Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import json
|
2 |
+
|
3 |
+
import gradio as gr
|
4 |
+
import torch
|
5 |
+
# Use a pipeline as a high-level helper
|
6 |
+
from transformers import pipeline
|
7 |
+
|
8 |
+
pipe = pipeline(
|
9 |
+
"translation",
|
10 |
+
model="facebook/nllb-200-distilled-600M",
|
11 |
+
torch_dtype=torch.bfloat16)
|
12 |
+
|
13 |
+
# Load the JSON data from the file
|
14 |
+
with open('language.json', 'r') as file:
|
15 |
+
language_data = json.load(file)
|
16 |
+
|
17 |
+
def get_FLORES_code_from_language(language):
|
18 |
+
for entry in language_data:
|
19 |
+
if entry['Language'].lower() == language.lower():
|
20 |
+
return entry['FLORES-200 code']
|
21 |
+
return None
|
22 |
+
|
23 |
+
|
24 |
+
def translate_text(text, destination_language):
|
25 |
+
dest_code = get_FLORES_code_from_language(destination_language)
|
26 |
+
if dest_code is None:
|
27 |
+
return "Invalid destination language."
|
28 |
+
|
29 |
+
translation = text_translator(text, src_lang="eng_Latn", tgt_lang=dest_code)
|
30 |
+
return translation[0]["translation_text"]
|
31 |
+
|
32 |
+
gr.close_all()
|
33 |
+
|
34 |
+
# demo = gr.Interface(fn=summary, inputs="text",outputs="text")
|
35 |
+
demo = gr.Interface(fn=translate_text,
|
36 |
+
inputs=[gr.Textbox(label="Input text for translation",lines=6), gr.Dropdown(
|
37 |
+
["Arabic", "Afrikaans", "Bengali", "Greek", "Estonian", "Portuguese", "Spanish"],
|
38 |
+
label="Select Destination Language")
|
39 |
+
],
|
40 |
+
outputs=[gr.Textbox(label="Translated Text",lines=4)],
|
41 |
+
title="@caesar-2series: Multilingual Language Interpreter",
|
42 |
+
description="Translations from English into a few foreign languages")
|
43 |
+
demo.launch()
|