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feat: text extraction sample for Vertex LLMs
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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 | ||
* | ||
* 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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async function main(project, location = 'us-central1') { | ||
// [START aiplatform_sdk_extraction] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample.\ | ||
* (Not necessary if passing values as arguments) | ||
*/ | ||
// const project = 'YOUR_PROJECT_ID'; | ||
// const location = 'YOUR_PROJECT_LOCATION'; | ||
const aiplatform = require('@google-cloud/aiplatform'); | ||
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// Imports the Google Cloud Prediction service client | ||
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: 'us-central1-aiplatform.googleapis.com', | ||
}; | ||
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const publisher = 'google'; | ||
const model = 'text-bison@001'; | ||
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// Instantiates a client | ||
const predictionServiceClient = new PredictionServiceClient(clientOptions); | ||
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async function callPredict() { | ||
// Configure the parent resource | ||
const endpoint = `projects/${project}/locations/${location}/publishers/${publisher}/models/${model}`; | ||
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const instance = { | ||
content: `Background: There is evidence that there have been significant changes \ | ||
in Amazon rainforest vegetation over the last 21,000 years through the Last \ | ||
Glacial Maximum (LGM) and subsequent deglaciation. Analyses of sediment \ | ||
deposits from Amazon basin paleo lakes and from the Amazon Fan indicate that \ | ||
rainfall in the basin during the LGM was lower than for the present, and this \ | ||
was almost certainly associated with reduced moist tropical vegetation cover \ | ||
in the basin. There is debate, however, over how extensive this reduction \ | ||
was. Some scientists argue that the rainforest was reduced to small, isolated \ | ||
refugia separated by open forest and grassland; other scientists argue that \ | ||
the rainforest remained largely intact but extended less far to the north, \ | ||
south, and east than is seen today. This debate has proved difficult to \ | ||
resolve because the practical limitations of working in the rainforest mean \ | ||
that data sampling is biased away from the center of the Amazon basin, and \ | ||
both explanations are reasonably well supported by the available data. | ||
Q: What does LGM stands for? | ||
A: Last Glacial Maximum. | ||
Q: What did the analysis from the sediment deposits indicate? | ||
A: Rainfall in the basin during the LGM was lower than for the present. | ||
Q: What are some of scientists arguments? | ||
A: The rainforest was reduced to small, isolated refugia separated by open forest and grassland. | ||
Q: There have been major changes in Amazon rainforest vegetation over the last how many years? | ||
A: 21,000. | ||
Q: What caused changes in the Amazon rainforest vegetation? | ||
A: The Last Glacial Maximum (LGM) and subsequent deglaciation | ||
Q: What has been analyzed to compare Amazon rainfall in the past and present? | ||
A: Sediment deposits. | ||
Q: What has the lower rainfall in the Amazon during the LGM been attributed to? | ||
A: | ||
`, | ||
}; | ||
const instanceValue = helpers.toValue(instance); | ||
const instances = [instanceValue]; | ||
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const parameter = { | ||
temperature: 0.2, | ||
maxOutputTokens: 256, | ||
topP: 0, | ||
topK: 1, | ||
}; | ||
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); | ||
console.log('Get text extraction response'); | ||
const predictions = response.predictions; | ||
console.log('\tPredictions :'); | ||
for (const prediction of predictions) { | ||
console.log(`\t\tPrediction : ${JSON.stringify(prediction)}`); | ||
} | ||
} | ||
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callPredict(); | ||
// [END aiplatform_sdk_extraction] | ||
} | ||
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process.on('unhandledRejection', err => { | ||
console.error(err.message); | ||
process.exitCode = 1; | ||
}); | ||
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main(...process.argv.slice(2)); |
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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 | ||
* | ||
* 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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const project = process.env.CAIP_PROJECT_ID; | ||
const location = 'us-central1'; | ||
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describe('AI platform predict text extraction', () => { | ||
it('should make predictions using a large language model', async () => { | ||
const stdout = execSync( | ||
`node ./predict-text-extraction.js ${project} ${location}`, | ||
{ | ||
cwd, | ||
} | ||
); | ||
assert.match(stdout, /Get text extraction response/); | ||
}); | ||
}); |