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Merged
GarrettWu merged 1 commit into from
Nov 19, 2025
Merged

docs: update docs and tests for Gemini 2.5 models #2279

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22 changes: 18 additions & 4 deletions bigframes/ml/llm.py
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Original file line number Diff line number Diff line change
Expand Up @@ -54,6 +54,10 @@
_GEMINI_2_FLASH_001_ENDPOINT = "gemini-2.0-flash-001"
_GEMINI_2_FLASH_LITE_001_ENDPOINT = "gemini-2.0-flash-lite-001"
_GEMINI_2P5_PRO_PREVIEW_ENDPOINT = "gemini-2.5-pro-preview-05-06"
_GEMINI_2P5_PRO_ENDPOINT = "gemini-2.5-pro"
_GEMINI_2P5_FLASH_ENDPOINT = "gemini-2.5-flash"
_GEMINI_2P5_FLASH_LITE_ENDPOINT = "gemini-2.5-flash-lite"

_GEMINI_ENDPOINTS = (
_GEMINI_1P5_PRO_PREVIEW_ENDPOINT,
_GEMINI_1P5_PRO_FLASH_PREVIEW_ENDPOINT,
Expand All @@ -64,6 +68,9 @@
_GEMINI_2_FLASH_EXP_ENDPOINT,
_GEMINI_2_FLASH_001_ENDPOINT,
_GEMINI_2_FLASH_LITE_001_ENDPOINT,
_GEMINI_2P5_PRO_ENDPOINT,
_GEMINI_2P5_FLASH_ENDPOINT,
_GEMINI_2P5_FLASH_LITE_ENDPOINT,
)
_GEMINI_PREVIEW_ENDPOINTS = (
_GEMINI_1P5_PRO_PREVIEW_ENDPOINT,
Expand All @@ -84,6 +91,9 @@
_GEMINI_2_FLASH_EXP_ENDPOINT,
_GEMINI_2_FLASH_001_ENDPOINT,
_GEMINI_2_FLASH_LITE_001_ENDPOINT,
_GEMINI_2P5_PRO_ENDPOINT,
_GEMINI_2P5_FLASH_ENDPOINT,
_GEMINI_2P5_FLASH_LITE_ENDPOINT,
)

_CLAUDE_3_SONNET_ENDPOINT = "claude-3-sonnet"
Expand Down Expand Up @@ -419,20 +429,21 @@ class GeminiTextGenerator(base.RetriableRemotePredictor):
"""Gemini text generator LLM model.

.. note::
gemini-1.5-X are going to be deprecated. Use gemini-2.0-X (https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.llm.GeminiTextGenerator) instead.
gemini-1.5-X are going to be deprecated. Use gemini-2.5-X (https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.llm.GeminiTextGenerator) instead.

Args:
model_name (str, Default to "gemini-2.0-flash-001"):
The model for natural language tasks. Accepted values are
"gemini-1.5-pro-preview-0514", "gemini-1.5-flash-preview-0514",
"gemini-1.5-pro-001", "gemini-1.5-pro-002", "gemini-1.5-flash-001",
"gemini-1.5-flash-002", "gemini-2.0-flash-exp",
"gemini-2.0-flash-lite-001", and "gemini-2.0-flash-001".
"gemini-2.0-flash-lite-001", "gemini-2.0-flash-001",
"gemini-2.5-pro", "gemini-2.5-flash" and "gemini-2.5-flash-lite".
If no setting is provided, "gemini-2.0-flash-001" will be used by
default and a warning will be issued.

.. note::
"gemini-1.5-X" is going to be deprecated. Please use gemini-2.0-X instead. For example, "gemini-2.0-flash-001".
"gemini-1.5-X" is going to be deprecated. Please use gemini-2.5-X instead. For example, "gemini-2.5-flash".
"gemini-2.0-flash-exp", "gemini-1.5-pro-preview-0514" and "gemini-1.5-flash-preview-0514" is subject to the "Pre-GA Offerings Terms" in the General Service Terms section of the
Service Specific Terms(https://cloud.google.com/terms/service-terms#1). Pre-GA products and features are available "as is"
and might have limited support. For more information, see the launch stage descriptions
Expand Down Expand Up @@ -462,6 +473,9 @@ def __init__(
"gemini-2.0-flash-exp",
"gemini-2.0-flash-001",
"gemini-2.0-flash-lite-001",
"gemini-2.5-pro",
"gemini-2.5-flash",
"gemini-2.5-flash-lite",
]
] = None,
session: Optional[bigframes.Session] = None,
Expand Down Expand Up @@ -510,7 +524,7 @@ def _create_bqml_model(self):
msg = exceptions.format_message(
_MODEL_DEPRECATE_WARNING.format(
model_name=self.model_name,
new_model_name="gemini-2.0-X",
new_model_name="gemini-2.5-X",
link="https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.llm.GeminiTextGenerator",
)
)
Expand Down
3 changes: 3 additions & 0 deletions bigframes/ml/loader.py
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Original file line number Diff line number Diff line change
Expand Up @@ -67,6 +67,9 @@
llm._GEMINI_2_FLASH_001_ENDPOINT: llm.GeminiTextGenerator,
llm._GEMINI_2_FLASH_LITE_001_ENDPOINT: llm.GeminiTextGenerator,
llm._GEMINI_2P5_PRO_PREVIEW_ENDPOINT: llm.GeminiTextGenerator,
llm._GEMINI_2P5_FLASH_ENDPOINT: llm.GeminiTextGenerator,
llm._GEMINI_2P5_FLASH_LITE_ENDPOINT: llm.GeminiTextGenerator,
llm._GEMINI_2P5_PRO_ENDPOINT: llm.GeminiTextGenerator,
llm._CLAUDE_3_HAIKU_ENDPOINT: llm.Claude3TextGenerator,
llm._CLAUDE_3_SONNET_ENDPOINT: llm.Claude3TextGenerator,
llm._CLAUDE_3_5_SONNET_ENDPOINT: llm.Claude3TextGenerator,
Expand Down
17 changes: 16 additions & 1 deletion tests/system/small/ml/test_llm.py
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Original file line number Diff line number Diff line change
Expand Up @@ -111,6 +111,9 @@ def test_create_load_multimodal_embedding_generator_model(
"gemini-2.0-flash-exp",
"gemini-2.0-flash-001",
"gemini-2.0-flash-lite-001",
"gemini-2.5-pro",
"gemini-2.5-flash",
"gemini-2.5-flash-lite",
),
)
@pytest.mark.flaky(
Expand Down Expand Up @@ -140,9 +143,12 @@ def test_create_load_gemini_text_generator_model(
"gemini-2.0-flash-exp",
"gemini-2.0-flash-001",
"gemini-2.0-flash-lite-001",
"gemini-2.5-pro",
"gemini-2.5-flash",
"gemini-2.5-flash-lite",
),
)
@pytest.mark.flaky(retries=2)
# @pytest.mark.flaky(retries=2)
def test_gemini_text_generator_predict_default_params_success(
llm_text_df, model_name, session, bq_connection
):
Expand All @@ -161,6 +167,9 @@ def test_gemini_text_generator_predict_default_params_success(
"gemini-2.0-flash-exp",
"gemini-2.0-flash-001",
"gemini-2.0-flash-lite-001",
"gemini-2.5-pro",
"gemini-2.5-flash",
"gemini-2.5-flash-lite",
),
)
@pytest.mark.flaky(retries=2)
Expand All @@ -184,6 +193,9 @@ def test_gemini_text_generator_predict_with_params_success(
"gemini-2.0-flash-exp",
"gemini-2.0-flash-001",
"gemini-2.0-flash-lite-001",
"gemini-2.5-pro",
"gemini-2.5-flash",
"gemini-2.5-flash-lite",
),
)
@pytest.mark.flaky(retries=2)
Expand All @@ -209,6 +221,9 @@ def test_gemini_text_generator_multi_cols_predict_success(
"gemini-2.0-flash-exp",
"gemini-2.0-flash-001",
"gemini-2.0-flash-lite-001",
"gemini-2.5-pro",
"gemini-2.5-flash",
"gemini-2.5-flash-lite",
),
)
@pytest.mark.flaky(retries=2)
Expand Down