From 3e331e0d06c3c56e2a6852740bd9aa7d65a97799 Mon Sep 17 00:00:00 2001 From: Noah Negrey Date: Thu, 2 Jan 2020 10:21:50 -0700 Subject: [PATCH] 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 --- automl/language_entity_extraction_predict.js | 2 +- automl/resources/test.png | Bin 0 -> 2062390 bytes ...sion_classification_create_dataset.test.js | 57 ++++++++++++++ ...vision_classification_create_model.test.js | 49 ++++++++++++ ...sification_deploy_model_node_count.test.js | 42 +++++++++++ .../vision_classification_predict.test.js | 60 +++++++++++++++ .../vision_classification_create_dataset.js | 71 ++++++++++++++++++ automl/vision_classification_create_model.js | 61 +++++++++++++++ ..._classification_deploy_model_node_count.js | 56 ++++++++++++++ automl/vision_classification_predict.js | 69 +++++++++++++++++ 10 files changed, 466 insertions(+), 1 deletion(-) create mode 100644 automl/resources/test.png create mode 100644 automl/test/vision_classification_create_dataset.test.js create mode 100644 automl/test/vision_classification_create_model.test.js create mode 100644 automl/test/vision_classification_deploy_model_node_count.test.js create mode 100644 automl/test/vision_classification_predict.test.js create mode 100644 automl/vision_classification_create_dataset.js create mode 100644 automl/vision_classification_create_model.js create mode 100644 automl/vision_classification_deploy_model_node_count.js create mode 100644 automl/vision_classification_predict.js diff --git a/automl/language_entity_extraction_predict.js b/automl/language_entity_extraction_predict.js index 77473e410e..58ee2552a7 100644 --- a/automl/language_entity_extraction_predict.js +++ b/automl/language_entity_extraction_predict.js @@ -4,7 +4,7 @@ // 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 +// 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, diff --git a/automl/resources/test.png b/automl/resources/test.png new file 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zuh-E!zCOlEc=5Wuc>q^qA&DwwVY)|SaTL~Ee4K($&-482pMM?a zNtv=qfRMUaGclQnekqAp;S|71q9*yNDjr@$tO^FyaoxT5q#SDok$akonO(21qd?eV z*Afv6W#;nLTFY&iRwp9oa(_G?pI@J%%0);+*phMqRr5FwkYZ>j`0-ZOpO43NUCh}q zY>a?k5iCsAEDKRdAyJkpY=z;rtztxQh^U%7cgK)54q|5d`t|wav` z*mNFc8;-}-tof>uqcGpE>o|^};1b3sQE}|yy-zGud6qScTRxB8(f#H2pC>_2Xd4~}(OTRcZg38}nSDs)*2PeLS|+4$XO1z?C|eg?cM2D(U|M?Mc~9 TH!l;x00000NkvXXu0mjfd@#Id literal 0 HcmV?d00001 diff --git a/automl/test/vision_classification_create_dataset.test.js b/automl/test/vision_classification_create_dataset.test.js new file mode 100644 index 0000000000..81cb4e1d40 --- /dev/null +++ b/automl/test/vision_classification_create_dataset.test.js @@ -0,0 +1,57 @@ +// 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'; + +const {assert} = require('chai'); +const {after, describe, it} = require('mocha'); +const {AutoMlClient} = require('@google-cloud/automl').v1; + +const cp = require('child_process'); +const uuid = require('uuid'); + +const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'}); + +const CREATE_DATASET_REGION_TAG = 'vision_classification_create_dataset'; +const LOCATION = 'us-central1'; + +describe('Automl Vision Classification Create Dataset Test', () => { + const client = new AutoMlClient(); + let datasetId; + + it('should create a dataset', async () => { + const projectId = await client.getProjectId(); + const displayName = `test_${uuid + .v4() + .replace(/-/g, '_') + .substring(0, 26)}`; + + // create + const create_output = execSync( + `node ${CREATE_DATASET_REGION_TAG}.js ${projectId} ${LOCATION} ${displayName}` + ); + assert.match(create_output, /Dataset id:/); + + datasetId = create_output.split('Dataset id: ')[1].split('\n')[0]; + }); + + after('delete created dataset', async () => { + const projectId = await client.getProjectId(); + const request = { + name: client.datasetPath(projectId, LOCATION, datasetId), + }; + const [operation] = await client.deleteDataset(request); + await operation.promise(); + }); +}); diff --git a/automl/test/vision_classification_create_model.test.js b/automl/test/vision_classification_create_model.test.js new file mode 100644 index 0000000000..825e667d00 --- /dev/null +++ b/automl/test/vision_classification_create_model.test.js @@ -0,0 +1,49 @@ +// 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'; + +const {assert} = require('chai'); +const {after, describe, it} = require('mocha'); +const {AutoMlClient} = require('@google-cloud/automl').v1; + +const cp = require('child_process'); + +const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'}); + +const CREATE_MODEL_REGION_TAG = 'vision_classification_create_model'; +const LOCATION = 'us-central1'; +const DATASET_ID = 'ICN6257835245115015168'; + +describe('Automl Vision Classification Create Model Tests', () => { + const client = new AutoMlClient(); + let operationId; + + it('should create a model', async () => { + const projectId = await client.getProjectId(); + const create_output = execSync( + `node ${CREATE_MODEL_REGION_TAG}.js ${projectId} ${LOCATION} ${DATASET_ID} classification_test_create_model` + ); + + assert.match(create_output, /Training started/); + + operationId = create_output + .split('Training operation name: ')[1] + .split('\n')[0]; + }); + + after('cancel model training', async () => { + await client.operationsClient.cancelOperation({name: operationId}); + }); +}); diff --git a/automl/test/vision_classification_deploy_model_node_count.test.js b/automl/test/vision_classification_deploy_model_node_count.test.js new file mode 100644 index 0000000000..bda2e48360 --- /dev/null +++ b/automl/test/vision_classification_deploy_model_node_count.test.js @@ -0,0 +1,42 @@ +// 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'; + +const {assert} = require('chai'); +const {describe, it} = require('mocha'); +const {AutoMlClient} = require('@google-cloud/automl').v1; + +const cp = require('child_process'); + +const DEPLOY_MODEL_REGION_TAG = + 'vision_classification_deploy_model_node_count.js'; +const LOCATION = 'us-central1'; +const MODEL_ID = 'ICN0000000000000000000'; + +describe('Automl Vision Classification Deploy Model Test', () => { + const client = new AutoMlClient(); + + it('should deploy a model with a specified node count', async () => { + // As model deployment can take a long time, instead try to deploy a + // nonexistent model and confirm that the model was not found, but other + // elements of the request were valid. + const projectId = await client.getProjectId(); + const args = [DEPLOY_MODEL_REGION_TAG, projectId, LOCATION, MODEL_ID]; + const output = cp.spawnSync('node', args, {encoding: 'utf8'}); + + assert.match(output.stderr, /NOT_FOUND/); + assert.match(output.stderr, /The model does not exist./); + }); +}); diff --git a/automl/test/vision_classification_predict.test.js b/automl/test/vision_classification_predict.test.js new file mode 100644 index 0000000000..71acdbf9b0 --- /dev/null +++ b/automl/test/vision_classification_predict.test.js @@ -0,0 +1,60 @@ +// 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'; + +const {assert} = require('chai'); +const {before, describe, it} = require('mocha'); +const {AutoMlClient} = require('@google-cloud/automl').v1; + +const cp = require('child_process'); + +const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'}); + +const MODEL_ID = 'ICN5317963909599068160'; +const PREDICT_REGION_TAG = 'vision_classification_predict'; +const LOCATION = 'us-central1'; + +describe('Automl Vision Classification Predict Test', () => { + const client = new AutoMlClient(); + + before('should verify the model is deployed', async () => { + const projectId = await client.getProjectId(); + const request = { + name: client.modelPath(projectId, LOCATION, MODEL_ID), + }; + + const [response] = await client.getModel(request); + if (response.deploymentState === 'UNDEPLOYED') { + const request = { + name: client.modelPath(projectId, LOCATION, MODEL_ID), + }; + + const [operation] = await client.deployModel(request); + + // Wait for operation to complete. + await operation.promise(); + } + }); + + it('should predict', async () => { + const projectId = await client.getProjectId(); + const filePath = 'resources/test.png'; + + const predictOutput = execSync( + `node ${PREDICT_REGION_TAG}.js ${projectId} ${LOCATION} ${MODEL_ID} ${filePath}` + ); + assert.match(predictOutput, /Predicted class name/); + }); +}); diff --git a/automl/vision_classification_create_dataset.js b/automl/vision_classification_create_dataset.js new file mode 100644 index 0000000000..ebd98c9129 --- /dev/null +++ b/automl/vision_classification_create_dataset.js @@ -0,0 +1,71 @@ +// 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', + displayName = 'YOUR_DISPLAY_NAME' +) { + // [START automl_vision_classification_create_dataset] + /** + * TODO(developer): Uncomment these variables before running the sample. + */ + // const projectId = 'YOUR_PROJECT_ID'; + // const location = 'us-central1'; + // const displayName = 'YOUR_DISPLAY_NAME'; + + // Imports the Google Cloud AutoML library + const {AutoMlClient} = require(`@google-cloud/automl`).v1; + + // Instantiates a client + const client = new AutoMlClient(); + + async function createDataset() { + // Construct request + // Specify the classification type + // Types: + // MultiLabel: Multiple labels are allowed for one example. + // MultiClass: At most one label is allowed per example. + const request = { + parent: client.locationPath(projectId, location), + dataset: { + displayName: displayName, + imageClassificationDatasetMetadata: { + classificationType: 'MULTILABEL', + }, + }, + }; + + // Create dataset + const [operation] = await client.createDataset(request); + + // Wait for operation to complete. + const [response] = await operation.promise(); + + console.log(`Dataset name: ${response.name}`); + console.log(` + Dataset id: ${ + response.name + .split('/') + [response.name.split('/').length - 1].split('\n')[0] + }`); + } + + createDataset(); + // [END automl_vision_classification_create_dataset] +} + +main(...process.argv.slice(2)); diff --git a/automl/vision_classification_create_model.js b/automl/vision_classification_create_model.js new file mode 100644 index 0000000000..9d8fb2f805 --- /dev/null +++ b/automl/vision_classification_create_model.js @@ -0,0 +1,61 @@ +// 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', + datasetId = 'YOUR_DATASET_ID', + displayName = 'YOUR_DISPLAY_NAME' +) { + // [START automl_vision_classification_create_model] + /** + * TODO(developer): Uncomment these variables before running the sample. + */ + // const projectId = 'YOUR_PROJECT_ID'; + // const location = 'us-central1'; + // const dataset_id = 'YOUR_DATASET_ID'; + // const displayName = 'YOUR_DISPLAY_NAME'; + + // Imports the Google Cloud AutoML library + const {AutoMlClient} = require(`@google-cloud/automl`).v1; + + // Instantiates a client + const client = new AutoMlClient(); + + async function createModel() { + // Construct request + const request = { + parent: client.locationPath(projectId, location), + model: { + displayName: displayName, + datasetId: datasetId, + imageClassificationModelMetadata: { + trainBudgetMilliNodeHours: 24000, + }, + }, + }; + + // Don't wait for the LRO + const [operation] = await client.createModel(request); + console.log(`Training started... ${operation}`); + console.log(`Training operation name: ${operation.name}`); + } + + createModel(); + // [END automl_vision_classification_create_model] +} + +main(...process.argv.slice(2)); diff --git a/automl/vision_classification_deploy_model_node_count.js b/automl/vision_classification_deploy_model_node_count.js new file mode 100644 index 0000000000..32d3d6c592 --- /dev/null +++ b/automl/vision_classification_deploy_model_node_count.js @@ -0,0 +1,56 @@ +// 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_vision_classification_deploy_model_node_count] + /** + * TODO(developer): Uncomment these variables before running the sample. + */ + // const projectId = 'YOUR_PROJECT_ID'; + // const location = 'us-central1'; + // const modelId = 'YOUR_MODEL_ID'; + + // Imports the Google Cloud AutoML library + const {AutoMlClient} = require(`@google-cloud/automl`).v1; + + // Instantiates a client + const client = new AutoMlClient(); + + async function deployModelWithNodeCount() { + // Construct request + const request = { + name: client.modelPath(projectId, location, modelId), + imageClassificationModelDeploymentMetadata: { + nodeCount: 2, + }, + }; + + const [operation] = await client.deployModel(request); + + // Wait for operation to complete. + const [response] = await operation.promise(); + console.log(`Model deployment finished. ${response}`); + } + + deployModelWithNodeCount(); + // [END automl_vision_classification_deploy_model_node_count] +} + +main(...process.argv.slice(2)); diff --git a/automl/vision_classification_predict.js b/automl/vision_classification_predict.js new file mode 100644 index 0000000000..ee7070bf5e --- /dev/null +++ b/automl/vision_classification_predict.js @@ -0,0 +1,69 @@ +// 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', + filePath = 'path_to_local_file.jpg' +) { + // [START automl_vision_classification_predict] + /** + * TODO(developer): Uncomment these variables before running the sample. + */ + // const projectId = 'YOUR_PROJECT_ID'; + // const location = 'us-central1'; + // const modelId = 'YOUR_MODEL_ID'; + // const filePath = 'path_to_local_file.jpg'; + + // Imports the Google Cloud AutoML library + const {PredictionServiceClient} = require(`@google-cloud/automl`).v1; + const fs = require(`fs`); + + // Instantiates a client + const client = new PredictionServiceClient(); + + // Read the file content for translation. + const content = fs.readFileSync(filePath); + + async function predict() { + // Construct request + // params is additional domain-specific parameters. + // score_threshold is used to filter the result + const request = { + name: client.modelPath(projectId, location, modelId), + payload: { + image: { + imageBytes: content, + }, + }, + }; + + const [response] = await client.predict(request); + + for (const annotationPayload of response.payload) { + console.log(`Predicted class name: ${annotationPayload.displayName}`); + console.log( + `Predicted class score: ${annotationPayload.classification.score}` + ); + } + } + + predict(); + // [END automl_vision_classification_predict] +} + +main(...process.argv.slice(2));

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