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samples/snippets/translate_v3_batch_translate_text_with_glossary_and_model.py
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# -*- coding: utf-8 -*- | ||
# | ||
# Copyright 2019 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# https://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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||
# DO NOT EDIT! This is a generated sample ("LongRunningPromise", "translate_v3_batch_translate_text_with_glossary_and_model") | ||
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# To install the latest published package dependency, execute the following: | ||
# pip install google-cloud-translate | ||
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# sample-metadata | ||
# title: Batch Translate with Glossary and Model | ||
# description: Batch translate text with Glossary using AutoML Translation model | ||
# usage: python3 translate_v3_batch_translate_text_with_glossary_and_model.py [--input_uri "gs://cloud-samples-data/text.txt"] [--output_uri "gs://YOUR_BUCKET_ID/path_to_store_results/"] [--project "[Google Cloud Project ID]"] [--location "us-central1"] [--target_language en] [--source_language de] [--model_id "{your-model-id}"] [--glossary_id "{your-glossary-id}"] | ||
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# [START translate_v3_batch_translate_text_with_glossary_and_model] | ||
from google.cloud import translate | ||
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def sample_batch_translate_text_with_glossary_and_model( | ||
input_uri, | ||
output_uri, | ||
project_id, | ||
location, | ||
target_language, | ||
source_language, | ||
model_id, | ||
glossary_id | ||
): | ||
""" | ||
Batch translate text with Glossary and Translation model | ||
""" | ||
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client = translate.TranslationServiceClient() | ||
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# TODO(developer): Uncomment and set the following variables | ||
# input_uri = 'gs://cloud-samples-data/text.txt' | ||
# output_uri = 'gs://YOUR_BUCKET_ID/path_to_store_results/' | ||
# project = '[Google Cloud Project ID]' | ||
# location = 'us-central1' | ||
# target_language = 'en' | ||
# source_language = 'de' | ||
# model_id = '{your-model-id}' | ||
# glossary_id = '[YOUR_GLOSSARY_ID]' | ||
target_language_codes = [target_language] | ||
gcs_source = {"input_uri": input_uri} | ||
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# Optional. Can be "text/plain" or "text/html". | ||
mime_type = "text/plain" | ||
input_configs_element = {"gcs_source": gcs_source, "mime_type": mime_type} | ||
input_configs = [input_configs_element] | ||
gcs_destination = {"output_uri_prefix": output_uri} | ||
output_config = {"gcs_destination": gcs_destination} | ||
parent = client.location_path(project_id, location) | ||
model_path = 'projects/{}/locations/{}/models/{}'.format(project_id, 'us-central1', model_id) | ||
models = {target_language: model_path} | ||
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glossary_path = client.glossary_path( | ||
project_id, | ||
'us-central1', # The location of the glossary | ||
glossary_id) | ||
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glossary_config = translate.types.TranslateTextGlossaryConfig( | ||
glossary=glossary_path) | ||
glossaries = {"ja": glossary_config} #target lang as key | ||
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operation = client.batch_translate_text( | ||
parent=parent, | ||
source_language_code=source_language, | ||
target_language_codes=target_language_codes, | ||
input_configs=input_configs, | ||
output_config=output_config, | ||
models=models, | ||
glossaries=glossaries | ||
) | ||
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print(u"Waiting for operation to complete...") | ||
response = operation.result() | ||
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# Display the translation for each input text provided | ||
print(u"Total Characters: {}".format(response.total_characters)) | ||
print(u"Translated Characters: {}".format(response.translated_characters)) | ||
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# [END translate_v3_batch_translate_text_with_glossary_and_model] | ||
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def main(): | ||
import argparse | ||
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parser = argparse.ArgumentParser() | ||
parser.add_argument( | ||
"--input_uri", type=str, default="gs://cloud-samples-data/text.txt" | ||
) | ||
parser.add_argument( | ||
"--output_uri", type=str, default="gs://YOUR_BUCKET_ID/path_to_store_results/" | ||
) | ||
parser.add_argument("--project_id", type=str, default="[Google Cloud Project ID]") | ||
parser.add_argument("--location", type=str, default="us-central1") | ||
parser.add_argument("--target_language", type=str, default="en") | ||
parser.add_argument("--source_language", type=str, default="de") | ||
parser.add_argument( | ||
"--model_id", | ||
type=str, | ||
default="{your-model-id}" | ||
) | ||
parser.add_argument( | ||
"--glossary_id", | ||
type=str, | ||
default="[YOUR_GLOSSARY_ID]", | ||
) | ||
args = parser.parse_args() | ||
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sample_batch_translate_text_with_glossary_and_model( | ||
args.input_uri, | ||
args.output_uri, | ||
args.project_id, | ||
args.location, | ||
args.target_language, | ||
args.source_language, | ||
args.model_id, | ||
args.glossary_id | ||
) | ||
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if __name__ == "__main__": | ||
main() |
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samples/snippets/translate_v3_batch_translate_text_with_glossary_and_model_test.py
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# Copyright 2019 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import os | ||
import pytest | ||
import uuid | ||
import translate_v3_batch_translate_text_with_glossary_and_model | ||
import translate_v3_create_glossary | ||
import translate_v3_delete_glossary | ||
from google.cloud import storage | ||
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PROJECT_ID = os.environ['GOOGLE_CLOUD_PROJECT'] | ||
GLOSSARY_INPUT_URI = 'gs://cloud-samples-data/translation/glossary_ja.csv' | ||
MODEL_ID = 'TRL3128559826197068699' | ||
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@pytest.fixture(scope='session') | ||
def glossary(): | ||
"""Get the ID of a glossary available to session (do not mutate/delete).""" | ||
glossary_id = 'must-start-with-letters-' + str(uuid.uuid1()) | ||
translate_v3_create_glossary.sample_create_glossary( | ||
PROJECT_ID, | ||
GLOSSARY_INPUT_URI, | ||
glossary_id | ||
) | ||
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yield glossary_id | ||
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try: | ||
translate_v3_delete_glossary.sample_delete_glossary(PROJECT_ID, glossary_id) | ||
except Exception: | ||
pass | ||
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@pytest.fixture(scope='function') | ||
def bucket(): | ||
"""Create a temporary bucket to store annotation output.""" | ||
bucket_name = "mike-test-delete-" + str(uuid.uuid1()) | ||
storage_client = storage.Client() | ||
bucket = storage_client.create_bucket(bucket_name) | ||
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yield bucket | ||
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bucket.delete(force=True) | ||
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def test_batch_translate_text_with_glossary_and_model(capsys, bucket, glossary): | ||
translate_v3_batch_translate_text_with_glossary_and_model.sample_batch_translate_text_with_glossary_and_model( | ||
'gs://cloud-samples-data/translation/text_with_custom_model_and_glossary.txt', | ||
'gs://{}/translation/BATCH_TRANSLATION_OUTPUT/'.format(bucket.name), | ||
PROJECT_ID, | ||
'us-central1', | ||
'ja', | ||
'en', | ||
MODEL_ID, | ||
glossary | ||
) | ||
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out, _ = capsys.readouterr() | ||
assert 'Total Characters: 25' in out | ||
#TODO: find a way to make sure it translates correctly | ||
# SHOULD NOT BE - Google NMT model -> それはしません。欺ception" | ||
# literal: "それはそうだ" # custom model | ||
# literal: "欺く" # glossary |