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asrvastava commited on
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34c147f
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Parent(s): c9ed99e
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Browse files- __pycache__/main.cpython-39.pyc +0 -0
- main.py +3 -3
__pycache__/main.cpython-39.pyc
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Binary files a/__pycache__/main.cpython-39.pyc and b/__pycache__/main.cpython-39.pyc differ
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main.py
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@@ -2,7 +2,6 @@
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from fastapi import FastAPI
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from pydantic import BaseModel
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import joblib
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from typing import Dict
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app = FastAPI()
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loaded_model = joblib.load('model.joblib', mmap_mode='r')
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@@ -31,17 +30,18 @@ class PredictResponse(BaseModel):
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@app.post('/predict', response_model=PredictResponse)
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def predict(data: PredictRequest):
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features = [data.AG_X, data.AG_Y, data.AG_Z, data.Acc_X, data.Acc_Y, data.Acc_Z, data.Gravity_X, data.Gravity_Y,
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data.Gravity_Z, data.RR_X, data.RR_Y, data.RR_Z, data.RV_X, data.RV_Y, data.RV_Z, data.cos]
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predictions = loaded_model.predict([features])
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activities = ["Running", "Sitting", "Standing", "Walking", "DownStairs", "Upstairs"]
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activity = activities[predictions]
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return {'activity':
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from fastapi import FastAPI
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from pydantic import BaseModel
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import joblib
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app = FastAPI()
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loaded_model = joblib.load('model.joblib', mmap_mode='r')
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@app.post('/predict', response_model=PredictResponse)
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def predict(data: PredictRequest):
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features = [data.AG_X, data.AG_Y, data.AG_Z, data.Acc_X, data.Acc_Y, data.Acc_Z, data.Gravity_X, data.Gravity_Y,
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data.Gravity_Z, data.RR_X, data.RR_Y, data.RR_Z, data.RV_X, data.RV_Y, data.RV_Z, data.cos]
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predictions = loaded_model.predict([features])
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activities = ["Running", "Sitting", "Standing", "Walking", "DownStairs", "Upstairs"]
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activity = activities[predictions]
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return {'activity': predictions}
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