wendru18 commited on
Commit
89abf96
·
1 Parent(s): afecc92

downgraded streamlit as per huggingface requirements

Browse files
Files changed (2) hide show
  1. app.py +12 -11
  2. requirements.txt +1 -1
app.py CHANGED
@@ -9,7 +9,7 @@ traits = ["Openness to Experience", "Conscientiousness", "Extraversion", "Agreea
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  short_traits = ["o", "c", "e", "a", "n"]
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- @st.cache_resource
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  def load_explainer():
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  print("Loading model...")
@@ -30,7 +30,7 @@ def load_explainer():
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  return explainer
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- @st.cache_data
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  def explain(text, _explainer):
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  attributions = _explainer(text)
@@ -45,16 +45,17 @@ def attributions_to_html(attributions):
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  html = ""
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  for word, attr in attributions:
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- if word in ["<s>", "</s>"]:
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  continue
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-
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- attr = round(attr, 2)
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- abs_attr = abs(attr)
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- if attr > 0: color = f"rgba(0,255,0,{abs_attr})"
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- elif attr < 0: color = f"rgba(255,0,0,{abs_attr})"
 
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- html += f'<span style="background-color: {color}" title="{str(attr)}">{word}</span> '
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  return html
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@@ -73,7 +74,7 @@ def main():
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  explainer = load_explainer()
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- text = st.text_area(label="Input text here...", value="I really enjoying meeting people and working hard!")
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  show_prediction = st.button("Predict Traits")
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@@ -84,7 +85,7 @@ def main():
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  explanation = explain(text, explainer)
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  st.session_state.explanation = explanation
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- if st.session_state.text:
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  st.write("## Predicted Traits")
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  short_traits = ["o", "c", "e", "a", "n"]
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+ @st.experimental_memo
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  def load_explainer():
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  print("Loading model...")
 
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  return explainer
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+ @st.experimental_memo
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  def explain(text, _explainer):
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  attributions = _explainer(text)
 
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  html = ""
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  for word, attr in attributions:
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+ if word in ["<s>", "</s>"]:
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  continue
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+
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+ attr = round(attr, 2)
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+ abs_attr = abs(attr)
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+ color = "rgba(255,255,255,0)"
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+ if attr > 0: color = f"rgba(0,255,0,{abs_attr})"
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+ elif attr < 0: color = f"rgba(255,0,0,{abs_attr})"
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+ html += f'<span style="background-color: {color}" title="{str(attr)}">{word}</span> '
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  return html
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  explainer = load_explainer()
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+ text = st.text_area(label="Input text here...", value="I enjoy meeting people and working hard!")
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  show_prediction = st.button("Predict Traits")
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  explanation = explain(text, explainer)
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  st.session_state.explanation = explanation
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+ if len(st.session_state.explanation["preds"]) > 0:
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  st.write("## Predicted Traits")
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requirements.txt CHANGED
@@ -3,4 +3,4 @@ pandas==1.4.2
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  simpletransformers==0.63.9
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  transformers==4.27.3
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  transformers_interpret==0.10.0
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- streamlit
 
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  simpletransformers==0.63.9
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  transformers==4.27.3
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  transformers_interpret==0.10.0
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+ streamlit==1.17.0