匿名化されたコンテンツの再識別について説明します。
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 System;
using Google.Api.Gax.ResourceNames;
using Google.Cloud.Dlp.V2;
using Google.Protobuf;
using static Google.Cloud.Dlp.V2.CryptoReplaceFfxFpeConfig.Types;
public class ReidentifyContentUsingFpe
{
public static ReidentifyContentResponse ReidentifyContent(
string projectId,
string text,
string keyName,
string wrappedKey,
FfxCommonNativeAlphabet alphabet = FfxCommonNativeAlphabet.Numeric,
InfoType surrogateType = null)
{
// Instantiate the client.
var dlp = DlpServiceClient.Create();
// Specify the type of info the inspection will re-identify. This must use the same custom
// info type that was used as a surrogate during the initial encryption.
var infotype = surrogateType ?? new InfoType { Name = "SSN_TOKEN" };
// Specify how to un-encrypt the previously de-identified information.
var cryptoReplaceFfxFpeConfig = new CryptoReplaceFfxFpeConfig
{
CryptoKey = new CryptoKey
{
KmsWrapped = new KmsWrappedCryptoKey
{
CryptoKeyName = keyName,
WrappedKey = ByteString.FromBase64(wrappedKey)
}
},
CommonAlphabet = alphabet,
SurrogateInfoType = infotype
};
// Construct reidentify config using above created crypto replace config.
var reidentifyConfig = new DeidentifyConfig
{
InfoTypeTransformations = new InfoTypeTransformations
{
Transformations =
{
new InfoTypeTransformations.Types.InfoTypeTransformation
{
PrimitiveTransformation = new PrimitiveTransformation
{
CryptoReplaceFfxFpeConfig = cryptoReplaceFfxFpeConfig,
},
InfoTypes = { infotype }
}
}
}
};
// Construct the inspect config.
var inspectConfig = new InspectConfig
{
CustomInfoTypes =
{
new CustomInfoType
{
InfoType = infotype,
SurrogateType = new CustomInfoType.Types.SurrogateType()
}
}
};
// Construct the request.
var request = new ReidentifyContentRequest
{
ParentAsLocationName = new LocationName(projectId, "global"),
InspectConfig = inspectConfig,
ReidentifyConfig = reidentifyConfig,
Item = new ContentItem { Value = text },
};
// Call the API.
var response = dlp.ReidentifyContent(request);
// Inspect the response.
Console.WriteLine($"Reidentified content: {response.Item.Value}");
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"
"encoding/base64"
"fmt"
"io"
dlp "cloud.google.com/go/dlp/apiv2"
"cloud.google.com/go/dlp/apiv2/dlppb"
)
// reidentifyFPE reidentifies the input with FPE (Format Preserving Encryption).
// keyFileName is the file name with the KMS wrapped key and cryptoKeyName is the
// full KMS key resource name used to wrap the key. surrogateInfoType is an
// the identifier used during deidentification.
// Info types can be found with the infoTypes.list method or on https://cloud.google.com/dlp/docs/infotypes-reference
func reidentifyFPE(w io.Writer, projectID, input, kmsKeyName, wrappedAesKey, surrogateInfoType string) error {
// projectID := "my-project-id"
// input := "My SSN is 123456789"
// keyFileName := "projects/YOUR_GCLOUD_PROJECT/locations/YOUR_LOCATION/keyRings/YOUR_KEYRING_NAME/cryptoKeys/YOUR_KEY_NAME"
// cryptoKeyName := "YOUR_ENCRYPTED_AES_256_KEY"
// surrogateInfoType := "AGE"
ctx := context.Background()
client, err := dlp.NewClient(ctx)
if err != nil {
return fmt.Errorf("dlp.NewClient: %w", err)
}
defer client.Close()
// Specify an encrypted AES-256 key and the name of the Cloud KMS key that encrypted it.
kmsWrappedCryptoKey, err := base64.StdEncoding.DecodeString(wrappedAesKey)
if err != nil {
fmt.Fprintf(w, "error %v", err)
return err
}
// Specify the crypto key configuration that will used for encryption.
cryptoKey := &dlppb.CryptoKey{
Source: &dlppb.CryptoKey_KmsWrapped{
KmsWrapped: &dlppb.KmsWrappedCryptoKey{
WrappedKey: kmsWrappedCryptoKey,
CryptoKeyName: kmsKeyName,
},
},
}
// Create a configured request.
req := &dlppb.ReidentifyContentRequest{
Parent: fmt.Sprintf("projects/%s/locations/global", projectID),
ReidentifyConfig: &dlppb.DeidentifyConfig{
Transformation: &dlppb.DeidentifyConfig_InfoTypeTransformations{
InfoTypeTransformations: &dlppb.InfoTypeTransformations{
Transformations: []*dlppb.InfoTypeTransformations_InfoTypeTransformation{
{
InfoTypes: []*dlppb.InfoType{},
PrimitiveTransformation: &dlppb.PrimitiveTransformation{
Transformation: &dlppb.PrimitiveTransformation_CryptoReplaceFfxFpeConfig{
CryptoReplaceFfxFpeConfig: &dlppb.CryptoReplaceFfxFpeConfig{
CryptoKey: cryptoKey,
// Set the alphabet used for the encrypted fields.
Alphabet: &dlppb.CryptoReplaceFfxFpeConfig_CommonAlphabet{
CommonAlphabet: dlppb.CryptoReplaceFfxFpeConfig_ALPHA_NUMERIC,
},
// Set the surrogate info type used during deidentification.
SurrogateInfoType: &dlppb.InfoType{
Name: surrogateInfoType,
},
},
},
},
},
},
},
},
},
// The InspectConfig must identify the surrogate info type to reidentify.
InspectConfig: &dlppb.InspectConfig{
CustomInfoTypes: []*dlppb.CustomInfoType{
{
InfoType: &dlppb.InfoType{
Name: surrogateInfoType,
},
Type: &dlppb.CustomInfoType_SurrogateType_{
SurrogateType: &dlppb.CustomInfoType_SurrogateType{},
},
},
},
},
// The item to analyze.
Item: &dlppb.ContentItem{
DataItem: &dlppb.ContentItem_Value{
Value: input,
},
},
}
// Send the request.
r, err := client.ReidentifyContent(ctx, req)
if err != nil {
return fmt.Errorf("ReidentifyContent: %w", err)
}
// Print the result.
fmt.Fprint(w, r.GetItem().GetValue())
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.common.io.BaseEncoding;
import com.google.privacy.dlp.v2.ContentItem;
import com.google.privacy.dlp.v2.CryptoKey;
import com.google.privacy.dlp.v2.CryptoReplaceFfxFpeConfig;
import com.google.privacy.dlp.v2.CryptoReplaceFfxFpeConfig.FfxCommonNativeAlphabet;
import com.google.privacy.dlp.v2.CustomInfoType;
import com.google.privacy.dlp.v2.CustomInfoType.SurrogateType;
import com.google.privacy.dlp.v2.DeidentifyConfig;
import com.google.privacy.dlp.v2.InfoType;
import com.google.privacy.dlp.v2.InfoTypeTransformations;
import com.google.privacy.dlp.v2.InfoTypeTransformations.InfoTypeTransformation;
import com.google.privacy.dlp.v2.InspectConfig;
import com.google.privacy.dlp.v2.KmsWrappedCryptoKey;
import com.google.privacy.dlp.v2.LocationName;
import com.google.privacy.dlp.v2.PrimitiveTransformation;
import com.google.privacy.dlp.v2.ReidentifyContentRequest;
import com.google.privacy.dlp.v2.ReidentifyContentResponse;
import com.google.protobuf.ByteString;
import java.io.IOException;
public class ReIdentifyWithFpe {
public static void main(String[] args) throws Exception {
// TODO(developer): Replace these variables before running the sample.
String projectId = "your-project-id";
String textToReIdentify = "My SSN is SSN_TOKEN(9):731997681";
String kmsKeyName =
"projects/YOUR_PROJECT/"
+ "locations/YOUR_KEYRING_REGION/"
+ "keyRings/YOUR_KEYRING_NAME/"
+ "cryptoKeys/YOUR_KEY_NAME";
String wrappedAesKey = "YOUR_ENCRYPTED_AES_256_KEY";
reIdentifyWithFpe(projectId, textToReIdentify, kmsKeyName, wrappedAesKey);
}
public static void reIdentifyWithFpe(
String projectId, String textToReIdentify, String kmsKeyName, String wrappedAesKey)
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 what content you want the service to re-identify
ContentItem contentItem = ContentItem.newBuilder().setValue(textToReIdentify).build();
// Specify the type of info the inspection will re-identify. This must use the same custom
// into type that was used as a surrogate during the initial encryption.
InfoType surrogateInfoType = InfoType.newBuilder().setName("SSN_TOKEN").build();
CustomInfoType customInfoType =
CustomInfoType.newBuilder()
.setInfoType(surrogateInfoType)
.setSurrogateType(SurrogateType.getDefaultInstance())
.build();
InspectConfig inspectConfig =
InspectConfig.newBuilder().addCustomInfoTypes(customInfoType).build();
// Specify an encrypted AES-256 key and the name of the Cloud KMS key that encrypted it
KmsWrappedCryptoKey kmsWrappedCryptoKey =
KmsWrappedCryptoKey.newBuilder()
.setWrappedKey(ByteString.copyFrom(BaseEncoding.base64().decode(wrappedAesKey)))
.setCryptoKeyName(kmsKeyName)
.build();
CryptoKey cryptoKey = CryptoKey.newBuilder().setKmsWrapped(kmsWrappedCryptoKey).build();
// Specify how to un-encrypt the previously de-identified information
CryptoReplaceFfxFpeConfig cryptoReplaceFfxFpeConfig =
CryptoReplaceFfxFpeConfig.newBuilder()
.setCryptoKey(cryptoKey)
// Set of characters in the input text. For more info, see
// https://cloud.google.com/dlp/docs/reference/rest/v2/organizations.deidentifyTemplates#DeidentifyTemplate.FfxCommonNativeAlphabet
.setCommonAlphabet(FfxCommonNativeAlphabet.NUMERIC)
.setSurrogateInfoType(surrogateInfoType)
.build();
PrimitiveTransformation primitiveTransformation =
PrimitiveTransformation.newBuilder()
.setCryptoReplaceFfxFpeConfig(cryptoReplaceFfxFpeConfig)
.build();
InfoTypeTransformation infoTypeTransformation =
InfoTypeTransformation.newBuilder()
.setPrimitiveTransformation(primitiveTransformation)
.addInfoTypes(surrogateInfoType)
.build();
InfoTypeTransformations transformations =
InfoTypeTransformations.newBuilder().addTransformations(infoTypeTransformation).build();
DeidentifyConfig reidentifyConfig =
DeidentifyConfig.newBuilder().setInfoTypeTransformations(transformations).build();
// Combine configurations into a request for the service.
ReidentifyContentRequest request =
ReidentifyContentRequest.newBuilder()
.setParent(LocationName.of(projectId, "global").toString())
.setItem(contentItem)
.setInspectConfig(inspectConfig)
.setReidentifyConfig(reidentifyConfig)
.build();
// Send the request and receive response from the service
ReidentifyContentResponse response = dlp.reidentifyContent(request);
// Print the results
System.out.println("Text after re-identification: " + response.getItem().getValue());
}
}
}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 Data Loss Prevention 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 reidentify
// const string = 'My SSN is PHONE_TOKEN(9):#########';
// The set of characters to replace sensitive ones with
// For more information, see https://cloud.google.com/dlp/docs/reference/rest/v2/organizations.deidentifyTemplates#ffxcommonnativealphabet
// const alphabet = 'ALPHA_NUMERIC';
// The name of the Cloud KMS key used to encrypt ('wrap') the AES-256 key
// const keyName = 'projects/YOUR_GCLOUD_PROJECT/locations/YOUR_LOCATION/keyRings/YOUR_KEYRING_NAME/cryptoKeys/YOUR_KEY_NAME';
// The encrypted ('wrapped') AES-256 key to use
// This key should be encrypted using the Cloud KMS key specified above
// const wrappedKey = 'YOUR_ENCRYPTED_AES_256_KEY'
// The name of the surrogate custom info type to use when reidentifying data
// const surrogateType = 'SOME_INFO_TYPE_DEID';
async function reidentifyWithFpe() {
// Construct deidentification request
const item = {value: string};
const request = {
parent: `projects/${projectId}/locations/global`,
reidentifyConfig: {
infoTypeTransformations: {
transformations: [
{
primitiveTransformation: {
cryptoReplaceFfxFpeConfig: {
cryptoKey: {
kmsWrapped: {
wrappedKey: wrappedKey,
cryptoKeyName: keyName,
},
},
commonAlphabet: alphabet,
surrogateInfoType: {
name: surrogateType,
},
},
},
},
],
},
},
inspectConfig: {
customInfoTypes: [
{
infoType: {
name: surrogateType,
},
surrogateType: {},
},
],
},
item: item,
};
// Run reidentification request
const [response] = await dlp.reidentifyContent(request);
const reidentifiedItem = response.item;
console.log(reidentifiedItem.value);
}
reidentifyWithFpe();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\CryptoKey;
use Google\Cloud\Dlp\V2\CryptoReplaceFfxFpeConfig;
use Google\Cloud\Dlp\V2\CryptoReplaceFfxFpeConfig\FfxCommonNativeAlphabet;
use Google\Cloud\Dlp\V2\CustomInfoType;
use Google\Cloud\Dlp\V2\CustomInfoType\SurrogateType;
use Google\Cloud\Dlp\V2\DeidentifyConfig;
use Google\Cloud\Dlp\V2\InfoType;
use Google\Cloud\Dlp\V2\InfoTypeTransformations;
use Google\Cloud\Dlp\V2\InfoTypeTransformations\InfoTypeTransformation;
use Google\Cloud\Dlp\V2\InspectConfig;
use Google\Cloud\Dlp\V2\KmsWrappedCryptoKey;
use Google\Cloud\Dlp\V2\PrimitiveTransformation;
use Google\Cloud\Dlp\V2\ReidentifyContentRequest;
/**
* Reidentify a deidentified string using Format-Preserving Encryption (FPE).
*
* @param string $callingProjectId The GCP Project ID to run the API call under
* @param string $string The string to reidentify
* @param string $keyName The name of the Cloud KMS key used to encrypt (wrap) the AES-256 key
* @param string $wrappedKey The name of the Cloud KMS key use, encrypted with the KMS key in $keyName
* @param string $surrogateTypeName (Optional) Surrogate custom info type to enable reidentification
*/
function reidentify_fpe(
string $callingProjectId,
string $string,
string $keyName,
string $wrappedKey,
string $surrogateTypeName
): void {
// Instantiate a client.
$dlp = new DlpServiceClient();
// The infoTypes of information to mask
$ssnInfoType = (new InfoType())
->setName('US_SOCIAL_SECURITY_NUMBER');
$infoTypes = [$ssnInfoType];
// The set of characters to replace sensitive ones with
// For more information, see https://cloud.google.com/dlp/docs/reference/rest/v2/organizations.deidentifyTemplates#ffxcommonnativealphabet
$commonAlphabet = FfxCommonNativeAlphabet::NUMERIC;
// Create the wrapped crypto key configuration object
$kmsWrappedCryptoKey = (new KmsWrappedCryptoKey())
->setWrappedKey(base64_decode($wrappedKey))
->setCryptoKeyName($keyName);
// Create the crypto key configuration object
$cryptoKey = (new CryptoKey())
->setKmsWrapped($kmsWrappedCryptoKey);
// Create the surrogate type object
$surrogateType = (new InfoType())
->setName($surrogateTypeName);
$customInfoType = (new CustomInfoType())
->setInfoType($surrogateType)
->setSurrogateType(new SurrogateType());
// Create the crypto FFX FPE configuration object
$cryptoReplaceFfxFpeConfig = (new CryptoReplaceFfxFpeConfig())
->setCryptoKey($cryptoKey)
->setCommonAlphabet($commonAlphabet)
->setSurrogateInfoType($surrogateType);
// Create the information transform configuration objects
$primitiveTransformation = (new PrimitiveTransformation())
->setCryptoReplaceFfxFpeConfig($cryptoReplaceFfxFpeConfig);
$infoTypeTransformation = (new InfoTypeTransformation())
->setPrimitiveTransformation($primitiveTransformation);
$infoTypeTransformations = (new InfoTypeTransformations())
->setTransformations([$infoTypeTransformation]);
// Create the inspect configuration object
$inspectConfig = (new InspectConfig())
->setCustomInfoTypes([$customInfoType]);
// Create the reidentification configuration object
$reidentifyConfig = (new DeidentifyConfig())
->setInfoTypeTransformations($infoTypeTransformations);
$item = (new ContentItem())
->setValue($string);
$parent = "projects/$callingProjectId/locations/global";
// Run request
$reidentifyContentRequest = (new ReidentifyContentRequest())
->setParent($parent)
->setReidentifyConfig($reidentifyConfig)
->setInspectConfig($inspectConfig)
->setItem($item);
$response = $dlp->reidentifyContent($reidentifyContentRequest);
// Print the results
$reidentifiedValue = $response->getItem()->getValue();
print($reidentifiedValue);
}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。
import base64
import google.cloud.dlp
def reidentify_with_fpe(
project: str,
input_str: str,
alphabet: str = None,
surrogate_type: str = None,
key_name: str = None,
wrapped_key: str = None,
) -> None:
"""Uses the Data Loss Prevention API to reidentify sensitive data in a
string that was encrypted by Format Preserving Encryption (FPE).
Args:
project: The Google Cloud project id to use as a parent resource.
input_str: The string to deidentify (will be treated as text).
alphabet: The set of characters to replace sensitive ones with. For
more information, see https://cloud.google.com/dlp/docs/reference/
rest/v2beta2/organizations.deidentifyTemplates#ffxcommonnativealphabet
surrogate_type: The name of the surrogate custom info type to used
during the encryption process.
key_name: The name of the Cloud KMS key used to encrypt ('wrap') the
AES-256 key. Example:
keyName = 'projects/YOUR_GCLOUD_PROJECT/locations/YOUR_LOCATION/
keyRings/YOUR_KEYRING_NAME/cryptoKeys/YOUR_KEY_NAME'
wrapped_key: The encrypted ('wrapped') AES-256 key to use. This key
should be encrypted using the Cloud KMS key specified by key_name.
Returns:
None; the response from the API is printed to the terminal.
"""
# Instantiate a client
dlp = google.cloud.dlp_v2.DlpServiceClient()
# Convert the project id into a full resource id.
parent = f"projects/{project}/locations/global"
# The wrapped key is base64-encoded, but the library expects a binary
# string, so decode it here.
wrapped_key = base64.b64decode(wrapped_key)
# Construct Deidentify Config
reidentify_config = {
"info_type_transformations": {
"transformations": [
{
"primitive_transformation": {
"crypto_replace_ffx_fpe_config": {
"crypto_key": {
"kms_wrapped": {
"wrapped_key": wrapped_key,
"crypto_key_name": key_name,
}
},
"common_alphabet": alphabet,
"surrogate_info_type": {"name": surrogate_type},
}
}
}
]
}
}
inspect_config = {
"custom_info_types": [
{"info_type": {"name": surrogate_type}, "surrogate_type": {}}
]
}
# Convert string to item
item = {"value": input_str}
# Call the API
response = dlp.reidentify_content(
request={
"parent": parent,
"reidentify_config": reidentify_config,
"inspect_config": inspect_config,
"item": item,
}
)
# Print results
print(response.item.value)
次のステップ
他の Google Cloud プロダクトに関連するコードサンプルの検索およびフィルタ検索を行うには、Google Cloud のサンプルをご覧ください。