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docs: add vision classification ga samples (#297)
* docs: add vision classification ga samples * lint fix * Fix field and add missing file * Increase timeout * Decrease time to run tests * lint * Update license headers * Update temp output file to not cause collisions * Use spawnsync instead of execsync for stderr output * Lint and license header fixes Co-authored-by: Benjamin E. Coe <[email protected]>
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‎automl/language_entity_extraction_predict.js

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// you may not use this file except in compliance with the License.
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// 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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// https://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, software
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// distributed under the License is distributed on an "AS IS" BASIS,

‎automl/resources/test.png

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‎automl/test/vision_classification_create_dataset.test.js

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// Copyright 2020 Google LLC
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// https://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, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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'use strict';
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const {assert} = require('chai');
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const {after, describe, it} = require('mocha');
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const {AutoMlClient} = require('@google-cloud/automl').v1;
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const cp = require('child_process');
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const uuid = require('uuid');
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const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'});
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const CREATE_DATASET_REGION_TAG = 'vision_classification_create_dataset';
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const LOCATION = 'us-central1';
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describe('Automl Vision Classification Create Dataset Test', () => {
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const client = new AutoMlClient();
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let datasetId;
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it('should create a dataset', async () => {
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const projectId = await client.getProjectId();
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const displayName = `test_${uuid
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.v4()
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.replace(/-/g, '_')
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.substring(0, 26)}`;
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// create
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const create_output = execSync(
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`node ${CREATE_DATASET_REGION_TAG}.js ${projectId} ${LOCATION} ${displayName}`
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);
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assert.match(create_output, /Dataset id:/);
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datasetId = create_output.split('Dataset id: ')[1].split('\n')[0];
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});
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after('delete created dataset', async () => {
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const projectId = await client.getProjectId();
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const request = {
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name: client.datasetPath(projectId, LOCATION, datasetId),
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};
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const [operation] = await client.deleteDataset(request);
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await operation.promise();
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});
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});

‎automl/test/vision_classification_create_model.test.js

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// Copyright 2020 Google LLC
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// https://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, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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'use strict';
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const {assert} = require('chai');
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const {after, describe, it} = require('mocha');
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const {AutoMlClient} = require('@google-cloud/automl').v1;
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const cp = require('child_process');
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const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'});
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const CREATE_MODEL_REGION_TAG = 'vision_classification_create_model';
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const LOCATION = 'us-central1';
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const DATASET_ID = 'ICN6257835245115015168';
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describe('Automl Vision Classification Create Model Tests', () => {
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const client = new AutoMlClient();
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let operationId;
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it('should create a model', async () => {
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const projectId = await client.getProjectId();
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const create_output = execSync(
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`node ${CREATE_MODEL_REGION_TAG}.js ${projectId} ${LOCATION} ${DATASET_ID} classification_test_create_model`
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);
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assert.match(create_output, /Training started/);
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operationId = create_output
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.split('Training operation name: ')[1]
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.split('\n')[0];
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});
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after('cancel model training', async () => {
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await client.operationsClient.cancelOperation({name: operationId});
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});
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});

‎automl/test/vision_classification_deploy_model_node_count.test.js

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// Copyright 2020 Google LLC
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// https://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, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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'use strict';
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const {assert} = require('chai');
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const {describe, it} = require('mocha');
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const {AutoMlClient} = require('@google-cloud/automl').v1;
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const cp = require('child_process');
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const DEPLOY_MODEL_REGION_TAG =
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'vision_classification_deploy_model_node_count.js';
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const LOCATION = 'us-central1';
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const MODEL_ID = 'ICN0000000000000000000';
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describe('Automl Vision Classification Deploy Model Test', () => {
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const client = new AutoMlClient();
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it('should deploy a model with a specified node count', async () => {
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// As model deployment can take a long time, instead try to deploy a
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// nonexistent model and confirm that the model was not found, but other
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// elements of the request were valid.
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const projectId = await client.getProjectId();
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const args = [DEPLOY_MODEL_REGION_TAG, projectId, LOCATION, MODEL_ID];
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const output = cp.spawnSync('node', args, {encoding: 'utf8'});
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assert.match(output.stderr, /NOT_FOUND/);
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assert.match(output.stderr, /The model does not exist./);
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});
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});

‎automl/test/vision_classification_predict.test.js

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// Copyright 2020 Google LLC
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// https://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, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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'use strict';
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const {assert} = require('chai');
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const {before, describe, it} = require('mocha');
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const {AutoMlClient} = require('@google-cloud/automl').v1;
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const cp = require('child_process');
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const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'});
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const MODEL_ID = 'ICN5317963909599068160';
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const PREDICT_REGION_TAG = 'vision_classification_predict';
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const LOCATION = 'us-central1';
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describe('Automl Vision Classification Predict Test', () => {
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const client = new AutoMlClient();
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before('should verify the model is deployed', async () => {
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const projectId = await client.getProjectId();
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const request = {
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name: client.modelPath(projectId, LOCATION, MODEL_ID),
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};
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const [response] = await client.getModel(request);
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if (response.deploymentState === 'UNDEPLOYED') {
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const request = {
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name: client.modelPath(projectId, LOCATION, MODEL_ID),
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};
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const [operation] = await client.deployModel(request);
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// Wait for operation to complete.
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await operation.promise();
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}
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});
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it('should predict', async () => {
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const projectId = await client.getProjectId();
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const filePath = 'resources/test.png';
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const predictOutput = execSync(
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`node ${PREDICT_REGION_TAG}.js ${projectId} ${LOCATION} ${MODEL_ID} ${filePath}`
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);
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assert.match(predictOutput, /Predicted class name/);
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});
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});

‎automl/vision_classification_create_dataset.js

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// Copyright 2020 Google LLC
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// https://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, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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'use strict';
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function main(
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projectId = 'YOUR_PROJECT_ID',
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location = 'us-central1',
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displayName = 'YOUR_DISPLAY_NAME'
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) {
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// [START automl_vision_classification_create_dataset]
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/**
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* TODO(developer): Uncomment these variables before running the sample.
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*/
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// const projectId = 'YOUR_PROJECT_ID';
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// const location = 'us-central1';
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// const displayName = 'YOUR_DISPLAY_NAME';
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// Imports the Google Cloud AutoML library
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const {AutoMlClient} = require(`@google-cloud/automl`).v1;
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// Instantiates a client
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const client = new AutoMlClient();
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async function createDataset() {
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// Construct request
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// Specify the classification type
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// Types:
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// MultiLabel: Multiple labels are allowed for one example.
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// MultiClass: At most one label is allowed per example.
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const request = {
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parent: client.locationPath(projectId, location),
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dataset: {
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displayName: displayName,
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imageClassificationDatasetMetadata: {
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classificationType: 'MULTILABEL',
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},
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},
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};
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// Create dataset
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const [operation] = await client.createDataset(request);
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// Wait for operation to complete.
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const [response] = await operation.promise();
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console.log(`Dataset name: ${response.name}`);
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console.log(`
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Dataset id: ${
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response.name
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.split('/')
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[response.name.split('/').length - 1].split('\n')[0]
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}`);
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}
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createDataset();
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// [END automl_vision_classification_create_dataset]
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}
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main(...process.argv.slice(2));

‎automl/vision_classification_create_model.js

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// Copyright 2020 Google LLC
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// https://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, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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'use strict';
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function main(
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projectId = 'YOUR_PROJECT_ID',
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location = 'us-central1',
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datasetId = 'YOUR_DATASET_ID',
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displayName = 'YOUR_DISPLAY_NAME'
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) {
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// [START automl_vision_classification_create_model]
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/**
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* TODO(developer): Uncomment these variables before running the sample.
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*/
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// const projectId = 'YOUR_PROJECT_ID';
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// const location = 'us-central1';
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// const dataset_id = 'YOUR_DATASET_ID';
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// const displayName = 'YOUR_DISPLAY_NAME';
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// Imports the Google Cloud AutoML library
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const {AutoMlClient} = require(`@google-cloud/automl`).v1;
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// Instantiates a client
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const client = new AutoMlClient();
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async function createModel() {
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// Construct request
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const request = {
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parent: client.locationPath(projectId, location),
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model: {
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displayName: displayName,
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datasetId: datasetId,
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imageClassificationModelMetadata: {
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trainBudgetMilliNodeHours: 24000,
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},
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},
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};
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// Don't wait for the LRO
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const [operation] = await client.createModel(request);
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console.log(`Training started... ${operation}`);
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console.log(`Training operation name: ${operation.name}`);
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}
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createModel();
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// [END automl_vision_classification_create_model]
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}
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main(...process.argv.slice(2));

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