python/embed.py (30 lines of code) (raw):

# -*- coding: utf-8 -*- # Copyright 2025 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 # # http://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. from absl.testing import absltest class UnitTests(absltest.TestCase): def test_embed_content(self): # [START embed_content] from google import genai from google.genai import types client = genai.Client() text = "Hello World!" result = client.models.embed_content( model="text-embedding-004", contents=text, config=types.EmbedContentConfig(output_dimensionality=10), ) print(result.embeddings) # [END embed_content] def test_batch_embed_contents(self): # [START batch_embed_contents] from google import genai from google.genai import types client = genai.Client() texts = [ "What is the meaning of life?", "How much wood would a woodchuck chuck?", "How does the brain work?", ] result = client.models.embed_content( model="text-embedding-004", contents=texts, config=types.EmbedContentConfig(output_dimensionality=10), ) print(result.embeddings) # [END batch_embed_contents] if __name__ == "__main__": absltest.main()