|
import gradio as gr |
|
import numpy as np |
|
from PIL import Image |
|
import requests |
|
|
|
import hopsworks |
|
import joblib |
|
|
|
project = hopsworks.login() |
|
fs = project.get_feature_store() |
|
|
|
|
|
mr = project.get_model_registry() |
|
model = mr.get_model("titanic", version=1) |
|
model_dir = model.download() |
|
model = joblib.load(model_dir + "/titanic_model.pkl") |
|
|
|
CLASS_TO_VALUE = { |
|
"1st class": "1", |
|
"2nd class": "2", |
|
"3rd class": "3", |
|
} |
|
|
|
PORT_TO_VALUE = { |
|
"Cherbourg": "C", |
|
"Queenstown": "Q", |
|
"Southampton": "S", |
|
} |
|
|
|
|
|
def titanic(ticket_class, sex, port, fare, age, sibsp, parch): |
|
input_list = [] |
|
input_list.append(CLASS_TO_VALUE[ticket_class]) |
|
input_list.append(sex) |
|
input_list.append(PORT_TO_VALUE[port]) |
|
input_list.append(fare) |
|
input_list.append(age) |
|
input_list.append(sibsp) |
|
input_list.append(parch) |
|
|
|
res = model.predict(np.asarray(input_list).reshape(1, -1)) |
|
|
|
|
|
|
|
if res: |
|
url = "https://m.media-amazon.com/images/I/71M6k7ZQNcL._RI_.jpg" |
|
else: |
|
url = "https://thumbs.dreamstime.com/b/allvarlig-sten-med-skallen-34707626.jpg" |
|
|
|
img = Image.open(requests.get(url, stream=True).raw) |
|
return img |
|
|
|
demo = gr.Interface( |
|
fn=titanic, |
|
title="Titanic survival prediction", |
|
description="Experiment with parameters to predict if the fictional passenger survived", |
|
allow_flagging="never", |
|
inputs=[ |
|
gr.inputs.Dropdown(["1st class", "2nd class", "3rd class"], value="1", label="Ticket class"), |
|
gr.inputs.Dropdown(["female", "male"], label="Sex"), |
|
gr.inputs.Dropdown(["Cherbourg", "Queenstown", "Southampton"], label="Port of Embarkation"), |
|
gr.inputs.Number(default=50.0, label="Fare"), |
|
gr.inputs.Number(default=20.0, label="Age"), |
|
gr.inputs.Number(default=0, precision=0, label="Number of siblings/spouses aboard the Titanic"), |
|
gr.inputs.Number(default=0, precision=0, label="Number of parents/children aboard the Titanic"), |
|
], |
|
outputs=gr.Image(type="pil")) |
|
|
|
demo.launch() |
|
|