from openapi import SDK


with SDK(
    bearer_auth="<YOUR_BEARER_TOKEN_HERE>",
) as sdk:

    res = sdk.search.tables.search_data(table_name="<value>", operations=[
        {
            "type": "vector_search",
            "field": "embedding",
            "vector": [
                0.11,
                -0.06,
                0.37,
            ],
            "distance_type": "cosine",
            "limit": 5,
        },
        {
            "type": "filter",
            "expression": "category = 'security'",
            "prefilter": True,
        },
    ], return_columns=[
        "id",
        "content",
        "category",
        "rating",
    ])

    # Handle response
    print(res)

{
  "operations_applied": [
    "vector_search",
    "filter",
    "limit"
  ],
  "results": [
    {
      "_distance": 0.102,
      "category": "account",
      "content": "Reset your password from the account settings page.",
      "id": "doc_001",
      "rating": 4.7
    }
  ],
  "search_time_ms": 18,
  "total": 1
}