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Update app.py
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app.py
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import streamlit as st
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import streamlit as st
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import wfdb
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from datasets import load_dataset
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from load_wave import load_wave
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from tensorflow.keras.models import Sequential
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from tensorflow.keras.layers import Dense
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import tensorflow as tf
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import os
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import numpy as np
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dataset = load_dataset("lhoestq/demo1")
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st.set_page_config("銘傳大學生物醫學工程學系ECG分析網站")
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st.sidebar.markdown(""" **Developed by** [邱彥榕](https://www.linkedin.com/in/yjc-86941b101/)
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""")
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st.sidebar.markdown(""" # **Step 1: 修改load_wave中,取得PhysioNet分析資料**""")
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st.sidebar.markdown(""" # **Step 2: 開始分析**""")
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def callback():
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data = load_wave()
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st.line_chart(data)
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data = np.array(data.T[1].reshape(1,4000))
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path = "./"
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checkpoint_path = os.path.join(path,"model.ckpt")
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model = Sequential()
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model.add(Dense(64, input_shape=(4000,), activation='relu'))
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model.add(Dense(8, activation='relu'))
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model.add(Dense(1, activation='sigmoid'))
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model.load_weights(checkpoint_path)
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out = np.array(tf.round(model.predict(data)).cpu())[0][0]
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if out == 0:
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st.text("測試者狀態是 Relax")
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else:
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st.text("測試者狀態是 Activate")
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bt1 = st.button(
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"分析",
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on_click=callback,
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disabled=False,
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)
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