Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,32 +1,45 @@
|
|
| 1 |
import streamlit as st
|
| 2 |
-
from transformers import
|
| 3 |
|
| 4 |
-
#
|
| 5 |
@st.cache_resource
|
| 6 |
-
def load_model():
|
| 7 |
-
model_name = "
|
| 8 |
-
tokenizer =
|
| 9 |
-
model =
|
| 10 |
return model, tokenizer
|
| 11 |
|
| 12 |
-
model, tokenizer = load_model()
|
| 13 |
-
|
| 14 |
def translate_text(text, model, tokenizer):
|
| 15 |
-
|
| 16 |
-
inputs = tokenizer.encode(input_text, return_tensors="pt", truncation=True)
|
| 17 |
outputs = model.generate(inputs, max_length=512, num_beams=5, early_stopping=True)
|
| 18 |
translated_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 19 |
return translated_text
|
| 20 |
|
| 21 |
# Streamlit UI
|
| 22 |
-
st.title("
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import streamlit as st
|
| 2 |
+
from transformers import MarianMTModel, MarianTokenizer
|
| 3 |
|
| 4 |
+
# Function to load a translation model
|
| 5 |
@st.cache_resource
|
| 6 |
+
def load_model(src_lang, tgt_lang):
|
| 7 |
+
model_name = f"Helsinki-NLP/opus-mt-{src_lang}-{tgt_lang}"
|
| 8 |
+
tokenizer = MarianTokenizer.from_pretrained(model_name)
|
| 9 |
+
model = MarianMTModel.from_pretrained(model_name)
|
| 10 |
return model, tokenizer
|
| 11 |
|
|
|
|
|
|
|
| 12 |
def translate_text(text, model, tokenizer):
|
| 13 |
+
inputs = tokenizer.encode(text, return_tensors="pt", truncation=True)
|
|
|
|
| 14 |
outputs = model.generate(inputs, max_length=512, num_beams=5, early_stopping=True)
|
| 15 |
translated_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 16 |
return translated_text
|
| 17 |
|
| 18 |
# Streamlit UI
|
| 19 |
+
st.title("Multi-Language Translator")
|
| 20 |
+
|
| 21 |
+
st.sidebar.header("Translation Settings")
|
| 22 |
+
|
| 23 |
+
# Input source and target languages
|
| 24 |
+
src_lang = st.sidebar.text_input("Enter source language code (e.g., 'en' for English):", "en")
|
| 25 |
+
tgt_lang = st.sidebar.text_input("Enter target language code (e.g., 'ur' for Urdu):", "ur")
|
| 26 |
+
|
| 27 |
+
# Validate language codes
|
| 28 |
+
if not src_lang.strip() or not tgt_lang.strip():
|
| 29 |
+
st.sidebar.error("Please enter valid source and target language codes.")
|
| 30 |
+
else:
|
| 31 |
+
# Load the selected model
|
| 32 |
+
try:
|
| 33 |
+
st.sidebar.write(f"Model: `{src_lang}-{tgt_lang}`")
|
| 34 |
+
model, tokenizer = load_model(src_lang.strip(), tgt_lang.strip())
|
| 35 |
+
|
| 36 |
+
# Input text
|
| 37 |
+
text_to_translate = st.text_area("Enter text to translate:")
|
| 38 |
+
|
| 39 |
+
# Translate and display output
|
| 40 |
+
if text_to_translate.strip():
|
| 41 |
+
with st.spinner("Translating..."):
|
| 42 |
+
translated_text = translate_text(text_to_translate, model, tokenizer)
|
| 43 |
+
st.markdown(f"### Translated Text:\n{translated_text}")
|
| 44 |
+
except Exception as e:
|
| 45 |
+
st.error(f"Error loading model for `{src_lang}-{tgt_lang}`: {str(e)}")
|