Update app.py

app.py

@@ -1,10 +1,8 @@
 import streamlit as st
 from transformers import pipeline
 
-# Load the model
 unmasker = pipeline('fill-mask', model='dsfsi/zabantu-nso-ven-170m')
 
-# Function to fill mask for given sentences
 def fill_mask(sentences):
  results = {}
  for sentence in sentences:
@@ -12,102 +10,119 @@ def fill_mask(sentences):
  results[sentence] = unmasked
  return results
 
-# Function to replace <mask> token with the predicted word
 def replace_mask(sentence, predicted_word):
  return sentence.replace("<mask>", predicted_word)
 
-# Streamlit app title and description
-st.title("Fill Mask | Zabantu-nso-ven-170m")
-st.write("This app predicts the missing word in a sentence using a Zabantu-nso-ven-170m model.")
+st.title("Fill Mask | Zabantu-nso-ven-170m)
+st.write(f"")
 
-# Sample sentences
-sample_sentences = [
- "Rabulasi wa <mask> u khou bvelela nga u lima,",
- "Vhana vhane vha kha ḓi bva u bebwa vha kha khombo ya u <mask> nga Listeriosis"
-]
+col1, col2 = st.columns(2)
 
-# Input for sentences with <mask> token
-text_input = st.text_area(
- "Enter sentences with <mask> token (one per line):", 
- "\n".join(sample_sentences)
-)
+with col1:
+ sample_sentences = [
+ "Vhana vhane vha kha ḓi bva u bebwa vha kha khombo ya u <mask> nga Listeriosis"
+ ]
 
-# Split sentences by line
-input_sentences = text_input.splitlines()
+ text_input = st.text_area(
+ "Enter sentences with <mask> token (one per line):",
+ "\n".join(sample_sentences)
+ )
 
-# Button to submit
-if st.button("Submit"):
- result = fill_mask(input_sentences)
+ input_sentences = text_input.split(",")
 
- # Displaying the results with bars for scores
- if result:
- for sentence, predictions in result.items():
- st.write(f"**Original sentence**: {sentence}")
+ if st.button("Submit"):
+ result = fill_mask(input_sentences)
 
- # Loop through the predictions and display bar + score
- for prediction in predictions:
- predicted_word = prediction['token_str']
- score = prediction['score'] * 100
- full_sentence = replace_mask(sentence, predicted_word)
+with col2:
+ if 'result' in locals(): 
+ if result:
+ for sentence, predictions in result.items():
+ for prediction in predictions:
+ predicted_word = prediction['token_str']
+ score = prediction['score'] * 100
 
- # Display the word, bar for score, and full sentence
- st.write(f"Predicted word: {predicted_word}")
- 
- # Bar for the score
- st.markdown(f"""
- <div class="container">
- <span class="bar-text">Score: {score:.2f}%</span>
+ st.markdown(f"""
  <div class="bar">
  <div class="bar-fill" style="width: {score}%;"></div>
  </div>
- </div>
- """, unsafe_allow_html=True)
+ <div class="container">
+ <div style="align-items: left;">{predicted_word}</div>
+ <div style="align-items: right;">{score:.2f}%</div>
+ </div>
+ """, unsafe_allow_html=True)
 
- st.write(f"Full sentence: {full_sentence}")
- st.write("=" * 80)
+if 'result' in locals(): 
+ if result:
+ for sentence, predictions in result.items():
+ predicted_word = predictions[0]['token_str']
+ full_sentence = replace_mask(sentence, predicted_word)
+ st.write(f"**Sentence:** {full_sentence }")
 
-# Custom CSS for bar styling and other elements
 css = """
 <style>
-footer {display:none !important}
-.stButton > button {
- background-color: #17152e;
- color: white;
- border: none;
- padding: 0.75em 2em;
- text-align: center;
- text-decoration: none;
- display: inline-block;
- font-size: 16px;
- margin: 4px 2px;
- cursor: pointer;
- border-radius: 12px;
- transition: background-color 0.3s ease;
+footer {display:none !important;}
+
+.gr-button-primary {
+ z-index: 14;
+ height: 43px;
+ width: 130px;
+ left: 0px;
+ top: 0px;
+ padding: 0px;
+ cursor: pointer !important; 
+ background: none rgb(17, 20, 45) !important;
+ border: none !important;
+ text-align: center !important;
+ font-family: Poppins !important;
+ font-size: 14px !important;
+ font-weight: 500 !important;
+ color: rgb(255, 255, 255) !important;
+ line-height: 1 !important;
+ border-radius: 12px !important;
+ transition: box-shadow 200ms ease 0s, background 200ms ease 0s !important;
+ box-shadow: none !important;
 }
-.stButton > button:hover {
- background-color: #3c4a6b;
+.gr-button-primary:hover{
+ z-index: 14;
+ height: 43px;
+ width: 130px;
+ left: 0px;
+ top: 0px;
+ padding: 0px;
+ cursor: pointer !important;
+ background: none rgb(66, 133, 244) !important;
+ border: none !important;
+ text-align: center !important;
+ font-family: Poppins !important;
+ font-size: 14px !important;
+ font-weight: 500 !important;
+ color: rgb(255, 255, 255) !important;
+ line-height: 1 !important;
+ border-radius: 12px !important;
+ transition: box-shadow 200ms ease 0s, background 200ms ease 0s !important;
+ box-shadow: rgb(0 0 0 / 23%) 0px 1px 7px 0px !important;
 }
-.stTextInput, .stTextArea {
- border: 1px solid #e6e6e6;
- padding: 0.75em;
- border-radius: 10px;
- font-size: 16px;
- width: 100%;
+.hover\:bg-orange-50:hover {
+ --tw-bg-opacity: 1 !important;
+ background-color: rgb(229,225,255) !important;
 }
-.stTextInput:focus, .stTextArea:focus {
- border-color: #17152e;
- outline: none;
- box-shadow: 0px 0px 5px rgba(23, 21, 46, 0.5);
+.to-orange-200 {
+ --tw-gradient-to: rgb(37 56 133 / 37%) !important;
 }
-div[data-testid="stMarkdownContainer"] p {
- font-size: 16px;
+.from-orange-400 {
+ --tw-gradient-from: rgb(17, 20, 45) !important;
+ --tw-gradient-to: rgb(255 150 51 / 0);
+ --tw-gradient-stops: var(--tw-gradient-from), var(--tw-gradient-to) !important;
 }
-.stApp {
- padding: 2em;
- font-family: 'Poppins', sans-serif;
+.group-hover\:from-orange-500{
+ --tw-gradient-from:rgb(17, 20, 45) !important; 
+ --tw-gradient-to: rgb(37 56 133 / 37%);
+ --tw-gradient-stops: var(--tw-gradient-from), var(--tw-gradient-to) !important;
+}
+.group:hover .group-hover\:text-orange-500{
+ --tw-text-opacity: 1 !important;
+ color:rgb(37 56 133 / var(--tw-text-opacity)) !important;
 }
-
-/* Bar styles */
 .container {
  display: flex;
  justify-content: space-between;
@@ -116,23 +131,19 @@ div[data-testid="stMarkdownContainer"] p {
  width: 100%;
 }
 .bar {
- width: 80%;
+ width: 70%;
  background-color: #e6e6e6;
  border-radius: 12px;
  overflow: hidden;
  margin-right: 10px;
- height: 20px;
+ height: 5px;
 }
 .bar-fill {
  background-color: #17152e;
  height: 100%;
  border-radius: 12px;
 }
-.bar-text {
- font-size: 16px;
-}
 </style>
 """
 
-# Apply the custom CSS
-st.markdown(css, unsafe_allow_html=True)
+st.markdown(css, unsafe_allow_html=True)