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Implement AI.GENERATE_EMBEDDING function in bigframes.bigquery.ai.


PR created automatically by Jules for task 11924477578091076513 started by @tswast

This change implements the `bigframes.bigquery.ai.generate_embedding` function, which wraps the BigQuery `AI.GENERATE_EMBEDDING` TVF.

It supports:
- Generating embeddings from DataFrames and Series.
- Generating embeddings from pandas DataFrames and Series.
- Specifying model name and arguments like `output_dimensionality`, `start_second`, `end_second`, and `interval_seconds`.

The function is exposed in `bigframes.bigquery.ai`.

Unit tests have been added to verify the generated SQL and argument mapping.
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@product-auto-label product-auto-label bot added size: m Pull request size is medium. api: bigquery Issues related to the googleapis/python-bigquery-dataframes API. labels Dec 18, 2025
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