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Davide Fiocco
commited on
Commit
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38f2cf5
1
Parent(s):
6c9e3d2
Reintroduce error handing and UI hints
Browse files
app.py
CHANGED
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@@ -7,27 +7,31 @@ st.set_page_config(page_title="Zero-shot classification from tabular data", page
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classifier = pipeline("zero-shot-classification", model="typeform/distilbert-base-uncased-mnli")
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st.title("Zero-shot classification from tabular data")
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st.text("Upload
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data = st.file_uploader("Upload Excel file:")
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labels = st.text_input("Enter comma-separated labels:")
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if st.button("Calculate labels"):
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classifier = pipeline("zero-shot-classification", model="typeform/distilbert-base-uncased-mnli")
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st.title("Zero-shot classification from tabular data")
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st.text("Upload an Excel table and perform zero-shot classification on a set of custom labels")
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data = st.file_uploader("Upload Excel file (it should contain a `text` column):")
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labels = st.text_input("Enter comma-separated labels:")
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if st.button("Calculate labels"):
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try:
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labels_list = labels.split(",")
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table = pd.read_excel(data)
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table = table.loc[table["text"].apply(len) > 10].reset_index(drop=True).head(50)
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prog_bar = st.progress(0)
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preds = []
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for i in range(len(table)):
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preds.append(classifier(table.loc[i, "text"], labels)["labels"][0])
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prog_bar.progress((i + 1)/len(table))
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table["label"] = preds
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st.table(table[["text", "label"]])
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except:
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st.error("File load didn't work. Make sure you upload a file containing a `text` column and a set of comma-separated labels is provided")
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