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import streamlit as st
from transformers import pipeline
unmasker = pipeline('fill-mask', model='dsfsi/zabantu-ven-120m')
def fill_mask(sentences):
results = {}
for sentence in sentences:
unmasked = unmasker(sentence)
results[sentence] = unmasked
return results
def replace_mask(sentence, predicted_word):
return sentence.replace("<mask>", f"**{predicted_word}**")
st.title("Fill Mask | Zabantu-ven-120m")
st.write(f"")
col1, col2 = st.columns(2)
with col1:
sample_sentences = [
"Vhana vhane vha kha ḓi bva u bebwa vha kha khombo ya u <mask> nga Listeriosis"
]
text_input = st.text_area(
"Enter sentences with <mask> token (one per line):",
"\n".join(sample_sentences)
)
input_sentences = text_input.split(",")
if st.button("Submit"):
result = fill_mask(input_sentences)
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
st.markdown(f"""
<div class="bar">
<div class="bar-fill" style="width: {score}%;"></div>
</div>
<div class="container">
<div style="align-items: left;">{predicted_word}</div>
<div style="align-items: right;">{score:.2f}%</div>
</div>
""", unsafe_allow_html=True)
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 }")
css = """
<style>
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;
}
.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;
}
.hover\:bg-orange-50:hover {
--tw-bg-opacity: 1 !important;
background-color: rgb(229,225,255) !important;
}
.to-orange-200 {
--tw-gradient-to: rgb(37 56 133 / 37%) !important;
}
.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;
}
.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>
"""
st.markdown(css, unsafe_allow_html=True) |