Upload 4 files
Browse files- Dockerfile +13 -0
- main.py +35 -0
- model.pkl +3 -0
- requirements.txt +6 -0
Dockerfile
ADDED
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
FROM python:3.9
|
2 |
+
|
3 |
+
COPY requirements.txt app/requirements.txt
|
4 |
+
|
5 |
+
WORKDIR /app
|
6 |
+
|
7 |
+
RUN pip install -r requirements.txt
|
8 |
+
|
9 |
+
COPY . /app
|
10 |
+
|
11 |
+
EXPOSE 8008
|
12 |
+
|
13 |
+
CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8008"]
|
main.py
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# This is a sample Python script.
|
2 |
+
|
3 |
+
# Press Shift+F10 to execute it or replace it with your code.
|
4 |
+
# Press Double Shift to search everywhere for classes, files, tool windows, actions, and settings.
|
5 |
+
|
6 |
+
|
7 |
+
import uvicorn
|
8 |
+
from fastapi import FastAPI
|
9 |
+
from pydantic import BaseModel
|
10 |
+
import pickle
|
11 |
+
import pandas as pd
|
12 |
+
|
13 |
+
app = FastAPI()
|
14 |
+
|
15 |
+
class scoring_item(BaseModel):
|
16 |
+
battery_power: float
|
17 |
+
px_height: float
|
18 |
+
px_width: float
|
19 |
+
ram: float
|
20 |
+
|
21 |
+
with open("model.pkl", "rb") as f:
|
22 |
+
model = pickle.load(f)
|
23 |
+
|
24 |
+
@app.post('/predict')
|
25 |
+
def scoring_endpoint(item:scoring_item):
|
26 |
+
df = pd.DataFrame([item.dict().values()], columns=item.dict().keys())
|
27 |
+
ypred = model.predict(df)
|
28 |
+
return int(ypred)
|
29 |
+
|
30 |
+
"""@app.get('/Welcome')
|
31 |
+
def get_name(name: str):
|
32 |
+
return {'Brace yourself, ': f'{name}'}"""
|
33 |
+
|
34 |
+
"""if __name__ == '__main__':
|
35 |
+
uvicorn.run(app, host='127.0.0.1',port=8000)"""
|
model.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:13949eb60106fe82814d1b26629538574af418d3951fcc090b7fb87ab2e11031
|
3 |
+
size 1002952
|
requirements.txt
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
pandas==1.4.2
|
2 |
+
uvicorn==0.18.3
|
3 |
+
pydantic==1.10.2
|
4 |
+
pickle-mixin==1.0.2
|
5 |
+
fastapi==0.85.1
|
6 |
+
scikit-learn==1.1.2
|