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DLP: Added sample for k anonymity with entity ID and deidentify cloud…
… storage Added unit test cases for same
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// Copyright 2023 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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'use strict'; | ||
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// sample-metadata: | ||
// title: De-identify sensitive data in a Cloud Storage directory. | ||
// description: Uses the Data Loss Prevention API To de-identify sensitive data in a Cloud Storage directory. | ||
// usage: node deIdentifyCloudStorage.js projectId, inputDirectory, tableId, datasetId, outputDirectory, deidentifyTemplateId, structuredDeidentifyTemplateId, imageRedactTemplateId | ||
async function main( | ||
projectId, | ||
inputDirectory, | ||
tableId, | ||
datasetId, | ||
outputDirectory, | ||
deidentifyTemplateId, | ||
structuredDeidentifyTemplateId, | ||
imageRedactTemplateId | ||
) { | ||
// [START dlp_deidentify_cloud_storage] | ||
// Imports the Google Cloud client library | ||
const DLP = require('@google-cloud/dlp'); | ||
// Instantiates a client | ||
const dlp = new DLP.DlpServiceClient(); | ||
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// The project ID to run the API call under | ||
// const projectId = 'my-project'; | ||
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// The Cloud Storage directory that needs to be inspected | ||
// const inputDirectory = 'your-google-cloud-storage-path'; | ||
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// The ID of the dataset to inspect, e.g. 'my_dataset' | ||
// const datasetId = 'my_dataset'; | ||
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// The ID of the table to inspect, e.g. 'my_table' | ||
// const tableId = 'my_table'; | ||
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// The Cloud Storage directory that will be used to store the de-identified files | ||
// const outputDirectory = 'your-output-directory'; | ||
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// The full resource name of the default de-identify template | ||
// const deidentifyTemplateId = 'your-deidentify-template-id'; | ||
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// The full resource name of the de-identify template for structured files | ||
// const structuredDeidentifyTemplateId = 'your-structured-deidentify-template-id'; | ||
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// The full resource name of the image redaction template for images | ||
// const imageRedactTemplateId = 'your-image-redact-template-id'; | ||
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async function deidentifyCloudStorage() { | ||
// Specify storage configuration that uses file set. | ||
const storageConfig = { | ||
cloudStorageOptions: { | ||
fileSet: { | ||
url: inputDirectory, | ||
}, | ||
}, | ||
}; | ||
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// Specify the type of info the inspection will look for. | ||
const infoTypes = [{name: 'PERSON_NAME'}, {name: 'EMAIL_ADDRESS'}]; | ||
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// Construct inspect configuration | ||
const inspectConfig = { | ||
infoTypes: infoTypes, | ||
includeQuote: true, | ||
}; | ||
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// Types of files to include for de-identification. | ||
const fileTypesToTransform = [ | ||
{fileType: 'IMAGE'}, | ||
{fileType: 'CSV'}, | ||
{fileType: 'TEXT_FILE'}, | ||
]; | ||
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// Specify the big query table to store the transformation details. | ||
const transformationDetailsStorageConfig = { | ||
table: { | ||
projectId: projectId, | ||
tableId: tableId, | ||
datasetId: datasetId, | ||
}, | ||
}; | ||
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// Specify the de-identify template used for the transformation. | ||
const transformationConfig = { | ||
deidentifyTemplate: deidentifyTemplateId, | ||
structuredDeidentifyTemplate: structuredDeidentifyTemplateId, | ||
imageRedactTemplate: imageRedactTemplateId, | ||
}; | ||
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// Construct action to de-identify sensitive data. | ||
const action = { | ||
deidentify: { | ||
cloudStorageOutput: outputDirectory, | ||
transformationConfig: transformationConfig, | ||
transformationDetailsStorageConfig: transformationDetailsStorageConfig, | ||
fileTypes: fileTypesToTransform, | ||
}, | ||
}; | ||
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// Construct the inspect job configuration. | ||
const inspectJobConfig = { | ||
inspectConfig: inspectConfig, | ||
storageConfig: storageConfig, | ||
actions: [action], | ||
}; | ||
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// Construct the job creation request to be sent by the client. | ||
const request = { | ||
parent: `projects/${projectId}/locations/global`, | ||
inspectJob: inspectJobConfig, | ||
}; | ||
// Send the job creation request and process the response. | ||
const [response] = await dlp.createDlpJob(request); | ||
const jobName = response.name; | ||
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// Waiting for a maximum of 15 minutes for the job to get complete. | ||
let job; | ||
let numOfAttempts = 30; | ||
while (numOfAttempts > 0) { | ||
// Fetch DLP Job status | ||
[job] = await dlp.getDlpJob({name: jobName}); | ||
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// Check if the job has completed. | ||
if (job.state === 'DONE') { | ||
break; | ||
} | ||
if (job.state === 'FAILED') { | ||
console.log('Job Failed, Please check the configuration.'); | ||
return; | ||
} | ||
// Sleep for a short duration before checking the job status again. | ||
await new Promise(resolve => { | ||
setTimeout(() => resolve(), 30000); | ||
}); | ||
numOfAttempts -= 1; | ||
} | ||
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// Print out the results. | ||
const infoTypeStats = job.inspectDetails.result.infoTypeStats; | ||
if (infoTypeStats.length > 0) { | ||
infoTypeStats.forEach(infoTypeStat => { | ||
console.log( | ||
` Found ${infoTypeStat.count} instance(s) of infoType ${infoTypeStat.infoType.name}.` | ||
); | ||
}); | ||
} else { | ||
console.log('No findings.'); | ||
} | ||
} | ||
await deidentifyCloudStorage(); | ||
// [END dlp_deidentify_cloud_storage] | ||
} | ||
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process.on('unhandledRejection', err => { | ||
console.error(err.message); | ||
process.exitCode = 1; | ||
}); | ||
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// TODO(developer): Please uncomment below line before running sample | ||
// main(...process.argv.slice(2)); | ||
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module.exports = main; |
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// Copyright 2023 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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'use strict'; | ||
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// sample-metadata: | ||
// title: Create a Dlp Job to visualize the k-anonymity re-identification risk analysis metric | ||
// description: Uses the Data Loss Prevention API to visualize the k-anonymity re-identification risk analysis metric. | ||
// usage: node kAnonymityWithEntityIds.js projectId, datasetId, sourceTableId, outputTableId | ||
async function main(projectId, datasetId, sourceTableId, outputTableId) { | ||
// [START dlp_k_anonymity_with_entity_id] | ||
// Imports the Google Cloud Data Loss Prevention library | ||
const DLP = require('@google-cloud/dlp'); | ||
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// Instantiates a client | ||
const dlp = new DLP.DlpServiceClient(); | ||
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// The project ID to run the API call under. | ||
// const projectId = "your-project-id"; | ||
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// The ID of the dataset to inspect, e.g. 'my_dataset' | ||
// const datasetId = 'my_dataset'; | ||
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// The ID of the table to inspect, e.g. 'my_table' | ||
// const sourceTableId = 'my_source_table'; | ||
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// The ID of the table where outputs are stored | ||
// const outputTableId = 'my_output_table'; | ||
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async function kAnonymityWithEntityIds() { | ||
// Specify the BigQuery table to analyze. | ||
const sourceTable = { | ||
projectId: projectId, | ||
datasetId: datasetId, | ||
tableId: sourceTableId, | ||
}; | ||
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// Specify quasi-identifiers to analyze | ||
const privacyMetric = { | ||
kAnonymityConfig: { | ||
entityId: { | ||
field: { | ||
name: 'Name', | ||
}, | ||
}, | ||
quasiIds: [ | ||
{ | ||
name: 'Age', | ||
}, | ||
{ | ||
name: 'Mystery', | ||
}, | ||
], | ||
}, | ||
}; | ||
// Create action to publish job status notifications to BigQuery table. | ||
const action = [ | ||
{ | ||
saveFindings: { | ||
outputConfig: { | ||
table: { | ||
projectId: projectId, | ||
datasetId: datasetId, | ||
tableId: outputTableId, | ||
}, | ||
}, | ||
}, | ||
}, | ||
]; | ||
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// Configure the risk analysis job to perform. | ||
const riskJob = { | ||
sourceTable: sourceTable, | ||
privacyMetric: privacyMetric, | ||
actions: action, | ||
}; | ||
// Combine configurations into a request for the service. | ||
const request = { | ||
parent: `projects/${projectId}/locations/global`, | ||
riskJob: riskJob, | ||
}; | ||
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// Send the request and receive response from the service | ||
const [createdDlpJob] = await dlp.createDlpJob(request); | ||
const jobName = createdDlpJob.name; | ||
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// Waiting for a maximum of 15 minutes for the job to get complete. | ||
let job; | ||
let numOfAttempts = 30; | ||
while (numOfAttempts > 0) { | ||
// Fetch DLP Job status | ||
[job] = await dlp.getDlpJob({name: jobName}); | ||
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// Check if the job has completed. | ||
if (job.state === 'DONE') { | ||
break; | ||
} | ||
if (job.state === 'FAILED') { | ||
console.log('Job Failed, Please check the configuration.'); | ||
return; | ||
} | ||
// Sleep for a short duration before checking the job status again. | ||
await new Promise(resolve => { | ||
setTimeout(() => resolve(), 30000); | ||
}); | ||
numOfAttempts -= 1; | ||
} | ||
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// Create helper function for unpacking values | ||
const getValue = obj => obj[Object.keys(obj)[0]]; | ||
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// Print out the results. | ||
const histogramBuckets = | ||
job.riskDetails.kAnonymityResult.equivalenceClassHistogramBuckets; | ||
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histogramBuckets.forEach((histogramBucket, histogramBucketIdx) => { | ||
console.log(`Bucket ${histogramBucketIdx}:`); | ||
console.log( | ||
` Bucket size range: [${histogramBucket.equivalenceClassSizeLowerBound}, ${histogramBucket.equivalenceClassSizeUpperBound}]` | ||
); | ||
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histogramBucket.bucketValues.forEach(valueBucket => { | ||
const quasiIdValues = valueBucket.quasiIdsValues | ||
.map(getValue) | ||
.join(', '); | ||
console.log(` Quasi-ID values: {${quasiIdValues}}`); | ||
console.log(` Class size: ${valueBucket.equivalenceClassSize}`); | ||
}); | ||
}); | ||
} | ||
await kAnonymityWithEntityIds(); | ||
// [END dlp_k_anonymity_with_entity_id] | ||
} | ||
process.on('unhandledRejection', err => { | ||
console.error(err.message); | ||
process.exitCode = 1; | ||
}); | ||
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// TODO(developer): Please uncomment below line before running sample | ||
// main(...process.argv.slice(2)); | ||
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module.exports = main; |
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