Create app/main.py
Browse files- app/main.py +29 -0
app/main.py
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from fastapi import FastAPI
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from pydantic import BaseModel
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from baybe import ParameterSpace, ContinuousParameter, ExperimentData, SurrogateModel, AcquisitionPolicy
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app = FastAPI()
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space = ParameterSpace(parameters=[ContinuousParameter(name="x", lower=0.0, upper=1.0)])
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data = ExperimentData(parameter_space=space)
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class Observation(BaseModel):
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x: float
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y: float
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@app.get("/")
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def read_root():
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return {"message": "Baybe API is running on Hugging Face"}
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@app.post("/submit")
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def submit(obs: Observation):
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data.add_measurement(parameter_values={"x": obs.x}, target_values={"y": obs.y})
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return {"status": "ok", "count": len(data.parameter_values)}
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@app.get("/suggest")
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def suggest():
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model = SurrogateModel()
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policy = AcquisitionPolicy()
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model.fit(data)
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result = policy.compute(data, model)
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return {"suggested_x": result[0]["x"]}
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