Spaces:
Build error
Build error
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
!pip install transformers sentencepiece -q
|
2 |
+
|
3 |
+
!pip install gradio
|
4 |
+
|
5 |
+
# Importing the pipeline function from the transformers library
|
6 |
+
from transformers import pipeline
|
7 |
+
import gradio as gr
|
8 |
+
|
9 |
+
# Creating a Text2TextGenerationPipeline for language translation
|
10 |
+
pipe = pipeline(task='text2text-generation', model='facebook/m2m100_418M')
|
11 |
+
|
12 |
+
# Define the language dictionary outside the translate function
|
13 |
+
languages = {
|
14 |
+
"English": "en",
|
15 |
+
"Spanish": "es",
|
16 |
+
"French": "fr",
|
17 |
+
"German": "de",
|
18 |
+
"Chinese": "zh",
|
19 |
+
"Hindi": "hi"
|
20 |
+
}
|
21 |
+
|
22 |
+
def translate(text, target_language):
|
23 |
+
target_lang_id = pipe.tokenizer.get_lang_id(lang=languages[target_language])
|
24 |
+
translated_text = pipe(text, forced_bos_token_id=target_lang_id)
|
25 |
+
return translated_text[0]['generated_text']
|
26 |
+
gr.close_all()
|
27 |
+
|
28 |
+
iface = gr.Interface(
|
29 |
+
fn=translate,
|
30 |
+
title="Text Translator",
|
31 |
+
inputs=[
|
32 |
+
gr.inputs.Textbox(lines=2, label="Input Text"),
|
33 |
+
gr.inputs.Dropdown(list(languages.keys()), label="Target Language")
|
34 |
+
],
|
35 |
+
outputs=gr.outputs.Textbox(label="Translated Text")
|
36 |
+
)
|
37 |
+
|
38 |
+
iface.launch()
|
39 |
+
|
40 |
+
|
41 |
+
|