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| 1 | +# Copyright (c) Alibaba, Inc. and its affiliates. |
| 2 | + |
| 3 | +import asyncio |
| 4 | +import time |
| 5 | +from typing import List, Union |
| 6 | + |
| 7 | +import aiohttp |
| 8 | + |
| 9 | +from dashscope.api_entities.dashscope_response import (DashScopeAPIResponse, |
| 10 | + TranscriptionResponse) |
| 11 | +from dashscope.client.base_api import BaseAsyncApi |
| 12 | +from dashscope.common.constants import ApiProtocol, HTTPMethod |
| 13 | +from dashscope.common.logging import logger |
| 14 | + |
| 15 | + |
| 16 | +class QwenTranscription(BaseAsyncApi): |
| 17 | + """API for File Transcription models. |
| 18 | + """ |
| 19 | + |
| 20 | + MAX_QUERY_TRY_COUNT = 3 |
| 21 | + |
| 22 | + @classmethod |
| 23 | + def call(cls, |
| 24 | + model: str, |
| 25 | + file_url: str, |
| 26 | + api_key: str = None, |
| 27 | + workspace: str = None, |
| 28 | + **kwargs) -> TranscriptionResponse: |
| 29 | + """Transcribe the given files synchronously. |
| 30 | +
|
| 31 | + Args: |
| 32 | + model (str): The requested model_id. |
| 33 | + file_url (str): stored URL. |
| 34 | + workspace (str): The dashscope workspace id. |
| 35 | +
|
| 36 | + Returns: |
| 37 | + TranscriptionResponse: The result of batch transcription. |
| 38 | + """ |
| 39 | + kwargs = cls._tidy_kwargs(**kwargs) |
| 40 | + response = super().call(model, |
| 41 | + file_url, |
| 42 | + api_key=api_key, |
| 43 | + workspace=workspace, |
| 44 | + **kwargs) |
| 45 | + return TranscriptionResponse.from_api_response(response) |
| 46 | + |
| 47 | + @classmethod |
| 48 | + def async_call(cls, |
| 49 | + model: str, |
| 50 | + file_url: str, |
| 51 | + api_key: str = None, |
| 52 | + workspace: str = None, |
| 53 | + **kwargs) -> TranscriptionResponse: |
| 54 | + """Transcribe the given files asynchronously, |
| 55 | + return the status of task submission for querying results subsequently. |
| 56 | +
|
| 57 | + Args: |
| 58 | + model (str): The requested model, such as paraformer-16k-1 |
| 59 | + file_url (str): stored URL. |
| 60 | + workspace (str): The dashscope workspace id. |
| 61 | +
|
| 62 | + Returns: |
| 63 | + TranscriptionResponse: The response including task_id. |
| 64 | + """ |
| 65 | + kwargs = cls._tidy_kwargs(**kwargs) |
| 66 | + response = cls._launch_request(model, |
| 67 | + file_url, |
| 68 | + api_key=api_key, |
| 69 | + workspace=workspace, |
| 70 | + **kwargs) |
| 71 | + return TranscriptionResponse.from_api_response(response) |
| 72 | + |
| 73 | + @classmethod |
| 74 | + def fetch(cls, |
| 75 | + task: Union[str, TranscriptionResponse], |
| 76 | + api_key: str = None, |
| 77 | + workspace: str = None, |
| 78 | + **kwargs) -> TranscriptionResponse: |
| 79 | + """Fetch the status of task, including results of batch transcription when task_status is SUCCEEDED. # noqa: E501 |
| 80 | +
|
| 81 | + Args: |
| 82 | + task (Union[str, TranscriptionResponse]): The task_id or |
| 83 | + response including task_id returned from async_call(). |
| 84 | + workspace (str): The dashscope workspace id. |
| 85 | +
|
| 86 | + Returns: |
| 87 | + TranscriptionResponse: The status of task_id, |
| 88 | + including results of batch transcription when task_status is SUCCEEDED. |
| 89 | + """ |
| 90 | + try_count: int = 0 |
| 91 | + while True: |
| 92 | + try: |
| 93 | + response = super().fetch(task, |
| 94 | + api_key=api_key, |
| 95 | + workspace=workspace, |
| 96 | + **kwargs) |
| 97 | + except (asyncio.TimeoutError, aiohttp.ClientConnectorError) as e: |
| 98 | + logger.error(e) |
| 99 | + try_count += 1 |
| 100 | + if try_count <= QwenTranscription.MAX_QUERY_TRY_COUNT: |
| 101 | + time.sleep(2) |
| 102 | + continue |
| 103 | + |
| 104 | + try_count = 0 |
| 105 | + break |
| 106 | + |
| 107 | + return TranscriptionResponse.from_api_response(response) |
| 108 | + |
| 109 | + @classmethod |
| 110 | + def wait(cls, |
| 111 | + task: Union[str, TranscriptionResponse], |
| 112 | + api_key: str = None, |
| 113 | + workspace: str = None, |
| 114 | + **kwargs) -> TranscriptionResponse: |
| 115 | + """Poll task until the final results of transcription is obtained. |
| 116 | +
|
| 117 | + Args: |
| 118 | + task (Union[str, TranscriptionResponse]): The task_id or |
| 119 | + response including task_id returned from async_call(). |
| 120 | + workspace (str): The dashscope workspace id. |
| 121 | +
|
| 122 | + Returns: |
| 123 | + TranscriptionResponse: The result of batch transcription. |
| 124 | + """ |
| 125 | + response = super().wait(task, |
| 126 | + api_key=api_key, |
| 127 | + workspace=workspace, |
| 128 | + **kwargs) |
| 129 | + return TranscriptionResponse.from_api_response(response) |
| 130 | + |
| 131 | + @classmethod |
| 132 | + def _launch_request(cls, |
| 133 | + model: str, |
| 134 | + file: str, |
| 135 | + api_key: str = None, |
| 136 | + workspace: str = None, |
| 137 | + **kwargs) -> DashScopeAPIResponse: |
| 138 | + """Submit transcribe request. |
| 139 | +
|
| 140 | + Args: |
| 141 | + model (str): The requested model, such as paraformer-16k-1 |
| 142 | + files (List[str]): List of stored URLs. |
| 143 | + workspace (str): The dashscope workspace id. |
| 144 | +
|
| 145 | + Returns: |
| 146 | + DashScopeAPIResponse: The result of task submission. |
| 147 | + """ |
| 148 | + |
| 149 | + try_count: int = 0 |
| 150 | + while True: |
| 151 | + try: |
| 152 | + response = super().async_call(model=model, |
| 153 | + task_group='audio', |
| 154 | + task='asr', |
| 155 | + function='transcription', |
| 156 | + input={'file_url': file}, |
| 157 | + api_protocol=ApiProtocol.HTTP, |
| 158 | + http_method=HTTPMethod.POST, |
| 159 | + api_key=api_key, |
| 160 | + workspace=workspace, |
| 161 | + **kwargs) |
| 162 | + except (asyncio.TimeoutError, aiohttp.ClientConnectorError) as e: |
| 163 | + logger.error(e) |
| 164 | + try_count += 1 |
| 165 | + if try_count <= QwenTranscription.MAX_QUERY_TRY_COUNT: |
| 166 | + time.sleep(2) |
| 167 | + continue |
| 168 | + break |
| 169 | + |
| 170 | + return response |
| 171 | + |
| 172 | + @classmethod |
| 173 | + def _fill_resource_id(cls, phrase_id: str, **kwargs): |
| 174 | + resources_list: list = [] |
| 175 | + if phrase_id is not None and len(phrase_id) > 0: |
| 176 | + item = {'resource_id': phrase_id, 'resource_type': 'asr_phrase'} |
| 177 | + resources_list.append(item) |
| 178 | + |
| 179 | + if len(resources_list) > 0: |
| 180 | + kwargs['resources'] = resources_list |
| 181 | + |
| 182 | + return kwargs |
| 183 | + |
| 184 | + @classmethod |
| 185 | + def _tidy_kwargs(cls, **kwargs): |
| 186 | + for k in kwargs.copy(): |
| 187 | + if kwargs[k] is None: |
| 188 | + kwargs.pop(k, None) |
| 189 | + return kwargs |
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