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Vertex AI offers wide ranging support for embedding text, images and videos. Portkey provides a standardized interface for embedding multiple modalities.

​
Embedding Text

from portkey_ai import Portkey

client = Portkey(
    api_key="YOUR_PORTKEY_API_KEY", # defaults to os.environ.get("PORTKEY_API_KEY")
    provider="@PROVIDER",
)

embeddings = client.embeddings.create(
  model="textembedding-gecko@003",
  input_type="classification",
  input="The food was delicious and the waiter...",
  # input=["text to embed", "more text to embed"], # if you would like to embed multiple texts
)

​
Embeddings Images

from portkey_ai import Portkey

client = Portkey(
    api_key="YOUR_PORTKEY_API_KEY", # defaults to os.environ.get("PORTKEY_API_KEY")
    provider="@PROVIDER",
)

embeddings = client.embeddings.create(
  model="multimodalembedding@001",
  input=[
          {
              "text": "this is the caption of the image",
              "image": {
                  "base64": "UklGRkacAABXRUJQVlA4IDqcAACQggKdASqpAn8B.....",
                  # "url": "gcs://..." # if you want to use a url
              }
          }
      ]
)

​
Embeddings Videos

from portkey_ai import Portkey

client = Portkey(
    api_key="YOUR_PORTKEY_API_KEY", # defaults to os.environ.get("PORTKEY_API_KEY")
    provider="@PROVIDER",
)

embeddings = client.embeddings.create(
  model="multimodalembedding@001",
  input=[
          {
              "text": "this is the caption of the video",
              "video": {
                  "base64": "UklGRkacAABXRUJQVlA4IDqcAACQggKdASqpAn8B.....",
                  "start_offset": 0,
                  "end_offset": 10,
                  "interval": 5,
                  # "url": "gcs://..." # if you want to use a url
              }
          }
      ]
)