diff --git a/README.md b/README.md index 2dfe363..5d96f62 100644 --- a/README.md +++ b/README.md @@ -63,7 +63,7 @@ pip install poetry ### Install project ```shell -poetry install --with dev,docs +poetry install --all-extras --with dev,docs ``` diff --git a/docs/index.md b/docs/index.md index f9123a3..9a8f995 100644 --- a/docs/index.md +++ b/docs/index.md @@ -12,7 +12,7 @@ pip install genai_impact ## Basic example for OpenAI ```python -from genai_impact.client_wrapper import OpenAI +from genai_impact import OpenAI client = OpenAI() diff --git a/genai_impact/__init__.py b/genai_impact/__init__.py index 0f22d96..97988a7 100644 --- a/genai_impact/__init__.py +++ b/genai_impact/__init__.py @@ -1,3 +1,3 @@ -from genai_impact.client_wrapper import OpenAI +from genai_impact.client import MistralClient, OpenAI -__all__ = ["OpenAI"] +__all__ = ["OpenAI", "MistralClient"] diff --git a/genai_impact/__main__.py b/genai_impact/__main__.py deleted file mode 100644 index cdbdaf1..0000000 --- a/genai_impact/__main__.py +++ /dev/null @@ -1,9 +0,0 @@ -from genai_impact.client_wrapper import OpenAI - -client = OpenAI() - -response = client.chat.completions.create( - model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Hello World!"}] -) - -print(response.impacts) diff --git a/genai_impact/client/__init__.py b/genai_impact/client/__init__.py new file mode 100644 index 0000000..e6ff89d --- /dev/null +++ b/genai_impact/client/__init__.py @@ -0,0 +1,4 @@ +from .mistralai_wrapper import MistralClient +from .openai_wrapper import OpenAI + +__all__ = ["OpenAI", "MistralClient"] diff --git a/genai_impact/client/mistralai_wrapper.py b/genai_impact/client/mistralai_wrapper.py new file mode 100644 index 0000000..93461ac --- /dev/null +++ b/genai_impact/client/mistralai_wrapper.py @@ -0,0 +1,45 @@ +from typing import Any, Callable + +from wrapt import wrap_function_wrapper + +from genai_impact.compute_impacts import Impacts, compute_llm_impact + +try: + from mistralai.client import MistralClient as _MistralClient + from mistralai.models.chat_completion import ( + ChatCompletionResponse as _ChatCompletionResponse, + ) +except ImportError: + _MistralClient = object() + _ChatCompletionResponse = object() + + +_MODEL_SIZES = { + "mistral-tiny": 7.3, + "mistral-small": 12.9, # mixtral active parameters count + "mistral-medium": 70, + "mistral-large": 220, +} + + +class ChatCompletionResponse(_ChatCompletionResponse): + impacts: Impacts + + +def chat_wrapper( + wrapped: Callable, instance: _MistralClient, args: Any, kwargs: Any # noqa: ARG001 +) -> ChatCompletionResponse: + response = wrapped(*args, **kwargs) + model_size = _MODEL_SIZES.get(response.model) + output_tokens = response.usage.completion_tokens + impacts = compute_llm_impact( + model_parameter_count=model_size, output_token_count=output_tokens + ) + return ChatCompletionResponse(**response.model_dump(), impacts=impacts) + + +class MistralClient(_MistralClient): + def __init__(self, **kwargs: Any) -> None: + super().__init__(**kwargs) + + wrap_function_wrapper("mistralai.client", "MistralClient.chat", chat_wrapper) diff --git a/genai_impact/client/openai_wrapper.py b/genai_impact/client/openai_wrapper.py new file mode 100644 index 0000000..88bea66 --- /dev/null +++ b/genai_impact/client/openai_wrapper.py @@ -0,0 +1,53 @@ +from typing import Any, Callable + +from openai import OpenAI as _OpenAI +from openai.resources.chat import Completions +from openai.types.chat import ChatCompletion as _ChatCompletion +from wrapt import wrap_function_wrapper + +from genai_impact.compute_impacts import Impacts, compute_llm_impact + +_MODEL_SIZES = { + "gpt-4-0125-preview": None, + "gpt-4-turbo-preview": None, + "gpt-4-1106-preview": None, + "gpt-4-vision-preview": None, + "gpt-4": 220, + "gpt-4-0314": 220, + "gpt-4-0613": 220, + "gpt-4-32k": 220, + "gpt-4-32k-0314": 220, + "gpt-4-32k-0613": 220, + "gpt-3.5-turbo": 20, + "gpt-3.5-turbo-16k": 20, + "gpt-3.5-turbo-0301": 20, + "gpt-3.5-turbo-0613": 20, + "gpt-3.5-turbo-1106": 20, + "gpt-3.5-turbo-0125": 20, + "gpt-3.5-turbo-16k-0613": 20, +} + + +class ChatCompletion(_ChatCompletion): + impacts: Impacts + + +def chat_wrapper( + wrapped: Callable, instance: Completions, args: Any, kwargs: Any # noqa: ARG001 +) -> ChatCompletion: + response = wrapped(*args, **kwargs) + model_size = _MODEL_SIZES.get(response.model) + output_tokens = response.usage.completion_tokens + impacts = compute_llm_impact( + model_parameter_count=model_size, output_token_count=output_tokens + ) + return ChatCompletion(**response.model_dump(), impacts=impacts) + + +class OpenAI(_OpenAI): + def __init__(self, **kwargs: Any) -> None: + super().__init__(**kwargs) + + wrap_function_wrapper( + "openai.resources.chat.completions", "Completions.create", chat_wrapper + ) diff --git a/genai_impact/client_wrapper.py b/genai_impact/client_wrapper.py deleted file mode 100644 index 7646265..0000000 --- a/genai_impact/client_wrapper.py +++ /dev/null @@ -1,47 +0,0 @@ -from dataclasses import asdict -from typing import Any, Callable, Optional - -from openai import OpenAI as _OpenAI -from openai.resources.chat import Completions -from openai.types.chat import ChatCompletion -from wrapt import wrap_function_wrapper - -from genai_impact.compute_impacts import MODEL_SIZES, compute_llm_impact - - -def chat_wrapper( - wrapped: Callable, instance: Completions, args: Any, kwargs: Any # noqa: ARG001 -) -> ChatCompletion: - response = wrapped(*args, **kwargs) - model_size = MODEL_SIZES.get(response.model) - output_tokens = response.usage.completion_tokens - impacts = compute_llm_impact( - model_parameter_count=model_size, output_token_count=output_tokens - ) - response.impacts = asdict(impacts) - return response - - -class OpenAI: - def __init__( - self, - api_key: Optional[str] = None, - base_url: Optional[str] = None, - **kwargs: Any - ) -> None: - self.__client = _OpenAI( - api_key=api_key, - base_url=base_url, - **kwargs, - ) - - wrap_function_wrapper( - "openai.resources.chat.completions", "Completions.create", chat_wrapper - ) - - def __getattr__(self, name: str) -> Callable: - """ - Redirect attribute access to the underlying openai client if the attribute - is not defined in this class. - """ - return getattr(self.__client, name) diff --git a/genai_impact/compute_impacts.py b/genai_impact/compute_impacts.py index c232711..20d323f 100644 --- a/genai_impact/compute_impacts.py +++ b/genai_impact/compute_impacts.py @@ -1,30 +1,9 @@ -from dataclasses import dataclass +from pydantic import BaseModel ENERGY_PROFILE = 1.17e-4 -MODEL_SIZES = { - "gpt-4-0125-preview": None, - "gpt-4-turbo-preview": None, - "gpt-4-1106-preview": None, - "gpt-4-vision-preview": None, - "gpt-4": 200, - "gpt-4-0314": 200, - "gpt-4-0613": 200, - "gpt-4-32k": 200, - "gpt-4-32k-0314": 200, - "gpt-4-32k-0613": 200, - "gpt-3.5-turbo": 20, - "gpt-3.5-turbo-16k": 20, - "gpt-3.5-turbo-0301": 20, - "gpt-3.5-turbo-0613": 20, - "gpt-3.5-turbo-1106": 20, - "gpt-3.5-turbo-0125": 20, - "gpt-3.5-turbo-16k-0613": 20, -} - -@dataclass -class Impacts: +class Impacts(BaseModel): energy: float energy_unit: str = "Wh" diff --git a/poetry.lock b/poetry.lock index 26f79bc..a02ace6 100644 --- a/poetry.lock +++ b/poetry.lock @@ -11,9 +11,6 @@ files = [ {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"}, ] -[package.dependencies] -typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""} - [[package]] name = "anyio" version = "4.3.0" @@ -47,9 +44,6 @@ files = [ {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"}, ] -[package.dependencies] -pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""} - [package.extras] dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"] @@ -324,13 +318,13 @@ trio = ["trio (>=0.22.0,<0.25.0)"] [[package]] name = "httpx" -version = "0.27.0" +version 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