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119 lines
5.2 KiB
119 lines
5.2 KiB
# |
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# Licensed to the Apache Software Foundation (ASF) under one |
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# or more contributor license agreements. See the NOTICE file |
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# distributed with this work for additional information |
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# regarding copyright ownership. The ASF licenses this file |
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# to you under the Apache License, Version 2.0 (the |
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# "License"); you may not use this file except in compliance |
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# with the License. You may obtain a copy of the License at |
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# |
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# http://www.apache.org/licenses/LICENSE-2.0 |
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# |
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# Unless required by applicable law or agreed to in writing, |
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# software distributed under the License is distributed on an |
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# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
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# KIND, either express or implied. See the License for the |
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# specific language governing permissions and limitations |
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# under the License. |
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"""This module contains a Google Speech to Text operator.""" |
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from typing import Optional, Sequence, Union |
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from airflow.exceptions import AirflowException |
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from airflow.models import BaseOperator |
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from airflow.providers.google.cloud.hooks.speech_to_text import ( |
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CloudSpeechToTextHook, |
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RecognitionAudio, |
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) |
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from airflow.utils.decorators import apply_defaults |
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from google.api_core.retry import Retry |
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from google.cloud.speech_v1.types import RecognitionConfig |
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from google.protobuf.json_format import MessageToDict |
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class CloudSpeechToTextRecognizeSpeechOperator(BaseOperator): |
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""" |
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Recognizes speech from audio file and returns it as text. |
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.. seealso:: |
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For more information on how to use this operator, take a look at the guide: |
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:ref:`howto/operator:CloudSpeechToTextRecognizeSpeechOperator` |
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:param config: information to the recognizer that specifies how to process the request. See more: |
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https://googleapis.github.io/google-cloud-python/latest/speech/gapic/v1/types.html#google.cloud.speech_v1.types.RecognitionConfig |
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:type config: dict or google.cloud.speech_v1.types.RecognitionConfig |
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:param audio: audio data to be recognized. See more: |
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https://googleapis.github.io/google-cloud-python/latest/speech/gapic/v1/types.html#google.cloud.speech_v1.types.RecognitionAudio |
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:type audio: dict or google.cloud.speech_v1.types.RecognitionAudio |
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:param project_id: Optional, Google Cloud Project ID where the Compute |
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Engine Instance exists. If set to None or missing, the default project_id from the Google Cloud |
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connection is used. |
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:type project_id: str |
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:param gcp_conn_id: Optional, The connection ID used to connect to Google Cloud. |
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Defaults to 'google_cloud_default'. |
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:type gcp_conn_id: str |
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:param retry: (Optional) A retry object used to retry requests. If None is specified, |
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requests will not be retried. |
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:type retry: google.api_core.retry.Retry |
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:param timeout: (Optional) The amount of time, in seconds, to wait for the request to complete. |
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Note that if retry is specified, the timeout applies to each individual attempt. |
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:type timeout: float |
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:param impersonation_chain: Optional service account to impersonate using short-term |
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credentials, or chained list of accounts required to get the access_token |
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of the last account in the list, which will be impersonated in the request. |
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If set as a string, the account must grant the originating account |
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the Service Account Token Creator IAM role. |
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If set as a sequence, the identities from the list must grant |
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Service Account Token Creator IAM role to the directly preceding identity, with first |
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account from the list granting this role to the originating account (templated). |
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:type impersonation_chain: Union[str, Sequence[str]] |
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""" |
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# [START gcp_speech_to_text_synthesize_template_fields] |
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template_fields = ( |
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"audio", |
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"config", |
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"project_id", |
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"gcp_conn_id", |
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"timeout", |
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"impersonation_chain", |
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) |
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# [END gcp_speech_to_text_synthesize_template_fields] |
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@apply_defaults |
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def __init__( |
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self, |
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*, |
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audio: RecognitionAudio, |
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config: RecognitionConfig, |
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project_id: Optional[str] = None, |
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gcp_conn_id: str = "google_cloud_default", |
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retry: Optional[Retry] = None, |
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timeout: Optional[float] = None, |
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impersonation_chain: Optional[Union[str, Sequence[str]]] = None, |
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**kwargs, |
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) -> None: |
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self.audio = audio |
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self.config = config |
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self.project_id = project_id |
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self.gcp_conn_id = gcp_conn_id |
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self.retry = retry |
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self.timeout = timeout |
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self._validate_inputs() |
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self.impersonation_chain = impersonation_chain |
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super().__init__(**kwargs) |
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def _validate_inputs(self) -> None: |
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if self.audio == "": |
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raise AirflowException("The required parameter 'audio' is empty") |
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if self.config == "": |
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raise AirflowException("The required parameter 'config' is empty") |
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def execute(self, context): |
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hook = CloudSpeechToTextHook( |
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gcp_conn_id=self.gcp_conn_id, |
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impersonation_chain=self.impersonation_chain, |
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) |
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response = hook.recognize_speech( |
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config=self.config, audio=self.audio, retry=self.retry, timeout=self.timeout |
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) |
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return MessageToDict(response)
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