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docs: add the base samples for model tasks (#291)
* Add the base samples for model tasks * update package.json * lint fix * Update tests and license headers * use spawnsync to get stderr, update license headers Co-authored-by: Benjamin E. Coe <bencoe@google.com>
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// Copyright 2020 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. | ||
|
||
'use strict'; | ||
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||
function main( | ||
projectId = 'YOUR_PROJECT_ID', | ||
location = 'us-central1', | ||
modelId = 'YOUR_MODEL_ID' | ||
) { | ||
// [START automl_delete_model] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample. | ||
*/ | ||
// const projectId = 'YOUR_PROJECT_ID'; | ||
// const location = 'us-central1'; | ||
// const modelId = 'YOUR_MODEL_ID'; | ||
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// Imports the Google Cloud AutoML library | ||
const {AutoMlClient} = require(`@google-cloud/automl`).v1; | ||
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// Instantiates a client | ||
const client = new AutoMlClient(); | ||
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async function deleteModel() { | ||
// Construct request | ||
const request = { | ||
name: client.modelPath(projectId, location, modelId), | ||
}; | ||
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const [response] = await client.deleteModel(request); | ||
console.log(`Model deleted: ${response}`); | ||
} | ||
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deleteModel(); | ||
// [END automl_delete_model] | ||
} | ||
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main(...process.argv.slice(2)); |
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// Copyright 2020 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. | ||
|
||
'use strict'; | ||
|
||
function main( | ||
projectId = 'YOUR_PROJECT_ID', | ||
location = 'us-central1', | ||
modelId = 'YOUR_MODEL_ID' | ||
) { | ||
// [START automl_deploy_model] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample. | ||
*/ | ||
// const projectId = 'YOUR_PROJECT_ID'; | ||
// const location = 'us-central1'; | ||
// const modelId = 'YOUR_MODEL_ID'; | ||
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// Imports the Google Cloud AutoML library | ||
const {AutoMlClient} = require(`@google-cloud/automl`).v1; | ||
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// Instantiates a client | ||
const client = new AutoMlClient(); | ||
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async function deployModel() { | ||
// Construct request | ||
const request = { | ||
name: client.modelPath(projectId, location, modelId), | ||
}; | ||
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const [operation] = await client.deployModel(request); | ||
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// Wait for operation to complete. | ||
const [response] = await operation.promise(); | ||
console.log(`Model deployment finished. ${response}`); | ||
} | ||
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deployModel(); | ||
// [END automl_deploy_model] | ||
} | ||
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main(...process.argv.slice(2)); |
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// Copyright 2020 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. | ||
|
||
'use strict'; | ||
|
||
function main( | ||
projectId = 'YOUR_PROJECT_ID', | ||
location = 'us-central1', | ||
modelId = 'YOUR_MODEL_ID' | ||
) { | ||
// [START automl_get_model] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample. | ||
*/ | ||
// const projectId = 'YOUR_PROJECT_ID'; | ||
// const location = 'us-central1'; | ||
// const modelId = 'YOUR_MODEL_ID'; | ||
|
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// Imports the Google Cloud AutoML library | ||
const {AutoMlClient} = require(`@google-cloud/automl`).v1; | ||
|
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// Instantiates a client | ||
const client = new AutoMlClient(); | ||
|
||
async function getModel() { | ||
// Construct request | ||
const request = { | ||
name: client.modelPath(projectId, location, modelId), | ||
}; | ||
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const [response] = await client.getModel(request); | ||
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console.log(`Model name: ${response.name}`); | ||
console.log( | ||
`Model id: ${ | ||
response.name.split('/')[response.name.split('/').length - 1] | ||
}` | ||
); | ||
console.log(`Model display name: ${response.displayName}`); | ||
console.log(`Model create time`); | ||
console.log(`\tseconds ${response.createTime.seconds}`); | ||
console.log(`\tnanos ${response.createTime.nanos / 1e9}`); | ||
console.log(`Model deployment state: ${response.deploymentState}`); | ||
} | ||
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getModel(); | ||
// [END automl_get_model] | ||
} | ||
|
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main(...process.argv.slice(2)); |
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// Copyright 2020 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. | ||
|
||
'use strict'; | ||
|
||
function main( | ||
projectId = 'YOUR_PROJECT_ID', | ||
location = 'us-central1', | ||
modelId = 'YOUR_MODEL_ID', | ||
modelEvaluationId = 'YOUR_MODEL_EVALUATION_ID' | ||
) { | ||
// [START automl_language_entity_extraction_get_model_evaluation] | ||
// [START automl_language_sentiment_analysis_get_model_evaluation] | ||
// [START automl_language_text_classification_get_model_evaluation] | ||
// [START automl_translate_get_model_evaluation] | ||
// [START automl_vision_classification_get_model_evaluation] | ||
// [START automl_vision_object_detection_get_model_evaluation] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample. | ||
*/ | ||
// const projectId = 'YOUR_PROJECT_ID'; | ||
// const location = 'us-central1'; | ||
// const modelId = 'YOUR_MODEL_ID'; | ||
// const modelEvaluationId = 'YOUR_MODEL_EVALUATION_ID'; | ||
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// Imports the Google Cloud AutoML library | ||
const {AutoMlClient} = require(`@google-cloud/automl`).v1; | ||
|
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// Instantiates a client | ||
const client = new AutoMlClient(); | ||
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async function getModelEvaluation() { | ||
// Construct request | ||
const request = { | ||
name: client.modelEvaluationPath( | ||
projectId, | ||
location, | ||
modelId, | ||
modelEvaluationId | ||
), | ||
}; | ||
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const [response] = await client.getModelEvaluation(request); | ||
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console.log(`Model evaluation name: ${response.name}`); | ||
console.log(`Model annotation spec id: ${response.annotationSpecId}`); | ||
console.log(`Model display name: ${response.displayName}`); | ||
console.log(`Model create time`); | ||
console.log(`\tseconds ${response.createTime.seconds}`); | ||
console.log(`\tnanos ${response.createTime.nanos / 1e9}`); | ||
console.log(`Evaluation example count: ${response.evaluatedExampleCount}`); | ||
// [END automl_language_sentiment_analysis_get_model_evaluation] | ||
// [END automl_language_text_classification_get_model_evaluation] | ||
// [END automl_translate_get_model_evaluation] | ||
// [END automl_vision_classification_get_model_evaluation] | ||
// [END automl_vision_object_detection_get_model_evaluation] | ||
console.log( | ||
`Entity extraction model evaluation metrics: ${response.textExtractionEvaluationMetrics}` | ||
); | ||
// [END automl_language_entity_extraction_get_model_evaluation] | ||
|
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// [START automl_language_sentiment_analysis_get_model_evaluation] | ||
console.log( | ||
`Sentiment analysis model evaluation metrics: ${response.textSentimentEvaluationMetrics}` | ||
); | ||
// [END automl_language_sentiment_analysis_get_model_evaluation] | ||
|
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// [START automl_language_text_classification_get_model_evaluation] | ||
// [START automl_vision_classification_get_model_evaluation] | ||
console.log( | ||
`Classification model evaluation metrics: ${response.classificationEvaluationMetrics}` | ||
); | ||
// [END automl_language_text_classification_get_model_evaluation] | ||
// [END automl_vision_classification_get_model_evaluation] | ||
|
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// [START automl_translate_get_model_evaluation] | ||
console.log( | ||
`Translation model evaluation metrics: ${response.translationEvaluationMetrics}` | ||
); | ||
// [END automl_translate_get_model_evaluation] | ||
|
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// [START automl_vision_object_detection_get_model_evaluation] | ||
console.log( | ||
`Object detection model evaluation metrics: ${response.imageObjectDetectionEvaluationMetrics}` | ||
); | ||
// [START automl_language_entity_extraction_get_model_evaluation] | ||
// [START automl_language_sentiment_analysis_get_model_evaluation] | ||
// [START automl_language_text_classification_get_model_evaluation] | ||
// [START automl_translate_get_model_evaluation] | ||
// [START automl_vision_classification_get_model_evaluation] | ||
} | ||
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getModelEvaluation(); | ||
// [END automl_language_entity_extraction_get_model_evaluation] | ||
// [END automl_language_sentiment_analysis_get_model_evaluation] | ||
// [END automl_language_text_classification_get_model_evaluation] | ||
// [END automl_translate_get_model_evaluation] | ||
// [END automl_vision_classification_get_model_evaluation] | ||
// [END automl_vision_object_detection_get_model_evaluation] | ||
} | ||
|
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main(...process.argv.slice(2)); |
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@@ -0,0 +1,112 @@ | ||
// Copyright 2020 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. | ||
|
||
'use strict'; | ||
|
||
function main( | ||
projectId = 'YOUR_PROJECT_ID', | ||
location = 'us-central1', | ||
modelId = 'YOUR_MODEL_ID' | ||
) { | ||
// [START automl_language_entity_extraction_list_model_evaluations] | ||
// [START automl_language_sentiment_analysis_list_model_evaluations] | ||
// [START automl_language_text_classification_list_model_evaluations] | ||
// [START automl_translate_list_model_evaluations] | ||
// [START automl_vision_classification_list_model_evaluations] | ||
// [START automl_vision_object_detection_list_model_evaluations] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample. | ||
*/ | ||
// const projectId = 'YOUR_PROJECT_ID'; | ||
// const location = 'us-central1'; | ||
// const modelId = 'YOUR_MODEL_ID'; | ||
|
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// Imports the Google Cloud AutoML library | ||
const {AutoMlClient} = require(`@google-cloud/automl`).v1; | ||
|
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// Instantiates a client | ||
const client = new AutoMlClient(); | ||
|
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async function listModelEvaluations() { | ||
// Construct request | ||
const request = { | ||
parent: client.modelPath(projectId, location, modelId), | ||
filter: '', | ||
}; | ||
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const [response] = await client.listModelEvaluations(request); | ||
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console.log(`List of model evaluations:`); | ||
for (const evaluation of response) { | ||
console.log(`Model evaluation name: ${evaluation.name}`); | ||
console.log(`Model annotation spec id: ${evaluation.annotationSpecId}`); | ||
console.log(`Model display name: ${evaluation.displayName}`); | ||
console.log(`Model create time`); | ||
console.log(`\tseconds ${evaluation.createTime.seconds}`); | ||
console.log(`\tnanos ${evaluation.createTime.nanos / 1e9}`); | ||
console.log( | ||
`Evaluation example count: ${evaluation.evaluatedExampleCount}` | ||
); | ||
// [END automl_language_sentiment_analysis_list_model_evaluations] | ||
// [END automl_language_text_classification_list_model_evaluations] | ||
// [END automl_translate_list_model_evaluations] | ||
// [END automl_vision_classification_list_model_evaluations] | ||
// [END automl_vision_object_detection_list_model_evaluations] | ||
console.log( | ||
`Entity extraction model evaluation metrics: ${evaluation.textExtractionEvaluationMetrics}` | ||
); | ||
// [END automl_language_entity_extraction_list_model_evaluations] | ||
|
||
// [START automl_language_sentiment_analysis_list_model_evaluations] | ||
console.log( | ||
`Sentiment analysis model evaluation metrics: ${evaluation.textSentimentEvaluationMetrics}` | ||
); | ||
// [END automl_language_sentiment_analysis_list_model_evaluations] | ||
|
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// [START automl_language_text_classification_list_model_evaluations] | ||
// [START automl_vision_classification_list_model_evaluations] | ||
console.log( | ||
`Classification model evaluation metrics: ${evaluation.classificationEvaluationMetrics}` | ||
); | ||
// [END automl_language_text_classification_list_model_evaluations] | ||
// [END automl_vision_classification_list_model_evaluations] | ||
|
||
// [START automl_translate_list_model_evaluations] | ||
console.log( | ||
`Translation model evaluation metrics: ${evaluation.translationEvaluationMetrics}` | ||
); | ||
// [END automl_translate_list_model_evaluations] | ||
|
||
// [START automl_vision_object_detection_list_model_evaluations] | ||
console.log( | ||
`Object detection model evaluation metrics: ${evaluation.imageObjectDetectionEvaluationMetrics}` | ||
); | ||
// [START automl_language_entity_extraction_list_model_evaluations] | ||
// [START automl_language_sentiment_analysis_list_model_evaluations] | ||
// [START automl_language_text_classification_list_model_evaluations] | ||
// [START automl_translate_list_model_evaluations] | ||
// [START automl_vision_classification_list_model_evaluations] | ||
} | ||
} | ||
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listModelEvaluations(); | ||
// [END automl_language_entity_extraction_list_model_evaluations] | ||
// [END automl_language_sentiment_analysis_list_model_evaluations] | ||
// [END automl_language_text_classification_list_model_evaluations] | ||
// [END automl_translate_list_model_evaluations] | ||
// [END automl_vision_classification_list_model_evaluations] | ||
// [END automl_vision_object_detection_list_model_evaluations] | ||
} | ||
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main(...process.argv.slice(2)); |
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