Zeel commited on
Commit
a8e0356
·
1 Parent(s): 48399de

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +6 -6
app.py CHANGED
@@ -18,7 +18,7 @@ st.markdown(r"""
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  """)
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- st_col, st_met = st.columns([5,1])
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  old_loss = 1000.0
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  lengthscale = st.slider('Lengthscale', min_value=0.01, max_value=1.0, value=0.25, step=0.01)
@@ -60,13 +60,13 @@ ax.fill_between(x_test.ravel(), pred_mean.ravel()-pred_std2.ravel(),
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  pred_mean.ravel()+pred_std2.ravel(), alpha=0.5, label='$\\mu \\pm 2\\sigma$')
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  ax.set_xlabel('x')
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  ax.set_ylabel('y')
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- # ax.set_title(f"Negative Log Marginal Likelihood: {scipy.stats.multivariate_normal(np.zeros(3), k_train_with_noise).logpdf(y_train.ravel()):.4f}")
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  ax.legend()
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  with st_col:
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  st.pyplot(fig)
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- new_loss = scipy.stats.multivariate_normal(np.zeros(3), k_train_with_noise).logpdf(y_train.ravel())
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- new_loss_str = f"{new_loss:.4f}"
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  def percentage_change():
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  global old_loss
@@ -74,8 +74,8 @@ def percentage_change():
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  old_loss = new_loss
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  return f"{ans:.1f}%"
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- with st_met:
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- st.metric('Loss', f"{new_loss:.4f}")
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  hide_streamlit_style = """
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  <style>
 
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  """)
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+ st_col = st.columns(1)[0]
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  old_loss = 1000.0
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  lengthscale = st.slider('Lengthscale', min_value=0.01, max_value=1.0, value=0.25, step=0.01)
 
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  pred_mean.ravel()+pred_std2.ravel(), alpha=0.5, label='$\\mu \\pm 2\\sigma$')
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  ax.set_xlabel('x')
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  ax.set_ylabel('y')
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+ ax.set_title(f"Negative Log Marginal Likelihood: {scipy.stats.multivariate_normal(np.zeros(3), k_train_with_noise).logpdf(y_train.ravel()):.4f}")
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  ax.legend()
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  with st_col:
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  st.pyplot(fig)
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+ # new_loss = scipy.stats.multivariate_normal(np.zeros(3), k_train_with_noise).logpdf(y_train.ravel())
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+ # new_loss_str = f"{new_loss:.4f}"
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  def percentage_change():
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  global old_loss
 
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  old_loss = new_loss
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  return f"{ans:.1f}%"
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+ # with st_met:
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+ # st.metric('Loss', f"{new_loss:.4f}")
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  hide_streamlit_style = """
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  <style>