Spaces:
Runtime error
Runtime error
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,53 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from transformers import M2M100ForConditionalGeneration, M2M100Tokenizer
|
| 3 |
+
|
| 4 |
+
# Initialize model and tokenizer at startup
|
| 5 |
+
model = M2M100ForConditionalGeneration.from_pretrained("facebook/m2m100_418M")
|
| 6 |
+
tokenizer = M2M100Tokenizer.from_pretrained("facebook/m2m100_418M")
|
| 7 |
+
|
| 8 |
+
LANGUAGES = {
|
| 9 |
+
"English": "en",
|
| 10 |
+
"Spanish": "es",
|
| 11 |
+
"French": "fr",
|
| 12 |
+
"German": "de",
|
| 13 |
+
"Chinese": "zh",
|
| 14 |
+
"Hindi": "hi",
|
| 15 |
+
"Punjabi": "pa",
|
| 16 |
+
"Arabic": "ar",
|
| 17 |
+
"Japanese": "ja",
|
| 18 |
+
"Urdu": "ur",
|
| 19 |
+
}
|
| 20 |
+
|
| 21 |
+
def translate(text, target_lang):
|
| 22 |
+
if not text.strip():
|
| 23 |
+
return "Please enter text to translate"
|
| 24 |
+
|
| 25 |
+
try:
|
| 26 |
+
tokenizer.tgt_lang = LANGUAGES[target_lang]
|
| 27 |
+
encoded = tokenizer(text, return_tensors="pt")
|
| 28 |
+
generated_tokens = model.generate(
|
| 29 |
+
**encoded,
|
| 30 |
+
forced_bos_token_id=tokenizer.get_lang_id(LANGUAGES[target_lang]),
|
| 31 |
+
max_length=400 # Added for safety
|
| 32 |
+
)
|
| 33 |
+
return tokenizer.decode(generated_tokens[0], skip_special_tokens=True)
|
| 34 |
+
except KeyError:
|
| 35 |
+
return "Selected language not supported"
|
| 36 |
+
except Exception as e:
|
| 37 |
+
return f"Error: {str(e)}"
|
| 38 |
+
|
| 39 |
+
# Create interface with Hugging Face optimized settings
|
| 40 |
+
demo = gr.Interface(
|
| 41 |
+
fn=translate,
|
| 42 |
+
inputs=[
|
| 43 |
+
gr.Textbox(label="Input Text", placeholder="Enter text to translate...", lines=3),
|
| 44 |
+
gr.Dropdown(list(LANGUAGES.keys()),
|
| 45 |
+
],
|
| 46 |
+
outputs=gr.Textbox(label="Translation", lines=8),
|
| 47 |
+
title="🌍 Universal Translator",
|
| 48 |
+
description="Human Language Translator Created By _____________",
|
| 49 |
+
allow_flagging="never"
|
| 50 |
+
)
|
| 51 |
+
|
| 52 |
+
if __name__ == "__main__":
|
| 53 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|