Request URI | |
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|--------|-----------------------------------| |
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| GET | `/dataset/{dataset_id}/documents` | |
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#### Request parameter |
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| Name | Type | Required | Description | |
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|--------------|--------|----------|------------------------------------------------------------------------------------------------------------| |
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| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
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| `offset` | int | No | The start of the listed documents. Default: 0 | |
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| `count` | int | No | The total count of the listed documents. Default: -1, meaning all the later part of documents from the start. | |
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| `order_by` | string | No | Default: `create_time` | |
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| `descend` | bool | No | The order of listing documents. Default: True | |
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| `keywords` | string | No | The searching keywords of listing documents. Default: "" | |
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### Response |
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### Successful Response |
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```json |
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{ |
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"code": 0, |
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"data": { |
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"docs": [ |
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{ |
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"chunk_num": 0, |
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"create_date": "Mon, 01 Jul 2024 19:24:10 GMT", |
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"create_time": 1719833050046, |
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"created_by": "b48110a0286411ef994a3043d7ee537e", |
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"id": "6fb6f588379c11ef87023043d7ee537e", |
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"kb_id": "6fb1c9e6379c11efa3523043d7ee537e", |
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"location": "empty.txt", |
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"name": "empty.txt", |
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"parser_config": { |
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"pages": [ |
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[1, 1000000] |
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] |
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}, |
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"parser_id": "naive", |
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"process_begin_at": null, |
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"process_duation": 0.0, |
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"progress": 0.0, |
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"progress_msg": "", |
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"run": "0", |
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"size": 0, |
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"source_type": "local", |
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"status": "1", |
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"thumbnail": null, |
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"token_num": 0, |
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"type": "doc", |
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"update_date": "Mon, 01 Jul 2024 19:24:10 GMT", |
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"update_time": 1719833050046 |
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}, |
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{ |
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"chunk_num": 0, |
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"create_date": "Mon, 01 Jul 2024 19:24:10 GMT", |
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"create_time": 1719833050037, |
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"created_by": "b48110a0286411ef994a3043d7ee537e", |
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"id": "6fb59c60379c11ef87023043d7ee537e", |
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"kb_id": "6fb1c9e6379c11efa3523043d7ee537e", |
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"location": "test.txt", |
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"name": "test.txt", |
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"parser_config": { |
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"pages": [ |
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[1, 1000000] |
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] |
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}, |
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"parser_id": "naive", |
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"process_begin_at": null, |
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"process_duation": 0.0, |
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"progress": 0.0, |
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"progress_msg": "", |
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"run": "0", |
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"size": 0, |
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"source_type": "local", |
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"status": "1", |
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"thumbnail": null, |
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"token_num": 0, |
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"type": "doc", |
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"update_date": "Mon, 01 Jul 2024 19:24:10 GMT", |
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"update_time": 1719833050037 |
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} |
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], |
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"total": 2 |
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}, |
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"message": "success" |
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} |
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``` |
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### Response for listing documents with IndexError |
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```json |
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{ |
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"code": 100, |
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"message": "IndexError('Offset is out of the valid range.')" |
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} |
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``` |
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## Update the details of the document |
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This method updates the details, including the name, enable and template type of a specific document for a specific user. |
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### Request |
|
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#### Request URI |
|
|
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| Method | Request URI | |
|
|--------|-------------------------------------------------| |
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| PUT | `/dataset/{dataset_id}/documents/{document_id}` | |
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|
|
|
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#### Request parameter |
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|
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| Name | Type | Required | Description | |
|
|--------------|--------|----------|------------------------------------------------------------------------------------------------------------| |
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| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
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| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | |
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|
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### Response |
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### Successful Response |
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```json |
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{ |
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"code": 0, |
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"data": { |
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"chunk_num": 0, |
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"create_date": "Mon, 15 Jul 2024 16:55:03 GMT", |
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"create_time": 1721033703914, |
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"created_by": "b48110a0286411ef994a3043d7ee537e", |
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"id": "ed30167a428711efab193043d7ee537e", |
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"kb_id": "ed2d8770428711efaf583043d7ee537e", |
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"location": "test.txt", |
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"name": "new_name.txt", |
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"parser_config": { |
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"pages": [ |
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[1, 1000000] |
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] |
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}, |
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"parser_id": "naive", |
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"process_begin_at": null, |
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"process_duration": 0.0, |
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"progress": 0.0, |
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"progress_msg": "", |
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"run": "0", |
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"size": 14, |
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"source_type": "local", |
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"status": "1", |
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"thumbnail": null, |
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"token_num": 0, |
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"type": "doc", |
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"update_date": "Mon, 15 Jul 2024 16:55:03 GMT", |
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"update_time": 1721033703934 |
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}, |
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"message": "Success" |
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} |
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``` |
|
|
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### Response for updating a document which does not exist. |
|
|
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```json |
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{ |
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"code": 101, |
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"message": "This document weird_doc_id cannot be found!" |
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} |
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``` |
|
|
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### Response for updating a document without giving parameters. |
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```json |
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{ |
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"code": 102, |
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"message": "Please input at least one parameter that you want to update!" |
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} |
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``` |
|
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### Response for updating a document in the nonexistent dataset. |
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```json |
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{ |
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"code": 102, |
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"message": "This dataset fake_dataset_id cannot be found!" |
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} |
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``` |
|
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### Response for updating a document with an extension name that differs from its original. |
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```json |
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{ |
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"code": 101, |
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"data": false, |
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"message": "The extension of file cannot be changed" |
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} |
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``` |
|
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### Response for updating a document with a duplicate name. |
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```json |
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{ |
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"code": 101, |
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"message": "Duplicated document name in the same dataset." |
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} |
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``` |
|
|
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### Response for updating a document's illegal parameter. |
|
```json |
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{ |
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"code": 101, |
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"message": "illegal_parameter is an illegal parameter." |
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} |
|
``` |
|
|
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### Response for updating a document's name without its name value. |
|
```json |
|
{ |
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"code": 102, |
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"message": "There is no new name." |
|
} |
|
``` |
|
|
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### Response for updating a document's with giving illegal enable's value. |
|
```json |
|
{ |
|
"code": 102, |
|
"message": "Illegal value '?' for 'enable' field." |
|
} |
|
``` |
|
|
|
## Download the document |
|
|
|
This method downloads a specific document for a specific user. |
|
|
|
### Request |
|
|
|
#### Request URI |
|
|
|
| Method | Request URI | |
|
|--------|-------------------------------------------------| |
|
| GET | `/dataset/{dataset_id}/documents/{document_id}` | |
|
|
|
|
|
#### Request parameter |
|
|
|
| Name | Type | Required | Description | |
|
|--------------|--------|----------|------------------------------------------------------------------------------------------------------------| |
|
| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
|
| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | |
|
|
|
### Response |
|
|
|
### Successful Response |
|
|
|
```json |
|
{ |
|
"code": "0", |
|
"data": "b'test\\ntest\\ntest'" |
|
} |
|
``` |
|
|
|
### Response for downloading a document which does not exist. |
|
|
|
```json |
|
{ |
|
"code": 101, |
|
"message": "This document 'imagination.txt' cannot be found!" |
|
} |
|
``` |
|
|
|
### Response for downloading a document in the nonexistent dataset. |
|
```json |
|
{ |
|
"code": 102, |
|
"message": "This dataset 'imagination' cannot be found!" |
|
} |
|
``` |
|
|
|
### Response for downloading an empty document. |
|
```json |
|
{ |
|
"code": 102, |
|
"message": "This file is empty." |
|
} |
|
``` |
|
|
|
## Start parsing a document |
|
|
|
This method enables a specific document to start parsing for a specific user. |
|
|
|
### Request |
|
|
|
#### Request URI |
|
|
|
| Method | Request URI | |
|
|--------|--------------------------------------------------------| |
|
| POST | `/dataset/{dataset_id}/documents/{document_id}/status` | |
|
|
|
|
|
#### Request parameter |
|
|
|
| Name | Type | Required | Description | |
|
|--------------|--------|----------|------------------------------------------------------------------------------------------------------------| |
|
| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
|
| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | |
|
|
|
### Response |
|
|
|
### Successful Response |
|
|
|
```json |
|
{ |
|
"code": 0, |
|
"message": "" |
|
} |
|
``` |
|
|
|
### Response for parsing a document which does not exist. |
|
|
|
```json |
|
{ |
|
"code": 101, |
|
"message": "This document 'imagination.txt' cannot be found!" |
|
} |
|
``` |
|
|
|
### Response for parsing a document in the nonexistent dataset. |
|
```json |
|
{ |
|
"code": 102, |
|
"message": "This dataset 'imagination' cannot be found!" |
|
} |
|
``` |
|
|
|
### Response for parsing an empty document. |
|
```json |
|
{ |
|
"code": 0, |
|
"message": "Empty data in the document: empty.txt;" |
|
} |
|
``` |
|
|
|
## Start parsing multiple documents |
|
|
|
This method enables multiple documents, including all documents in the specific dataset or specified documents, to start parsing for a specific user. |
|
|
|
### Request |
|
|
|
#### Request URI |
|
|
|
| Method | Request URI | |
|
|--------|-------------------------------------------------------| |
|
| POST | `/dataset/{dataset_id}/documents/status` | |
|
|
|
|
|
#### Request parameter |
|
|
|
| Name | Type | Required | Description | |
|
|--------------|--------|----------|-----------------------------------------------------------------------------------------------------------------------------------| |
|
| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
|
| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | |
|
| `doc_ids` | list | No | The document IDs of the documents that the user would like to parse. Default: None, means all documents in the specified dataset. | |
|
### Response |
|
|
|
### Successful Response |
|
|
|
```json |
|
{ |
|
"code": 0, |
|
"data": true, |
|
"message": "" |
|
} |
|
``` |
|
|
|
### Response for parsing documents which does not exist. |
|
|
|
```json |
|
{ |
|
"code": 101, |
|
"message": "This document 'imagination.txt' cannot be found!" |
|
} |
|
``` |
|
|
|
### Response for parsing documents in the nonexistent dataset. |
|
```json |
|
{ |
|
"code": 102, |
|
"message": "This dataset 'imagination' cannot be found!" |
|
} |
|
``` |
|
|
|
### Response for parsing documents, one of which is empty. |
|
```json |
|
{ |
|
"code": 0, |
|
"data": true, |
|
"message": "Empty data in the document: empty.txt; " |
|
} |
|
``` |
|
|
|
## Show the parsing status of the document |
|
|
|
This method shows the parsing status of the document for a specific user. |
|
|
|
### Request |
|
|
|
#### Request URI |
|
|
|
| Method | Request URI | |
|
|--------|-------------------------------------------------------| |
|
| GET | `/dataset/{dataset_id}/documents/status` | |
|
|
|
|
|
#### Request parameter |
|
|
|
| Name | Type | Required | Description | |
|
|--------------|--------|----------|-----------------------------------------------------------------------------------------------------------------------------------| |
|
| `dataset_id` | string | Yes | The ID of the dataset. Call ['GET' /dataset](#create-dataset) to retrieve the ID. | |
|
| `document_id` | string | Yes | The ID of the document. Call ['GET' /document](#list-documents) to retrieve the ID. | |
|
|
|
### Response |
|
|
|
### Successful Response |
|
|
|
```json |
|
{ |
|
"code": 0, |
|
"data": { |
|
"progress": 0.0, |
|
"status": "RUNNING" |
|
}, |
|
"message": "success" |
|
} |
|
``` |
|
|
|
### Response for showing the parsing status of a document which does not exist. |
|
|
|
```json |
|
{ |
|
"code": 102, |
|
"message": "This document: 'imagination.txt' is not a valid document." |
|
} |
|
``` |
|
|
|
### Response for showing the parsing status of a document in the nonexistent dataset. |
|
```json |
|
{ |
|
"code": 102, |
|
"message": "This dataset 'imagination' cannot be found!" |
|
} |
|
``` |
|
|