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8.65 kB
| # -*- coding: utf-8 -*- | |
| # Copyright (c) Alibaba, Inc. and its affiliates. | |
| from typing import Union | |
| from dashscope.api_entities.dashscope_response import DashScopeAPIResponse | |
| from dashscope.client.base_api import BaseAsyncApi | |
| from dashscope.common.error import InputRequired | |
| from dashscope.common.utils import _get_task_group_and_task | |
| from dashscope.embeddings.batch_text_embedding_response import ( | |
| BatchTextEmbeddingResponse, | |
| ) | |
| class BatchTextEmbedding(BaseAsyncApi): | |
| task = "text-embedding" | |
| function = "text-embedding" | |
| """API for async text embedding. | |
| """ | |
| class Models: | |
| text_embedding_async_v1 = "text-embedding-async-v1" | |
| text_embedding_async_v2 = "text-embedding-async-v2" | |
| def call( # type: ignore[override] | |
| cls, | |
| model: str, | |
| url: str, | |
| api_key: str = None, | |
| workspace: str = None, | |
| **kwargs, | |
| ) -> BatchTextEmbeddingResponse: | |
| """Call async text embedding service and get result. | |
| Args: | |
| model (str): The model, reference ``Models``. | |
| url (Any): The async request file url, which contains text | |
| to embedding line by line. | |
| api_key (str, optional): The api api_key. Defaults to None. | |
| workspace (str): The dashscope workspace id. | |
| **kwargs: | |
| text_type(str, `optional`): [query|document], After the | |
| text is converted into a vector, it can be applied to | |
| downstream tasks such as retrieval, clustering, and | |
| classification. For asymmetric tasks such as retrieval, | |
| in order to achieve better retrieval results, it is | |
| recommended to distinguish between query text (query) | |
| and bottom database text (document) types, clustering | |
| Symmetric tasks such as , classification, etc. do not | |
| need to be specially specified, and the system | |
| default value "document" can be used | |
| Raises: | |
| InputRequired: The url cannot be empty. | |
| Returns: | |
| AsyncTextEmbeddingResponse: The async text embedding task result. | |
| """ | |
| return super().call( # type: ignore[return-value] | |
| model, | |
| url, | |
| api_key=api_key, | |
| workspace=workspace, | |
| **kwargs, | |
| ) | |
| def async_call( # type: ignore[override] | |
| cls, | |
| model: str, | |
| url: str, | |
| api_key: str = None, | |
| workspace: str = None, | |
| **kwargs, | |
| ) -> BatchTextEmbeddingResponse: | |
| """Create a async text embedding task, and return task information. | |
| Args: | |
| model (str): The model, reference ``Models``. | |
| url (Any): The async request file url, which contains text | |
| to embedding line by line. | |
| api_key (str, optional): The api api_key. Defaults to None. | |
| workspace (str): The dashscope workspace id. | |
| **kwargs: | |
| text_type(str, `optional`): [query|document], After the | |
| text is converted into a vector, it can be applied to | |
| downstream tasks such as retrieval, clustering, and | |
| classification. For asymmetric tasks such as retrieval, | |
| in order to achieve better retrieval results, it is | |
| recommended to distinguish between query text (query) | |
| and bottom database text (document) types, clustering | |
| Symmetric tasks such as , classification, etc. do not | |
| need to be specially specified, and the system | |
| default value "document" can be used | |
| Raises: | |
| InputRequired: The url cannot be empty. | |
| Returns: | |
| DashScopeAPIResponse: The image synthesis | |
| task id in the response. | |
| """ | |
| if url is None or not url: | |
| raise InputRequired("url is required!") | |
| input = {"url": url} # pylint: disable=redefined-builtin | |
| task_group, _ = _get_task_group_and_task(__name__) | |
| response = super().async_call( | |
| model=model, | |
| task_group=task_group, | |
| task=BatchTextEmbedding.task, | |
| function=BatchTextEmbedding.function, | |
| api_key=api_key, | |
| input=input, | |
| workspace=workspace, | |
| **kwargs, | |
| ) | |
| return BatchTextEmbeddingResponse.from_api_response(response) | |
| def fetch( # type: ignore[override] | |
| cls, | |
| task: Union[str, BatchTextEmbeddingResponse], | |
| api_key: str = None, | |
| workspace: str = None, | |
| ) -> BatchTextEmbeddingResponse: | |
| """Fetch async text embedding task status or result. | |
| Args: | |
| task (Union[str, AsyncTextEmbeddingResponse]): The task_id or | |
| AsyncTextEmbeddingResponse return by async_call(). | |
| api_key (str, optional): The api api_key. Defaults to None. | |
| workspace (str): The dashscope workspace id. | |
| Returns: | |
| AsyncTextEmbeddingResponse: The task status or result. | |
| """ | |
| response = super().fetch(task, api_key, workspace=workspace) | |
| return BatchTextEmbeddingResponse.from_api_response(response) | |
| def wait( # type: ignore[override] | |
| cls, | |
| task: Union[str, BatchTextEmbeddingResponse], | |
| api_key: str = None, | |
| workspace: str = None, | |
| ) -> BatchTextEmbeddingResponse: | |
| """Wait for async text embedding task to complete, and return the result. # noqa: E501 | |
| Args: | |
| task (Union[str, AsyncTextEmbeddingResponse]): The task_id or | |
| AsyncTextEmbeddingResponse return by async_call(). | |
| api_key (str, optional): The api api_key. Defaults to None. | |
| workspace (str): The dashscope workspace id. | |
| Returns: | |
| AsyncTextEmbeddingResponse: The task result. | |
| """ | |
| response = super().wait(task, api_key, workspace=workspace) | |
| return BatchTextEmbeddingResponse.from_api_response(response) | |
| def cancel( # type: ignore[override] | |
| cls, | |
| task: Union[str, BatchTextEmbeddingResponse], | |
| api_key: str = None, | |
| workspace: str = None, | |
| ) -> DashScopeAPIResponse: | |
| """Cancel async text embedding task. | |
| Only tasks whose status is PENDING can be canceled. | |
| Args: | |
| task (Union[str, AsyncTextEmbeddingResponse]): The task_id or | |
| AsyncTextEmbeddingResponse return by async_call(). | |
| api_key (str, optional): The api api_key. Defaults to None. | |
| workspace (str): The dashscope workspace id. | |
| Returns: | |
| DashScopeAPIResponse: The response data. | |
| """ | |
| return super().cancel(task, api_key, workspace=workspace) | |
| def list( | |
| cls, | |
| start_time: str = None, | |
| end_time: str = None, | |
| model_name: str = None, | |
| api_key_id: str = None, | |
| region: str = None, | |
| status: str = None, | |
| page_no: int = 1, | |
| page_size: int = 10, | |
| api_key: str = None, | |
| workspace: str = None, | |
| **kwargs, | |
| ) -> DashScopeAPIResponse: | |
| """List async tasks. | |
| Args: | |
| start_time (str, optional): The tasks start time, | |
| for example: 20230420000000. Defaults to None. | |
| end_time (str, optional): The tasks end time, | |
| for example: 20230420000000. Defaults to None. | |
| model_name (str, optional): The tasks model name. Defaults to None. | |
| api_key_id (str, optional): The tasks api-key-id. Defaults to None. | |
| region (str, optional): The service region, | |
| for example: cn-beijing. Defaults to None. | |
| status (str, optional): The status of tasks[PENDING, | |
| RUNNING, SUCCEEDED, FAILED, CANCELED]. Defaults to None. | |
| page_no (int, optional): The page number. Defaults to 1. | |
| page_size (int, optional): The page size. Defaults to 10. | |
| api_key (str, optional): The user api-key. Defaults to None. | |
| Returns: | |
| DashScopeAPIResponse: The response data. | |
| """ | |
| return super().list( | |
| start_time=start_time, | |
| end_time=end_time, | |
| model_name=model_name, | |
| api_key_id=api_key_id, | |
| region=region, | |
| status=status, | |
| page_no=page_no, | |
| page_size=page_size, | |
| api_key=api_key, | |
| workspace=workspace, | |
| **kwargs, | |
| ) | |