このサンプルは、既存の infoType 検出器に一致する用語を追加する方法を示しています。
もっと見る
このコードサンプルを含む詳細なドキュメントについては、以下をご覧ください。
コードサンプル
C#
機密データの保護用のクライアント ライブラリをインストールして使用する方法については、機密データの保護のクライアント ライブラリをご覧ください。
機密データの保護のために認証するには、アプリケーションのデフォルト認証情報を設定します。 詳細については、ローカル開発環境の認証の設定をご覧ください。
using Google.Api.Gax.ResourceNames;
using Google.Cloud.Dlp.V2;
using Google.Protobuf;
using System;
using System.Linq;
using static Google.Cloud.Dlp.V2.CustomInfoType.Types;
public class InspectDataUsingAugmentInfoTypes
{
public static InspectContentResponse InspectData(
string projectId,
string text,
InfoType infoType = null)
{
// Instantiate the dlp client.
var dlp = DlpServiceClient.Create();
// Specify the type of info to be inspected and construct the infotype.
var infotype = infoType ?? new InfoType { Name = "PERSON_NAME" };
// Construct the custom infoTypes with dictionary.
var customInfoTypes = new CustomInfoType
{
InfoType = infotype,
Dictionary = new Dictionary
{
WordList = new Dictionary.Types.WordList
{
Words = { new string[] { "quasimodo" } }
}
}
};
// Construct the inspect config using custom infoTypes.
var inspectConfig = new InspectConfig
{
CustomInfoTypes = { customInfoTypes },
IncludeQuote = true,
InfoTypes = { infotype }
};
// Construct the request.
var request = new InspectContentRequest
{
ParentAsLocationName = new LocationName(projectId, "global"),
InspectConfig = inspectConfig,
Item = new ContentItem
{
ByteItem = new ByteContentItem
{
Data = ByteString.CopyFromUtf8(text),
Type = ByteContentItem.Types.BytesType.TextUtf8
}
}
};
// Call the API.
InspectContentResponse response = dlp.InspectContent(request);
// Parse the response.
var findings = response.Result.Findings;
Console.WriteLine($"Finding: {findings.Count}");
foreach (var f in findings)
{
Console.WriteLine("\tQuote: " + f.Quote);
Console.WriteLine("\tInfo type: " + f.InfoType.Name);
Console.WriteLine("\tLikelihood: " + f.Likelihood);
}
return response;
}
}
Go
機密データの保護用のクライアント ライブラリをインストールして使用する方法については、機密データの保護のクライアント ライブラリをご覧ください。
機密データの保護のために認証するには、アプリケーションのデフォルト認証情報を設定します。 詳細については、ローカル開発環境の認証の設定をご覧ください。
import (
"context"
"fmt"
"io"
dlp "cloud.google.com/go/dlp/apiv2"
"cloud.google.com/go/dlp/apiv2/dlppb"
)
// inspectAugmentInfoTypes performs info type augmentation using Google Cloud DLP.
// It enhances data inspection by supplementing existing info types with custom-defined ones,
// expanding the ability to identify sensitive information in different contexts.
func inspectAugmentInfoTypes(w io.Writer, projectID, textToInspect string, wordList []string) error {
// projectID := "your-project-id"
// textToInspect := "The patient's name is quasimodo"
// wordList := []string{"quasimodo"}
ctx := context.Background()
// Initialize a client once and reuse it to send multiple requests. Clients
// are safe to use across goroutines. When the client is no longer needed,
// call the Close method to cleanup its resources.
client, err := dlp.NewClient(ctx)
if err != nil {
return err
}
// Closing the client safely cleans up background resources.
defer client.Close()
// Specify the content to be inspected.
item := &dlppb.ContentItem{
DataItem: &dlppb.ContentItem_Value{
Value: textToInspect,
},
}
// Construct the custom word list to be detected.
dictionary := &dlppb.CustomInfoType_Dictionary{
Source: &dlppb.CustomInfoType_Dictionary_WordList_{
WordList: &dlppb.CustomInfoType_Dictionary_WordList{
Words: wordList,
},
},
}
// Specify the type of info the inspection will look for.
// See https://cloud.google.com/dlp/docs/infotypes-reference for complete list of info types.
infoType := &dlppb.InfoType{
Name: "PERSON_NAME",
}
// Construct a custom infoType detector by augmenting the PERSON_NAME detector with a word list.
customInfoType := &dlppb.CustomInfoType{
InfoType: infoType,
Type: &dlppb.CustomInfoType_Dictionary_{
Dictionary: dictionary,
},
}
// Specify the inspect config for data inspection settings in DLP API, enabling rule
// specification, custom info types, and actions on sensitive data. Crucial for tailored
// data protection and privacy regulation compliance.
inspectConfig := &dlppb.InspectConfig{
CustomInfoTypes: []*dlppb.CustomInfoType{
customInfoType,
},
IncludeQuote: true,
}
// Construct the Inspect request to be sent by the client.
req := &dlppb.InspectContentRequest{
Parent: fmt.Sprintf("projects/%s/locations/global", projectID),
Item: item,
InspectConfig: inspectConfig,
}
// Create the request for the job configured above.
resp, err := client.InspectContent(ctx, req)
if err != nil {
return err
}
// Process the results.
result := resp.Result
fmt.Fprintf(w, "Findings: %d\n", len(result.Findings))
for _, f := range result.Findings {
fmt.Fprintf(w, "\tQuote: %s\n", f.Quote)
fmt.Fprintf(w, "\tInfo type: %s\n", f.InfoType.Name)
fmt.Fprintf(w, "\tLikelihood: %s\n", f.Likelihood)
}
return nil
}
Java
機密データの保護用のクライアント ライブラリをインストールして使用する方法については、機密データの保護のクライアント ライブラリをご覧ください。
機密データの保護のために認証するには、アプリケーションのデフォルト認証情報を設定します。 詳細については、ローカル開発環境の認証の設定をご覧ください。
import com.google.cloud.dlp.v2.DlpServiceClient;
import com.google.privacy.dlp.v2.ByteContentItem;
import com.google.privacy.dlp.v2.ContentItem;
import com.google.privacy.dlp.v2.CustomInfoType;
import com.google.privacy.dlp.v2.Finding;
import com.google.privacy.dlp.v2.InfoType;
import com.google.privacy.dlp.v2.InspectConfig;
import com.google.privacy.dlp.v2.InspectContentRequest;
import com.google.privacy.dlp.v2.InspectContentResponse;
import com.google.privacy.dlp.v2.LocationName;
import com.google.protobuf.ByteString;
import java.io.IOException;
import java.util.Arrays;
import java.util.List;
public class InspectStringAugmentInfoType {
public static void main(String[] args) throws Exception {
// TODO(developer): Replace these variables before running the sample.
// The Google Cloud project id to use as a parent resource.
String projectId = "your-project-id";
// The string to de-identify.
String textToInspect = "The patient's name is quasimodo";
// The string to be additionally matched.
List<String> wordList = Arrays.asList("quasimodo");
inspectStringAugmentInfoType(projectId, textToInspect, wordList);
}
// Inspects the text using new custom words added to the dictionary.
public static void inspectStringAugmentInfoType(
String projectId, String textToInspect, List<String> wordList) throws IOException {
// Initialize client that will be used to send requests. This client only needs to be created
// once, and can be reused for multiple requests. After completing all of your requests, call
// the "close" method on the client to safely clean up any remaining background resources.
try (DlpServiceClient dlp = DlpServiceClient.create()) {
// Specify the type and content to be inspected.
ByteContentItem byteItem =
ByteContentItem.newBuilder()
.setType(ByteContentItem.BytesType.TEXT_UTF8)
.setData(ByteString.copyFromUtf8(textToInspect))
.build();
ContentItem item = ContentItem.newBuilder().setByteItem(byteItem).build();
// Construct the custom word list to be detected.
CustomInfoType.Dictionary dictionary =
CustomInfoType.Dictionary.newBuilder()
.setWordList(
CustomInfoType.Dictionary.WordList.newBuilder().addAllWords(wordList).build())
.build();
InfoType infoType = InfoType.newBuilder().setName("PERSON_NAME").build();
// Construct a custom infotype detector by augmenting the PERSON_NAME detector with a word
// list.
CustomInfoType customInfoType =
CustomInfoType.newBuilder().setInfoType(infoType).setDictionary(dictionary).build();
InspectConfig inspectConfig =
InspectConfig.newBuilder()
.addCustomInfoTypes(customInfoType)
.setIncludeQuote(true)
.build();
// Construct the Inspect request to be sent by the client.
InspectContentRequest request =
InspectContentRequest.newBuilder()
.setParent(LocationName.of(projectId, "global").toString())
.setItem(item)
.setInspectConfig(inspectConfig)
.build();
// Use the client to send the API request.
InspectContentResponse response = dlp.inspectContent(request);
// Parse the response and process results
System.out.println("Findings: " + response.getResult().getFindingsCount());
for (Finding f : response.getResult().getFindingsList()) {
System.out.println("\tQuote: " + f.getQuote());
System.out.println("\tInfo type: " + f.getInfoType().getName());
System.out.println("\tLikelihood: " + f.getLikelihood());
}
}
}
}
Node.js
機密データの保護用のクライアント ライブラリをインストールして使用する方法については、機密データの保護のクライアント ライブラリをご覧ください。
機密データの保護のために認証するには、アプリケーションのデフォルト認証情報を設定します。 詳細については、ローカル開発環境の認証の設定をご覧ください。
// Imports the Google Cloud client library
const DLP = require('@google-cloud/dlp');
// Instantiates a client
const dlp = new DLP.DlpServiceClient();
// The project ID to run the API call under
// const projectId = 'my-project';
// The string to inspect
// const string = "The patient's name is quasimodo";
// Word list
// const words = ['quasimodo'];
async function inspectStringAugmentInfoType() {
// Specify the type and content to be inspected.
const byteItem = {
type: 'BYTES',
data: Buffer.from(string),
};
const item = {byteItem: byteItem};
// Construct the custom word list to be detected.
const dictionary = {
wordList: {
words: words,
},
};
// Construct a custom infotype detector by augmenting the PERSON_NAME detector with a word list.
const customInfoType = {
infoType: {name: 'PERSON_NAME'},
dictionary: dictionary,
};
const inspectConfig = {
customInfoTypes: [customInfoType],
includeQuote: true,
};
// Construct the Inspect request to be sent by the client.
const inspectRequest = {
parent: `projects/${projectId}/locations/global`,
inspectConfig: inspectConfig,
item: item,
};
// Use the client to send the API request.
const [response] = await dlp.inspectContent(inspectRequest);
// Print Findings.
const findings = response.result.findings;
if (findings.length > 0) {
console.log(`Findings: ${findings.length}\n`);
findings.forEach(finding => {
console.log(`InfoType: ${finding.infoType.name}`);
console.log(`\tQuote: ${finding.quote}`);
console.log(`\tLikelihood: ${finding.likelihood} \n`);
});
} else {
console.log('No findings.');
}
}
inspectStringAugmentInfoType();PHP
機密データの保護用のクライアント ライブラリをインストールして使用する方法については、機密データの保護のクライアント ライブラリをご覧ください。
機密データの保護のために認証するには、アプリケーションのデフォルト認証情報を設定します。 詳細については、ローカル開発環境の認証の設定をご覧ください。
use Google\Cloud\Dlp\V2\Client\DlpServiceClient;
use Google\Cloud\Dlp\V2\ContentItem;
use Google\Cloud\Dlp\V2\CustomInfoType;
use Google\Cloud\Dlp\V2\CustomInfoType\Dictionary;
use Google\Cloud\Dlp\V2\CustomInfoType\Dictionary\WordList;
use Google\Cloud\Dlp\V2\InfoType;
use Google\Cloud\Dlp\V2\InspectConfig;
use Google\Cloud\Dlp\V2\InspectContentRequest;
use Google\Cloud\Dlp\V2\Likelihood;
/**
* Augment a built-in infotype detector.
* Consider a scenario in which a built-in infoType detector isn’t returning the correct values.
* For example, you want to return matches on person names, but Cloud DLP's built-in
* PERSON_NAME detector is failing to return matches on some person names that are common in your dataset.
* Cloud DLP allows you to augment built-in infoType detectors by including a built-in detector in the
* declaration for a custom infoType detector, as shown in the following example. This snippet
* illustrates how to configure Cloud DLP so that the PERSON_NAME built-in infoType detector will
* additionally match the name “Quasimodo:”.
*
* @param string $projectId The Google Cloud project id to use as a parent resource.
* @param string $textToInspect The string to inspect.
* @param array $matchWordList Specify the set of words to match.
*/
function inspect_augment_infotypes(
// TODO(developer): Replace sample parameters before running the code.
string $projectId,
string $textToInspect = 'Smith and Quasimodo are good cricketer',
array $matchWordList = ['quasimodo']
): void {
// Instantiate a client.
$dlp = new DlpServiceClient();
$parent = "projects/$projectId/locations/global";
// Specify what content you want the service to Inspect.
$item = (new ContentItem())
->setValue($textToInspect);
// The infoTypes of information to match.
$personNameInfoType = (new InfoType())
->setName('PERSON_NAME');
// Construct the word list to be detected.
$wordList = (new Dictionary())
->setWordList((new WordList())
->setWords($matchWordList));
// Construct the custom infotype detector.
$customInfoType = (new CustomInfoType())
->setInfoType($personNameInfoType)
->setLikelihood(Likelihood::POSSIBLE)
->setDictionary($wordList);
// Construct the configuration for the Inspect request.
$inspectConfig = (new InspectConfig())
->setCustomInfoTypes([$customInfoType])
->setIncludeQuote(true);
// Run request.
$inspectContentRequest = (new InspectContentRequest())
->setParent($parent)
->setInspectConfig($inspectConfig)
->setItem($item);
$response = $dlp->inspectContent($inspectContentRequest);
// Print the results.
$findings = $response->getResult()->getFindings();
if (count($findings) == 0) {
printf('No findings.' . PHP_EOL);
} else {
printf('Findings:' . PHP_EOL);
foreach ($findings as $finding) {
printf(' Quote: %s' . PHP_EOL, $finding->getQuote());
printf(' Info type: %s' . PHP_EOL, $finding->getInfoType()->getName());
printf(' Likelihood: %s' . PHP_EOL, Likelihood::name($finding->getLikelihood()));
}
}
}Python
機密データの保護用のクライアント ライブラリをインストールして使用する方法については、機密データの保護のクライアント ライブラリをご覧ください。
機密データの保護のために認証するには、アプリケーションのデフォルト認証情報を設定します。 詳細については、ローカル開発環境の認証の設定をご覧ください。
from typing import List
import google.cloud.dlp
def inspect_string_augment_infotype(
project: str,
input_str: str,
info_type: str,
word_list: List[str],
) -> None:
"""Uses the Data Loss Prevention API to augment built-in infoType
detector and inspect the content string with augmented infoType.
Args:
project: The Google Cloud project id to use as a parent resource.
input_str: The string to inspect using augmented infoType
(will be treated as text).
info_type: A string representing built-in infoType to augment.
A full list of infoType categories can be fetched from the API.
word_list: List of words or phrases to be added to extend the behaviour
of built-in infoType.
"""
# Instantiate a client.
dlp = google.cloud.dlp_v2.DlpServiceClient()
# Construct the custom infoTypes dictionary with declaration of a built-in detector.
custom_info_types = [
{
"info_type": {"name": info_type},
"dictionary": {"word_list": {"words": word_list}},
}
]
# Construct inspect configuration dictionary with the custom info type.
inspect_config = {
"custom_info_types": custom_info_types,
"include_quote": True,
}
# Construct the `item` to be inspected.
item = {"value": input_str}
# Convert the project id into a full resource id.
parent = f"projects/{project}"
# Call the API.
response = dlp.inspect_content(
request={
"parent": parent,
"inspect_config": inspect_config,
"item": item,
}
)
# Print out the results.
if response.result.findings:
for finding in response.result.findings:
print(f"Quote: {finding.quote}")
print(f"Info type: {finding.info_type.name}")
print(f"Likelihood: {finding.likelihood} \n")
else:
print("No findings.")
次のステップ
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