Update app.py

app.py

@@ -20,80 +20,130 @@ def fill_mask_for_languages(sentences):
     return results
 
 def replace_mask(sentence, predicted_word):
-    return sentence.replace("____", predicted_word)
+    return sentence.replace("____", f"**predicted_word**")
 
 st.title("Fill Mask for Multiple Languages | Zabantu-XLM-Roberta")
 st.write("This app predicts the missing word for sentences in Zulu, Tshivenda, Sepedi, Tswana, and Tsonga using a Zabantu BERT model.")
+st.write(f"")
 
-user_sentence = st.text_area("Enter your own sentence with a masked word (use '____'):", "\n".join(
-    f"'{lang}': '{sentence}'," for lang, sentence in sample_sentences.items()
-))
+col1, col2 = st.columns(2)
 
-if st.button("Submit"):
-    user_masked_sentence = user_sentence.replace('____', unmasker.tokenizer.mask_token)
+with col1:   
+    user_sentence = st.text_area("Enter your own sentence with a masked word (use '____'):", "\n".join(
+        f"'{lang}': '{sentence}'," for lang, sentence in sample_sentences.items()
+    ))
 
-    user_predictions = unmasker(user_masked_sentence)
-    
-    # st.write(user_predictions)  
+    if st.button("Submit"):
+        user_masked_sentence = user_sentence.replace('____', unmasker.tokenizer.mask_token)
 
-    if len(user_predictions) > 0:
-        # st.write(f"Top prediction for the masked token: {user_predictions[0]['sequence']}")
-
-        st.write("### Predictions for Sample Sentences:")
-        predictions = fill_mask_for_languages(sample_sentences)
+with col2:
+    if 'user_masked_sentence' in locals():  
+        if user_masked_sentence:
+            user_predictions = unmasker(user_masked_sentence)
+            
+            # st.write(user_predictions)  
+        
+            if len(user_predictions) > 0:
+                # st.write(f"Top prediction for the masked token: {user_predictions[0]['sequence']}")
         
-        for language, language_predictions in predictions.items():
-            original_sentence = sample_sentences[language]
-            predicted_sentence = replace_mask(original_sentence, language_predictions[0]['token_str'])  
-            # st.write(language_predictions)
-            st.write(f"Original sentence ({language}): {original_sentence}")
-            st.write(f"Top prediction for the masked token: {predicted_sentence}\n")
-            st.write("=" * 80)
+                st.write("### Predictions for Sample Sentences:")
+                predictions = fill_mask_for_languages(sample_sentences)
+                    st.write(f"{predictions}")
+
+if 'predictions' in locals():  
+        if predictions:
+                for language, language_predictions in predictions.items():
+                    # original_sentence = sample_sentences[language]
+                    predicted_sentence = replace_mask(original_sentence, language_predictions[0]['token_str'])  
+                    # st.write(language_predictions)
+                    # st.write(f"Original sentence ({language}): {original_sentence}")
+                    st.write(f"{language}: {predicted_sentence}\n")
+                   
 
 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;
+}
+.container {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    margin-bottom: 5px;
+    width: 100%;
+}
+.bar {
+    width: 70%;
+    background-color: #e6e6e6;
+    border-radius: 12px;
+    overflow: hidden;
+    margin-right: 10px;
+    height: 5px;
+}
+.bar-fill {
+    background-color: #17152e;
+    height: 100%;
+    border-radius: 12px;
 }
 </style>
 """