Rob Caamano
commited on
Commit
•
3847b95
1
Parent(s):
be5dc38
Update app.py
Browse files
app.py
CHANGED
@@ -17,7 +17,7 @@ model_name = ""
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with st.container():
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model_name = st.selectbox(
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"Select Model",
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("RobCaamano/toxicity",),
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)
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submit = st.button("Submit", type="primary")
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@@ -31,21 +31,32 @@ input = tokenizer(text, return_tensors="tf")
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if submit:
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results = dict(d.values() for d in clf(text)[0])
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classes = {k: results[k] for k in results.keys() if not k == "toxic"}
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-
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if results['toxic'] >= 0.5:
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result_df = pd.DataFrame({
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'Toxic': ['Yes'],
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'Toxicity Class': [max_class],
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'Probability': [probability]
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})
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else:
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result_df = pd.DataFrame({
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'
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'
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})
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st.table(result_df)
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with st.container():
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model_name = st.selectbox(
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"Select Model",
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("RobCaamano/toxicity", "distilbert-base-uncased-finetuned-sst-2-english"),
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)
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submit = st.button("Submit", type="primary")
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if submit:
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results = dict(d.values() for d in clf(text)[0])
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if model_name == "RobCaamano/toxicity":
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classes = {k: results[k] for k in results.keys() if not k == "toxic"}
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max_class = max(classes, key=classes.get)
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probability = classes[max_class]
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if results['toxic'] >= 0.5:
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result_df = pd.DataFrame({
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'Toxic': ['Yes'],
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'Toxicity Class': [max_class],
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'Probability': [probability]
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})
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else:
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result_df = pd.DataFrame({
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'Toxic': ['No'],
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'Toxicity Class': 'This text is not toxic',
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})
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elif model_name == "distilbert-base-uncased-finetuned-sst-2-english":
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result = max(results, key=results.get)
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probability = results[result]
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result_df = pd.DataFrame({
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'Result': [result],
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'Probability': [probability],
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})
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st.table(result_df)
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