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feat(samples): add create-entity-type samples (googleapis#313)
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/* | ||
* Copyright 2022 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. | ||
*/ | ||
|
||
/* | ||
* Creates a new EntityType with monitoring configuration in a given Featurestore. | ||
* See https://cloud.google.com/vertex-ai/docs/featurestore/setup before running | ||
* the code snippet | ||
*/ | ||
|
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'use strict'; | ||
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async function main( | ||
project, | ||
featurestoreId, | ||
entityTypeId, | ||
description, | ||
duration = 86400, | ||
location = 'us-central1', | ||
apiEndpoint = 'us-central1-aiplatform.googleapis.com', | ||
timeout = 300000 | ||
) { | ||
// [START aiplatform_create_entity_type_monitoring_sample] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample.\ | ||
* (Not necessary if passing values as arguments) | ||
*/ | ||
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// const project = 'YOUR_PROJECT_ID'; | ||
// const featurestoreId = 'YOUR_FEATURESTORE_ID'; | ||
// const entityTypeId = 'YOUR_ENTITY_TYPE_ID'; | ||
// const description = 'YOUR_ENTITY_TYPE_DESCRIPTION'; | ||
// const duration = <MONITORING_INTERVAL_IN_SECONDS>; | ||
// const location = 'YOUR_PROJECT_LOCATION'; | ||
// const apiEndpoint = 'YOUR_API_ENDPOINT'; | ||
// const timeout = <TIMEOUT_IN_MILLI_SECONDS>; | ||
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// Imports the Google Cloud Featurestore Service Client library | ||
const {FeaturestoreServiceClient} = | ||
require('@google-cloud/aiplatform').v1beta1; | ||
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// Specifies the location of the api endpoint | ||
const clientOptions = { | ||
apiEndpoint: apiEndpoint, | ||
}; | ||
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// Instantiates a client | ||
const featurestoreServiceClient = new FeaturestoreServiceClient( | ||
clientOptions | ||
); | ||
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async function createEntityTypeMonitoring() { | ||
// Configure the parent resource | ||
const parent = `projects/${project}/locations/${location}/featurestores/${featurestoreId}`; | ||
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const entityType = { | ||
description: description, | ||
monitoringConfig: { | ||
snapshotAnalysis: { | ||
monitoringInterval: { | ||
seconds: Number(duration), | ||
}, | ||
}, | ||
}, | ||
}; | ||
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const request = { | ||
parent: parent, | ||
entityTypeId: entityTypeId, | ||
entityType: entityType, | ||
}; | ||
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// Create EntityType request | ||
const [operation] = await featurestoreServiceClient.createEntityType( | ||
request, | ||
{timeout: Number(timeout)} | ||
); | ||
const [response] = await operation.promise(); | ||
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console.log('Create entity type monitoring response'); | ||
console.log(`Name : ${response.name}`); | ||
console.log('Raw response:'); | ||
console.log(JSON.stringify(response, null, 2)); | ||
} | ||
createEntityTypeMonitoring(); | ||
// [END aiplatform_create_entity_type_monitoring_sample] | ||
} | ||
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process.on('unhandledRejection', err => { | ||
console.error(err.message); | ||
process.exitCode = 1; | ||
}); | ||
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main(...process.argv.slice(2)); |
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/* | ||
* Copyright 2022 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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/* | ||
* Creates a new EntityType in a given Featurestore. | ||
* See https://cloud.google.com/vertex-ai/docs/featurestore/setup before running | ||
* the code snippet | ||
*/ | ||
|
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'use strict'; | ||
|
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async function main( | ||
project, | ||
featurestoreId, | ||
entityTypeId, | ||
description, | ||
location = 'us-central1', | ||
apiEndpoint = 'us-central1-aiplatform.googleapis.com', | ||
timeout = 300000 | ||
) { | ||
// [START aiplatform_create_entity_type_sample] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample.\ | ||
* (Not necessary if passing values as arguments) | ||
*/ | ||
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// const project = 'YOUR_PROJECT_ID'; | ||
// const featurestoreId = 'YOUR_FEATURESTORE_ID'; | ||
// const entityTypeId = 'YOUR_ENTITY_TYPE_ID'; | ||
// const description = 'YOUR_ENTITY_TYPE_DESCRIPTION'; | ||
// const location = 'YOUR_PROJECT_LOCATION'; | ||
// const apiEndpoint = 'YOUR_API_ENDPOINT'; | ||
// const timeout = <TIMEOUT_IN_MILLI_SECONDS>; | ||
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// Imports the Google Cloud Featurestore Service Client library | ||
const {FeaturestoreServiceClient} = require('@google-cloud/aiplatform').v1; | ||
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// Specifies the location of the api endpoint | ||
const clientOptions = { | ||
apiEndpoint: apiEndpoint, | ||
}; | ||
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// Instantiates a client | ||
const featurestoreServiceClient = new FeaturestoreServiceClient( | ||
clientOptions | ||
); | ||
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async function createEntityType() { | ||
// Configure the parent resource | ||
const parent = `projects/${project}/locations/${location}/featurestores/${featurestoreId}`; | ||
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const entityType = { | ||
description: description, | ||
}; | ||
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const request = { | ||
parent: parent, | ||
entityTypeId: entityTypeId, | ||
entityType: entityType, | ||
}; | ||
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// Create EntityType request | ||
const [operation] = await featurestoreServiceClient.createEntityType( | ||
request, | ||
{timeout: Number(timeout)} | ||
); | ||
const [response] = await operation.promise(); | ||
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console.log('Create entity type response'); | ||
console.log(`Name : ${response.name}`); | ||
console.log('Raw response:'); | ||
console.log(JSON.stringify(response, null, 2)); | ||
} | ||
createEntityType(); | ||
// [END aiplatform_create_entity_type_sample] | ||
} | ||
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process.on('unhandledRejection', err => { | ||
console.error(err.message); | ||
process.exitCode = 1; | ||
}); | ||
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main(...process.argv.slice(2)); |
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samples/test/create-entity-type-monitoring-sample.test.js
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/* | ||
* Copyright 2022 Google LLC | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* https://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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'use strict'; | ||
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const {assert} = require('chai'); | ||
const {FeaturestoreServiceClient} = require('@google-cloud/aiplatform').v1; | ||
const {after, before, describe, it} = require('mocha'); | ||
const uuid = require('uuid').v4; | ||
const cp = require('child_process'); | ||
const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'}); | ||
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const project = process.env.CAIP_PROJECT_ID; | ||
const featurestoreId = `featurestore_sample_${uuid() | ||
.replace(/-/g, '_') | ||
.slice(10, 20)}`; | ||
const fixedNodeCount = 1; | ||
const entityTypeId = `entity_type_sample_${uuid() | ||
.replace(/-/g, '_') | ||
.slice(10, 20)}`; | ||
const duration = 86400; | ||
const description = | ||
'created during the create entity type with monitoring sample testing'; | ||
const location = 'us-central1'; | ||
const apiEndpoint = 'us-central1-aiplatform.googleapis.com'; | ||
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// Instantiates a featurestore clients | ||
const featurestoreServiceClient = new FeaturestoreServiceClient({ | ||
apiEndpoint: apiEndpoint, | ||
}); | ||
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const createFeaturestore = async () => { | ||
// Configure the parent resource | ||
const parent = `projects/${project}/locations/${location}`; | ||
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const featurestore = { | ||
onlineServingConfig: { | ||
fixedNodeCount: fixedNodeCount, | ||
}, | ||
}; | ||
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const request = { | ||
parent: parent, | ||
featurestore: featurestore, | ||
featurestoreId: featurestoreId, | ||
}; | ||
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// Create Featurestore request | ||
const [operation] = await featurestoreServiceClient.createFeaturestore( | ||
request, | ||
{timeout: 900000} | ||
); | ||
await operation.promise(); | ||
}; | ||
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const deleteFeaturestore = async () => { | ||
// Configure the name resource | ||
const name = `projects/${project}/locations/${location}/featurestores/${featurestoreId}`; | ||
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const request = { | ||
name: name, | ||
force: true, | ||
}; | ||
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// Delete Featurestore request | ||
const [operation] = await featurestoreServiceClient.deleteFeaturestore( | ||
request, | ||
{timeout: 60000} | ||
); | ||
await operation.promise(); | ||
}; | ||
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describe('AI platform create entity type with monitoring', async function () { | ||
this.retries(2); | ||
before('should create the featurestore', async () => { | ||
await createFeaturestore(); | ||
}); | ||
it('should create the entity type', async () => { | ||
const stdout = execSync( | ||
`node ./create-entity-type-monitoring-sample.js ${project} ${featurestoreId} ${entityTypeId} "${description}" ${duration} ${location} ${apiEndpoint}` | ||
); | ||
assert.match(stdout, /Create entity type monitoring response/); | ||
}); | ||
after('should delete the created featurestore', async () => { | ||
await deleteFeaturestore(); | ||
}); | ||
}); |
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