AmdKamel commited on
Commit
26d4d7d
·
verified ·
1 Parent(s): 64a7d29

Create app.py

Browse files
Files changed (1) hide show
  1. app.py +22 -0
app.py ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from transformers import AutoModelForSequenceClassification, AutoTokenizer, pipeline
3
+
4
+ # Load model and tokenizer (this one detects Arabic dialects)
5
+ model_name = "badrex/mms-300m-arabic-dialect-identifier"
6
+ model = AutoModelForSequenceClassification.from_pretrained(model_name)
7
+ tokenizer = AutoTokenizer.from_pretrained(model_name)
8
+ clf = pipeline("text-classification", model=model, tokenizer=tokenizer)
9
+
10
+ def detect_dialect(text):
11
+ results = clf(text)
12
+ label = results[0]['label']
13
+ score = round(results[0]['score'], 3)
14
+ return f"Dialect: {label} (confidence {score})"
15
+
16
+ demo = gr.Interface(fn=detect_dialect,
17
+ inputs=gr.Textbox(label="Arabic text"),
18
+ outputs="text",
19
+ title="Arabic Accent Identifier",
20
+ description="Detects Arabic dialects such as Egyptian, Gulf, Levantine, etc.")
21
+
22
+ demo.launch()