Davide Fiocco commited on
Commit
76b4c44
·
1 Parent(s): 7c7d7c6

Modify the table truncation logic

Browse files
Files changed (1) hide show
  1. app.py +6 -3
app.py CHANGED
@@ -10,7 +10,7 @@ st.set_page_config(
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  menu_items=None,
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  )
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- with st.spinner("Setting stuff up..."):
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  classifier = pipeline("zero-shot-classification", model="facebook/bart-large-mnli")
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  st.title("Zero-shot classification from tabular data")
@@ -21,12 +21,15 @@ st.text(
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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 = []
@@ -41,5 +44,5 @@ if st.button("Calculate labels"):
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  except:
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  st.error(
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- "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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  )
 
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  menu_items=None,
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  )
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+ with st.spinner("Setting stuff up related to the inference engine..."):
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  classifier = pipeline("zero-shot-classification", model="facebook/bart-large-mnli")
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  st.title("Zero-shot classification from tabular data")
 
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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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+ # classify first N snippets only for faster inference
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+ N = 100
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+
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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(N)
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  prog_bar = st.progress(0)
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  preds = []
 
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  except:
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  st.error(
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+ "Something went wrong. Make sure you upload an Excel file containing a `text` column and a set of comma-separated labels is provided"
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  )