Spaces:
Runtime error
Runtime error
Jesus Carrasco
commited on
Commit
•
78d4bcc
1
Parent(s):
af39da5
Create App.py
Browse files
App.py
ADDED
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
from transformers import MarianMTModel, MarianTokenizer
|
3 |
+
|
4 |
+
# Define the translator function
|
5 |
+
def translate_text(text, target_language):
|
6 |
+
model_name = {
|
7 |
+
"Spanish": "Helsinki-NLP/opus-mt-en-es",
|
8 |
+
"French": "Helsinki-NLP/opus-mt-en-fr",
|
9 |
+
"Italian": "Helsinki-NLP/opus-mt-en-it",
|
10 |
+
}
|
11 |
+
|
12 |
+
tokenizer = MarianTokenizer.from_pretrained(model_name[target_language])
|
13 |
+
model = MarianMTModel.from_pretrained(model_name[target_language])
|
14 |
+
|
15 |
+
# Tokenize the input text
|
16 |
+
input_tokens = tokenizer(text, return_tensors="pt")
|
17 |
+
|
18 |
+
# Generate translated tokens
|
19 |
+
translated_tokens = model.generate(**input_tokens)
|
20 |
+
|
21 |
+
# Decode the translated tokens
|
22 |
+
translated_text = tokenizer.decode(translated_tokens[0], skip_special_tokens=True)
|
23 |
+
|
24 |
+
return translated_text
|
25 |
+
|
26 |
+
# Define the Gradio interface
|
27 |
+
language_options = ["Spanish", "French", "Italian"]
|
28 |
+
inputs = [
|
29 |
+
gr.inputs.Textbox(lines=5, label="Enter text to translate:"),
|
30 |
+
gr.inputs.Dropdown(choices=language_options, label="Select target language:"),
|
31 |
+
]
|
32 |
+
outputs = gr.outputs.Textbox(label="Translated text:")
|
33 |
+
|
34 |
+
iface = gr.Interface(fn=translate_text, inputs=inputs, outputs=outputs, title="Language Translator")
|
35 |
+
|
36 |
+
# Launch the Hugging Face Spaces app
|
37 |
+
iface.launch()
|