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feat: add a generate image sample and test for Imagen (#3861)
* feat: add a generate image sample and test for Imagen * fix lint * trigger build * trigger build
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/* | ||
* 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. | ||
*/ | ||
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'use strict'; | ||
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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'; | ||
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const aiplatform = require('@google-cloud/aiplatform'); | ||
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// Imports the Google Cloud Prediction Service Client library | ||
const {PredictionServiceClient} = aiplatform.v1; | ||
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// Import the helper module for converting arbitrary protobuf.Value objects | ||
const {helpers} = aiplatform; | ||
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// Specifies the location of the api endpoint | ||
const clientOptions = { | ||
apiEndpoint: `${location}-aiplatform.googleapis.com`, | ||
}; | ||
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// Instantiates a client | ||
const predictionServiceClient = new PredictionServiceClient(clientOptions); | ||
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const fs = require('fs'); | ||
const util = require('util'); | ||
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async function generateImage() { | ||
// Configure the parent resource | ||
const endpoint = `projects/${projectId}/locations/${location}/publishers/google/models/imagen-3.0-generate-001`; | ||
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const promptText = { | ||
prompt: prompt, | ||
}; | ||
const instanceValue = helpers.toValue(promptText); | ||
const instances = [instanceValue]; | ||
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const parameter = { | ||
sampleCount: 1, | ||
// You can't use a seed value and watermark at the same time. | ||
// seed: 100, | ||
// addWatermark: false, | ||
aspectRatio: '1:1', | ||
safetyFilterLevel: 'block_some', | ||
personGeneration: 'allow_adult', | ||
}; | ||
const parameters = helpers.toValue(parameter); | ||
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const request = { | ||
endpoint, | ||
instances, | ||
parameters, | ||
}; | ||
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// Predict request | ||
const [response] = await predictionServiceClient.predict(request); | ||
const predictions = response.predictions; | ||
if (predictions.length === 0) { | ||
console.log( | ||
'No image was generated. Check the request parameters and prompt.' | ||
); | ||
} else { | ||
let i = 1; | ||
for (const prediction of predictions) { | ||
const buff = Buffer.from( | ||
prediction.structValue.fields.bytesBase64Encoded.stringValue, | ||
'base64' | ||
); | ||
// Write image content to the output file | ||
const writeFile = util.promisify(fs.writeFile); | ||
const filename = `${outputFile}${i}.png`; | ||
await writeFile(filename, buff); | ||
console.log(`Saved image ${filename}`); | ||
i++; | ||
} | ||
} | ||
} | ||
await generateImage(); | ||
// [END generativeaionvertexai_imagen_generate_image] | ||
}; | ||
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// node generateImage.js | ||
main().catch(err => { | ||
console.log(err); | ||
process.exitCode = 1; | ||
}); |
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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. | ||
*/ | ||
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'use strict'; | ||
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const path = require('path'); | ||
const {assert} = require('chai'); | ||
const {describe, it} = require('mocha'); | ||
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const cp = require('child_process'); | ||
const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'}); | ||
const cwd = path.join(__dirname, '..'); | ||
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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/); | ||
}); | ||
}); |