Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,48 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
from transformers import pipeline
|
3 |
+
from langdetect import detect
|
4 |
+
|
5 |
+
# Load translation pipeline (you can change to another model)
|
6 |
+
translator = pipeline("translation", model="Helsinki-NLP/opus-mt-mul-en") # English as target
|
7 |
+
|
8 |
+
# Supported languages and their model codes
|
9 |
+
language_models = {
|
10 |
+
"en": "Helsinki-NLP/opus-mt-en-ROMANCE",
|
11 |
+
"fr": "Helsinki-NLP/opus-mt-ROMANCE-en",
|
12 |
+
"de": "Helsinki-NLP/opus-mt-de-en",
|
13 |
+
"es": "Helsinki-NLP/opus-mt-es-en",
|
14 |
+
"hi": "Helsinki-NLP/opus-mt-hi-en",
|
15 |
+
"ta": "Helsinki-NLP/opus-mt-ta-en"
|
16 |
+
}
|
17 |
+
|
18 |
+
def translate_file(file_obj, target_lang):
|
19 |
+
text = file_obj.read().decode("utf-8")
|
20 |
+
source_lang = detect(text)
|
21 |
+
|
22 |
+
# Load appropriate model based on target language
|
23 |
+
if target_lang == source_lang:
|
24 |
+
return "Source and target languages are the same. No translation needed."
|
25 |
+
|
26 |
+
model_name = None
|
27 |
+
for k, v in language_models.items():
|
28 |
+
if target_lang == k:
|
29 |
+
model_name = v
|
30 |
+
break
|
31 |
+
|
32 |
+
if not model_name:
|
33 |
+
return f"Unsupported target language: {target_lang}"
|
34 |
+
|
35 |
+
model = pipeline("translation", model=model_name)
|
36 |
+
translated = model(text, max_length=1000)[0]['translation_text']
|
37 |
+
return f"Detected source: {source_lang.upper()} → Translated to: {target_lang.upper()}\n\n{translated}"
|
38 |
+
|
39 |
+
gr.Interface(
|
40 |
+
fn=translate_file,
|
41 |
+
inputs=[
|
42 |
+
gr.File(label="Upload Text File (.txt)"),
|
43 |
+
gr.Dropdown(choices=list(language_models.keys()), label="Target Language (Code)"),
|
44 |
+
],
|
45 |
+
outputs="text",
|
46 |
+
title="Multilingual File Translator",
|
47 |
+
description="Upload a .txt file in any language. Choose a target language to translate."
|
48 |
+
).launch()
|