From ac9051f0d635b2eb4538d03bcde752bc8984d5ab Mon Sep 17 00:00:00 2001 From: Krystian Postek Date: Wed, 11 Dec 2024 16:59:54 +0100 Subject: [PATCH] feat: implement init api sample --- .gitignore | 1 + Dockerfile | 6 + cvepred/api.py | 33 +- cvepred/api_models.py | 28 + cvepred/dataset.py | 3 + cvepred/model.py | 1 + poetry.lock | 1249 ++++++++++++++++++++--------------------- pyproject.toml | 1 - 8 files changed, 685 insertions(+), 637 deletions(-) create mode 100644 cvepred/api_models.py diff --git a/.gitignore b/.gitignore index c04b364..ae68ac6 100644 --- a/.gitignore +++ b/.gitignore @@ -164,3 +164,4 @@ cython_debug/ # Project healthcare-dataset-stroke-data.csv catboost_info/ +cvepred_model.pkl diff --git a/Dockerfile b/Dockerfile index cc7d4b6..8e39aed 100644 --- a/Dockerfile +++ b/Dockerfile @@ -23,8 +23,14 @@ RUN poetry install --only main COPY cvepred /app/cvepred +FROM base AS train + +RUN poetry run python3 -m cvepred.model + FROM base AS api RUN poetry install --only main,api +COPY --from=train /app/cvepred/cvepred_model.pkl /app/cvepred/cvepred_model.pkl + CMD ["poetry", "run", "fastapi", "run", "cvepred/api.py"] \ No newline at end of file diff --git a/cvepred/api.py b/cvepred/api.py index 0a1d735..b6ce4a4 100644 --- a/cvepred/api.py +++ b/cvepred/api.py @@ -1,8 +1,37 @@ from fastapi import FastAPI +from fastapi.responses import RedirectResponse +from cvepred.dataset import create_dataset, split_datasets, RANDOM_STATE +from cvepred.api_models import CveModels +from pycaret.classification import setup app = FastAPI() +samples = create_dataset() +(df_train, df_test) = split_datasets(samples) + +s = setup( + data=df_train, + test_data=df_test, + target="hasExploit", + session_id=RANDOM_STATE, + preprocess=False, +) +model = s.load_model("cvepred_model") + + @app.get("/") -def read_root(): - return {"Hello": "World"} +def redirect_to_docs(): + return RedirectResponse(url="/docs") + + +@app.get("/sample") +def sample() -> CveModels: + data = samples.sample(n=20).drop(columns=["hasExploit"]).to_dict("records") + + return CveModels.model_validate({"data": data}) + +@app.post("/predict") +def predict(inputs: CveModels): + # s.predict_model(model, ) + raise Exception("Not implemented yet") diff --git a/cvepred/api_models.py b/cvepred/api_models.py new file mode 100644 index 0000000..570ad56 --- /dev/null +++ b/cvepred/api_models.py @@ -0,0 +1,28 @@ +from pydantic import BaseModel +import typing as ty + +# attackVector category +# attackComplexity category +# privilegesRequired category +# userInteraction category +# scope category +# confidentialityImpact category +# integrityImpact category +# availabilityImpact category +# hasExploit bool + + +class CveModel(BaseModel): + attackVector: str + attackComplexity: str + privilegesRequired: str + userInteraction: str + scope: str + confidentialityImpact: str + integrityImpact: str + availabilityImpact: str + # hasExploit: bool + + +class CveModels(BaseModel): + data: ty.List[CveModel] diff --git a/cvepred/dataset.py b/cvepred/dataset.py index 8a203a4..13260cd 100644 --- a/cvepred/dataset.py +++ b/cvepred/dataset.py @@ -113,3 +113,6 @@ def create_train_datasets(): print("Datasets created") return df_balanced_train, xdf_balanced_test + +if __name__ == '__main__': + print(create_dataset().dtypes) \ No newline at end of file diff --git a/cvepred/model.py b/cvepred/model.py index 2fd0208..09b55f5 100644 --- a/cvepred/model.py +++ b/cvepred/model.py @@ -16,4 +16,5 @@ cvepred_model = s.create_model("rf", verbose=False) if __name__ == "__main__": + s.save_model(cvepred_model, "cvepred_model") print(s.pull()) diff --git a/poetry.lock b/poetry.lock index 097256a..454bac7 100644 --- a/poetry.lock +++ b/poetry.lock @@ -13,22 +13,23 @@ files = [ [[package]] name = "anyio" -version = "4.6.2.post1" +version = "4.7.0" description = "High level compatibility layer for multiple asynchronous event loop implementations" optional = false python-versions = ">=3.9" files 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