From 3354c67d10e319498f2b50ba9bb7658b09fa300f Mon Sep 17 00:00:00 2001
From: gericdong <itseric@google.com>
Date: Sat, 3 Jun 2023 20:52:51 -0400
Subject: [PATCH] feat: text embeddings samples for Vertex LLMs

---
 .../snippets/predict-text-embeddings.js       | 89 +++++++++++++++++++
 .../test/predict-text-embeddings.test.js      | 40 +++++++++
 2 files changed, 129 insertions(+)
 create mode 100644 ai-platform/snippets/predict-text-embeddings.js
 create mode 100644 ai-platform/snippets/test/predict-text-embeddings.test.js

diff --git a/ai-platform/snippets/predict-text-embeddings.js b/ai-platform/snippets/predict-text-embeddings.js
new file mode 100644
index 0000000000..618d4b994f
--- /dev/null
+++ b/ai-platform/snippets/predict-text-embeddings.js
@@ -0,0 +1,89 @@
+/*
+ * 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_embedding]
+  /**
+   * 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 = 'textembedding-gecko@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 instance = {
+      content: 'What is life?',
+    };
+    const instanceValue = helpers.toValue(instance);
+    const instances = [instanceValue];
+
+    const parameter = {
+      temperature: 0,
+      maxOutputTokens: 256,
+      topP: 0,
+      topK: 1,
+    };
+    const parameters = helpers.toValue(parameter);
+
+    const request = {
+      endpoint,
+      instances,
+      parameters,
+    };
+
+    // Predict request
+    const [response] = await predictionServiceClient.predict(request);
+    console.log('Get text embeddings response');
+    const predictions = response.predictions;
+    console.log('\tPredictions :');
+    for (const prediction of predictions) {
+      console.log(`\t\tPrediction : ${JSON.stringify(prediction)}`);
+    }
+  }
+
+  callPredict();
+  // [END aiplatform_sdk_embedding]
+}
+
+process.on('unhandledRejection', err => {
+  console.error(err.message);
+  process.exitCode = 1;
+});
+
+main(...process.argv.slice(2));
diff --git a/ai-platform/snippets/test/predict-text-embeddings.test.js b/ai-platform/snippets/test/predict-text-embeddings.test.js
new file mode 100644
index 0000000000..0daa517544
--- /dev/null
+++ b/ai-platform/snippets/test/predict-text-embeddings.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 embeddings', () => {
+  it('should make predictions using a large language model', async () => {
+    const stdout = execSync(
+      `node ./predict-text-embeddings.js ${project} ${location}`,
+      {
+        cwd,
+      }
+    );
+    assert.match(stdout, /Get text embeddings response/);
+  });
+});