diff --git a/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/__init__.py b/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/__init__.py index 7c3caa4c4..04bc3a14e 100644 --- a/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/__init__.py +++ b/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/__init__.py @@ -19,7 +19,7 @@ from .handler import OpenAIModelHandler from .model import OpenAIModel -from .model_info import SUPPORTED_OPENAI_MODELS +from .model_info import SUPPORTED_OPENAI_COMPAT_MODELS, SUPPORTED_OPENAI_MODELS, PluginSource def package_name() -> str: @@ -28,7 +28,9 @@ def package_name() -> str: __all__ = [ 'OpenAIModel', + 'PluginSource', 'SUPPORTED_OPENAI_MODELS', + 'SUPPORTED_OPENAI_COMPAT_MODELS', 'OpenAIModelHandler', 'package_name', ] diff --git a/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/handler.py b/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/handler.py index c36212252..80fd09793 100644 --- a/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/handler.py +++ b/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/handler.py @@ -14,7 +14,6 @@ # # SPDX-License-Identifier: Apache-2.0 - """OpenAI Compatible Model handlers for Genkit.""" from collections.abc import Callable @@ -25,7 +24,9 @@ from genkit.ai import ActionRunContext, GenkitRegistry from genkit.plugins.compat_oai.models.model import OpenAIModel from genkit.plugins.compat_oai.models.model_info import ( + SUPPORTED_OPENAI_COMPAT_MODELS, SUPPORTED_OPENAI_MODELS, + PluginSource, ) from genkit.plugins.compat_oai.typing import OpenAIConfig from genkit.types import ( @@ -37,17 +38,34 @@ class OpenAIModelHandler: """Handles OpenAI API interactions for the Genkit plugin.""" - def __init__(self, model: Any) -> None: + def __init__(self, model: Any, source: PluginSource = PluginSource.OPENAI) -> None: """Initializes the OpenAIModelHandler with a specified model. Args: model: An instance of a Model subclass representing the OpenAI model. + source: Helps distinguish if model handler is called from model-garden plugin. + Default source is openai. """ self._model = model + self._source = source + + @staticmethod + def _get_supported_models(source: PluginSource) -> dict[str, Any]: + """Returns the supported models based on the plugin source. + Args: + source: Helps distinguish if model handler is called from model-garden plugin. + Default source is openai. + + Returns: + Openai models if source is openai. Merges supported openai models with openai-compat models if source is model-garden. + + """ + + return SUPPORTED_OPENAI_COMPAT_MODELS if source == PluginSource.MODEL_GARDEN else SUPPORTED_OPENAI_MODELS @classmethod def get_model_handler( - cls, model: str, client: OpenAI, registry: GenkitRegistry + cls, model: str, client: OpenAI, registry: GenkitRegistry, source: PluginSource = PluginSource.OPENAI ) -> Callable[[GenerateRequest, ActionRunContext], GenerateResponse]: """Factory method to initialize the model handler for the specified OpenAI model. @@ -61,6 +79,8 @@ def get_model_handler( model: The OpenAI model name. client: OpenAI client instance. registry: Genkit registry instance. + source: Helps distinguish if model handler is called from model-garden plugin. + Default source is openai. Returns: A callable function that acts as an action handler. @@ -68,11 +88,13 @@ def get_model_handler( Raises: ValueError: If the specified model is not supported. """ - if model not in SUPPORTED_OPENAI_MODELS: + supported_models = cls._get_supported_models(source) + + if model not in supported_models: raise ValueError(f"Model '{model}' is not supported.") openai_model = OpenAIModel(model, client, registry) - return cls(openai_model).generate + return cls(openai_model, source).generate def _validate_version(self, version: str) -> None: """Validates whether the specified model version is supported. @@ -83,7 +105,8 @@ def _validate_version(self, version: str) -> None: Raises: ValueError: If the specified model version is not supported. """ - model_info = SUPPORTED_OPENAI_MODELS[self._model.name] + supported_models = self._get_supported_models(self._source) + model_info = supported_models[self._model.name] if version not in model_info.versions: raise ValueError(f"Model version '{version}' is not supported.") diff --git a/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/model_info.py b/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/model_info.py index 864951c85..7dc0dbf58 100644 --- a/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/model_info.py +++ b/py/plugins/compat-oai/src/genkit/plugins/compat_oai/models/model_info.py @@ -17,12 +17,28 @@ """OpenAI Compatible Models for Genkit.""" +import sys + +if sys.version_info < (3, 11): + from strenum import StrEnum +else: + from enum import StrEnum + from genkit.plugins.compat_oai.typing import SupportedOutputFormat from genkit.types import ( ModelInfo, Supports, ) +OPENAI = 'openai' +MODEL_GARDEN = 'model-garden' + + +class PluginSource(StrEnum): + OPENAI = 'openai' + MODEL_GARDEN = 'model-garden' + + GPT_3_5_TURBO = 'gpt-3.5-turbo' GPT_4 = 'gpt-4' GPT_4_TURBO = 'gpt-4-turbo' @@ -30,6 +46,8 @@ GPT_4O_MINI = 'gpt-4o-mini' O1_MINI = 'o1-mini' +LLAMA_3_1 = 'llama-3.1' +LLAMA_3_2 = 'llama-3.2' SUPPORTED_OPENAI_MODELS: dict[str, ModelInfo] = { GPT_3_5_TURBO: ModelInfo( @@ -124,3 +142,28 @@ ), ), } + +SUPPORTED_OPENAI_COMPAT_MODELS: dict[str, ModelInfo] = { + LLAMA_3_1: ModelInfo( + versions=['meta/llama3-405b-instruct-maas'], + label='llama-3.1', + supports=Supports( + multiturn=True, + media=False, + tools=True, + systemRole=True, + output=[SupportedOutputFormat.JSON_MODE, SupportedOutputFormat.TEXT], + ), + ), + LLAMA_3_2: ModelInfo( + versions=['meta/llama-3.2-90b-vision-instruct-maas'], + label='llama-3.2', + supports=Supports( + multiturn=True, + media=True, + tools=True, + systemRole=True, + output=[SupportedOutputFormat.JSON_MODE, SupportedOutputFormat.TEXT], + ), + ), +} diff --git a/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/__init__.py b/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/__init__.py new file mode 100644 index 000000000..de241ce89 --- /dev/null +++ b/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/__init__.py @@ -0,0 +1,20 @@ +# 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. +# +# SPDX-License-Identifier: Apache-2.0 + +from .model_garden import model_garden_name +from .modelgarden_plugin import VertexAIModelGarden + +__all__ = [model_garden_name, VertexAIModelGarden] diff --git a/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/client.py b/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/client.py new file mode 100644 index 000000000..a28d03aaf --- /dev/null +++ b/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/client.py @@ -0,0 +1,35 @@ +# 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. +# +# SPDX-License-Identifier: Apache-2.0 + +from google.auth import default, transport +from openai import OpenAI as _OpenAI + + +class OpenAIClient: + """Handles OpenAI API client Initialization.""" + + def __new__(cls, **openai_params) -> _OpenAI: + """Initializes the OpenAIClient based on the plugin source.""" + location = openai_params.get('location') + project_id = openai_params.get('project_id') + if project_id: + credentials, _ = default() + else: + credentials, project_id = default() + + credentials.refresh(transport.requests.Request()) + base_url = f'https://{location}-aiplatform.googleapis.com/v1beta1/projects/{project_id}/locations/{location}/endpoints/openapi' + return _OpenAI(api_key=credentials.token, base_url=base_url) diff --git a/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/model_garden.py b/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/model_garden.py new file mode 100644 index 000000000..47900b4ba --- /dev/null +++ b/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/model_garden.py @@ -0,0 +1,72 @@ +# 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. +# +# SPDX-License-Identifier: Apache-2.0 + +from genkit.ai import GenkitRegistry +from genkit.plugins.compat_oai.models import ( + SUPPORTED_OPENAI_COMPAT_MODELS, + OpenAIModelHandler, + PluginSource, +) +from genkit.plugins.compat_oai.models.model_info import PluginSource +from genkit.plugins.compat_oai.typing import OpenAIConfig + +from .client import OpenAIClient + +OPENAI_COMPAT = 'openai-compat' + + +def model_garden_name(name: str) -> str: + """Create a Model Garden action name. + + Args: + name: Base name for the action. + + Returns: + The fully qualified Model Garden action name. + """ + return f'modelgarden/{name}' + + +class ModelGarden: + @staticmethod + def get_model_info(name: str) -> dict[str, str] | None: + """Returns model type and name for a given model. + + Args: + name: Name of the model for which type and name are to be returned + + """ + if SUPPORTED_OPENAI_COMPAT_MODELS.get(name): + return {'name': SUPPORTED_OPENAI_COMPAT_MODELS.get(name).label, 'type': OPENAI_COMPAT} + + @classmethod + def to_openai_compatible_model(cls, ai: GenkitRegistry, model: str, location: str, project_id: str): + if model not in SUPPORTED_OPENAI_COMPAT_MODELS: + raise ValueError(f"Model '{model}' is not supported.") + openai_params = {'location': location, 'project_id': project_id} + openai_client = OpenAIClient(**openai_params) + handler = OpenAIModelHandler.get_model_handler( + model=model, client=openai_client, registry=ai, source=PluginSource.MODEL_GARDEN + ) + + supports = SUPPORTED_OPENAI_COMPAT_MODELS[model].supports.model_dump() + + ai.define_model( + name=model_garden_name(model), + fn=handler, + config_schema=OpenAIConfig, + metadata={'model': {'supports': supports}}, + ) diff --git a/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/modelgarden_plugin.py b/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/modelgarden_plugin.py new file mode 100644 index 000000000..7f6b61760 --- /dev/null +++ b/py/plugins/vertex-ai/src/genkit/plugins/vertex_ai/model_garden/modelgarden_plugin.py @@ -0,0 +1,57 @@ +# 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. +# +# SPDX-License-Identifier: Apache-2.0 + +"""ModelGarden API Compatible Plugin for Genkit.""" + +import os + +from genkit.ai import GenkitRegistry, Plugin +from genkit.plugins.vertex_ai import constants as const + +from .model_garden import OPENAI_COMPAT, ModelGarden + + +class VertexAIModelGarden(Plugin): + """Model Garden plugin for Genkit. + + This plugin provides integration with Google Cloud's Vertex AI platform, + enabling the use of Vertex AI models and services within the Genkit + framework. It handles initialization of the Model Garden client and + registration of model actions. + """ + + name = 'modelgarden' + + def __init__(self, project_id: str | None = None, location: str | None = None, models: list[str] | None = None): + """Initialize the plugin by registering actions with the registry.""" + self.project_id = project_id if project_id is not None else os.getenv(const.GCLOUD_PROJECT) + self.location = location if location is not None else const.DEFAULT_REGION + self.models = models + + def initialize(self, ai: GenkitRegistry) -> None: + """Handles actions for various openaicompatible models.""" + models = self.models + if models: + for model in models: + model_info = ModelGarden.get_model_info(model) + if model_info: + if model_info['type'] == OPENAI_COMPAT: + ModelGarden.to_openai_compatible_model( + ai, + model=model_info['name'], + location=self.location, + project_id=self.project_id, + ) diff --git a/py/samples/model-garden/LICENSE b/py/samples/model-garden/LICENSE new file mode 100644 index 000000000..220539673 --- /dev/null +++ b/py/samples/model-garden/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + 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. diff --git a/py/samples/model-garden/README.md b/py/samples/model-garden/README.md new file mode 100644 index 000000000..1cd735add --- /dev/null +++ b/py/samples/model-garden/README.md @@ -0,0 +1,16 @@ +# Model Garden + +## Setup environment + +```bash +uv venv +source .venv/bin/activate +``` + +## Run the sample + +TODO + +```bash +genkit start -- uv run --directory py samples/model-garden/src/main.py +``` diff --git a/py/samples/model-garden/pyproject.toml b/py/samples/model-garden/pyproject.toml new file mode 100644 index 000000000..d4c361431 --- /dev/null +++ b/py/samples/model-garden/pyproject.toml @@ -0,0 +1,26 @@ +[project] +authors = [{ name = "Google" }] +classifiers = [ + "Development Status :: 3 - Alpha", + "Environment :: Console", + "Environment :: Web Environment", + "Intended Audience :: Developers", + "Operating System :: OS Independent", + "License :: OSI Approved :: Apache Software License", + "Programming Language :: Python", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "Programming Language :: Python :: 3 :: Only", + "Topic :: Scientific/Engineering :: Artificial Intelligence", + "Topic :: Software Development :: Libraries", +] +dependencies = [ + "genkit", + "pydantic>=2.10.5", +] +description = "Model Garden sample" +license = { text = "Apache-2.0" } +name = "model-garden-example" +readme = "README.md" +requires-python = ">=3.12" +version = "0.1.0" diff --git a/py/samples/model-garden/src/main.py b/py/samples/model-garden/src/main.py new file mode 100644 index 000000000..0d03809bc --- /dev/null +++ b/py/samples/model-garden/src/main.py @@ -0,0 +1,74 @@ +# 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. +# +# SPDX-License-Identifier: Apache-2.0 + +import structlog + +from genkit.ai import Genkit +from genkit.plugins.vertex_ai.model_garden import VertexAIModelGarden, model_garden_name + +logger = structlog.get_logger(__name__) + +ai = Genkit(plugins=[VertexAIModelGarden(location='us-central1', models=['llama-3.2'])]) + + +@ai.flow() +async def say_hi(name: str) -> str: + """Generate a greeting for the given name. + + Args: + name: The name of the person to greet. + + Returns: + The generated greeting response. + """ + response = await ai.generate( + model=model_garden_name('llama-3.2'), + config={'model': 'meta/llama-3.2-90b-vision-instruct-maas', 'temperature': 1}, + prompt=f'hi {name}', + ) + + return response.message.content[0].root.text + + +@ai.flow() +async def say_hi_stream(name: str) -> str: + """Say hi to a name and stream the response. + + Args: + name: The name to say hi to. + + Returns: + The response from the OpenAI API. + """ + stream, _ = ai.generate_stream( + model=model_garden_name('llama-3.2'), + config={'model': 'meta/llama-3.2-90b-vision-instruct-maas', 'temperature': 1}, + prompt=f'hi {name}', + ) + result = '' + async for data in stream: + for part in data.content: + result += part.root.text + return result + + +async def main() -> None: + await logger.ainfo(await say_hi('John Doe')) + await logger.ainfo(await say_hi_stream('John Doe')) + + +if __name__ == '__main__': + ai.run_main(main()) diff --git a/py/uv.lock b/py/uv.lock index 0ca94a639..3affaf511 100644 --- a/py/uv.lock +++ b/py/uv.lock @@ -1,10 +1,9 @@ version = 1 revision = 1 -requires-python = ">=3.10" +requires-python = ">=3.12" resolution-markers = [ "python_full_version >= '3.13'", - 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