Embeddings

import google.generativeai as genai

text = "Hello World!"
result = genai.embed_content(
    model="models/text-embedding-004", content=text, output_dimensionality=10
)
print(result["embedding"])
embed.py

// Make sure to include these imports:
// import { GoogleGenerativeAI } from "@google/generative-ai";
const genAI = new GoogleGenerativeAI(process.env.API_KEY);
const model = genAI.getGenerativeModel({
  model: "text-embedding-004",
});

const result = await model.embedContent("Hello world!");

console.log(result.embedding);
embed.js

curl "https://generativelanguage.googleapis.com/v1beta/models/text-embedding-004:embedContent?key=$GOOGLE_API_KEY" \
-H 'Content-Type: application/json' \
-d '{"model": "models/text-embedding-004",
    "content": {
    "parts":[{
      "text": "Hello world"}]}, }' 2> /dev/null | head
embed.sh

import google.generativeai as genai

texts = [
    "What is the meaning of life?",
    "How much wood would a woodchuck chuck?",
    "How does the brain work?",
]
result = genai.embed_content(
    model="models/text-embedding-004", content=texts, output_dimensionality=10
)
print(result)
embed.py

// Make sure to include these imports:
// import { GoogleGenerativeAI } from "@google/generative-ai";
const genAI = new GoogleGenerativeAI(process.env.API_KEY);
const model = genAI.getGenerativeModel({
  model: "text-embedding-004",
});

function textToRequest(text) {
  return { content: { role: "user", parts: [{ text }] } };
}

const result = await model.batchEmbedContents({
  requests: [
    textToRequest("What is the meaning of life?"),
    textToRequest("How much wood would a woodchuck chuck?"),
    textToRequest("How does the brain work?"),
  ],
});

console.log(result.embeddings);
embed.js

curl "https://generativelanguage.googleapis.com/v1beta/models/text-embedding-004:batchEmbedContents?key=$GOOGLE_API_KEY" \
-H 'Content-Type: application/json' \
-d '{"requests": [{
      "model": "models/text-embedding-004",
      "content": {
      "parts":[{
        "text": "What is the meaning of life?"}]}, },
      {
      "model": "models/text-embedding-004",
      "content": {
      "parts":[{
        "text": "How much wood would a woodchuck chuck?"}]}, },
      {
      "model": "models/text-embedding-004",
      "content": {
      "parts":[{
        "text": "How does the brain work?"}]}, }, ]}' 2> /dev/null | grep -C 5 values
embed.sh