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feat: add a generate image sample and test for Imagen #3861

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Sep 20, 2024
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106 changes: 106 additions & 0 deletions ai-platform/snippets/imagen/generateImage.js
Original file line number Diff line number Diff line change
@@ -0,0 +1,106 @@
/*
* Copyright 2024 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 main = async () => {
// [START generativeaionvertexai_imagen_generate_image]
/**
* TODO(developer): Update these variables before running the sample.
*/
const projectId = process.env.CAIP_PROJECT_ID;
const outputFile = 'my-output';
const prompt = 'a dog reading a newspaper'; // The text prompt describing what you want to see
const location = 'us-central1';

const aiplatform = require('@google-cloud/aiplatform');

// Imports the Google Cloud Prediction Service Client library
const {PredictionServiceClient} = aiplatform.v1;

// Import the helper module for converting arbitrary protobuf.Value objects
const {helpers} = aiplatform;

// Specifies the location of the api endpoint
const clientOptions = {
apiEndpoint: `${location}-aiplatform.googleapis.com`,
};

// Instantiates a client
const predictionServiceClient = new PredictionServiceClient(clientOptions);

const fs = require('fs');
const util = require('util');

async function generateImage() {
// Configure the parent resource
const endpoint = `projects/${projectId}/locations/${location}/publishers/google/models/imagen-3.0-generate-001`;

const promptText = {
prompt: prompt,
};
const instanceValue = helpers.toValue(promptText);
const instances = [instanceValue];

const parameter = {
sampleCount: 1,
// You can't use a seed value and watermark at the same time.
// seed: 100,
// addWatermark: false,
aspectRatio: '1:1',
safetyFilterLevel: 'block_some',
personGeneration: 'allow_adult',
};
const parameters = helpers.toValue(parameter);

const request = {
endpoint,
instances,
parameters,
};

// Predict request
const [response] = await predictionServiceClient.predict(request);
const predictions = response.predictions;
if (predictions.length === 0) {
console.log(
'No image was generated. Check the request parameters and prompt.'
);
} else {
let i = 1;
for (const prediction of predictions) {
const buff = Buffer.from(
prediction.structValue.fields.bytesBase64Encoded.stringValue,
'base64'
);
// Write image content to the output file
const writeFile = util.promisify(fs.writeFile);
const filename = `${outputFile}${i}.png`;
await writeFile(filename, buff);
console.log(`Saved image ${filename}`);
i++;
}
}
}
await generateImage();
// [END generativeaionvertexai_imagen_generate_image]
};

// node generateImage.js
main().catch(err => {
console.log(err);
process.exitCode = 1;
});
2 changes: 1 addition & 1 deletion ai-platform/snippets/package.json
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,7 @@
"*.js"
],
"scripts": {
"test": "c8 mocha -p -j 2 --timeout 2400000 test/*.js"
"test": "c8 mocha -p -j 2 --timeout 2400000 test/*.js test/**/*.test.js"
},
"dependencies": {
"@google-cloud/aiplatform": "^3.0.0",
Expand Down
34 changes: 34 additions & 0 deletions ai-platform/snippets/test/imagen/generateImage.test.js
Original file line number Diff line number Diff line change
@@ -0,0 +1,34 @@
/*
* Copyright 2024 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 path = require('path');
const {assert} = require('chai');
const {describe, it} = require('mocha');

const cp = require('child_process');
const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'});
const cwd = path.join(__dirname, '..');

describe('AI platform generate image', () => {
it('should generate an image using the Imagen model', async () => {
const stdout = execSync('node ./imagen/generateImage.js', {
cwd,
});
assert.match(stdout, /Saved image my-output1.png/);
});
});