Merge pull request #3245 from GoogleCloudPlatform/b281562687-0

feat(aiplatform): text prompt sample for LLMs

Author: telpirion

ai-platform/snippets/predict-text-prompt.js

@@ -0,0 +1,86 @@
+/*
+ * 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.
+ */
+
+'use strict';
+
+async function main(project, location = 'us-central1') {
+  // [START aiplatform_sdk_ideation]
+  /**
+   * 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');
+
+  // Imports the Google Cloud Prediction service client
+  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: 'us-central1-aiplatform.googleapis.com',
+  };
+
+  const publisher = 'google';
+  const model = 'text-bison@001';
+
+  // Instantiates a client
+  const predictionServiceClient = new PredictionServiceClient(clientOptions);
+
+  async function callPredict() {
+    // Configure the parent resource
+    const endpoint = `projects/${project}/locations/${location}/publishers/${publisher}/models/${model}`;
+
+    const prompt = {
+      prompt:
+        'Give me ten interview questions for the role of program manager.',
+    };
+    const instanceValue = helpers.toValue(prompt);
+    const instances = [instanceValue];
+
+    const parameter = {
+      temperature: 0.2,
+      maxOutputTokens: 5,
+      topP: 0.95,
+      topK: 40,
+    };
+    const parameters = helpers.toValue(parameter);
+
+    const request = {
+      endpoint,
+      instances,
+      parameters,
+    };
+
+    // Predict request
+    const response = await predictionServiceClient.predict(request);
+    console.log('Get text prompt response');
+    console.log(response);
+  }
+
+  callPredict();
+  // [END aiplatform_sdk_ideation]
+}
+
+process.on('unhandledRejection', err => {
+  console.error(err.message);
+  process.exitCode = 1;
+});
+
+main(...process.argv.slice(2));

ai-platform/snippets/test/predict-text-prompt.test.js

@@ -0,0 +1,40 @@
+/*
+ * 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.
+ */
+
+'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, '..');
+
+const project = process.env.CAIP_PROJECT_ID;
+const location = 'us-central1';
+
+describe('AI platform predict text prompt', () => {
+  it('should make predictions using a large language model', async () => {
+    const stdout = execSync(
+      `node ./predict-text-prompt.js ${project} ${location}`,
+      {
+        cwd,
+      }
+    );
+    assert.match(stdout, /Get text prompt response/);
+  });
+});