Spaces:
Sleeping
Sleeping
| import gradio as gr | |
| from fastai.vision.all import * | |
| import skimage | |
| learn = load_learner('export.pkl') | |
| labels = [ | |
| "แกงเขียวหวานไก่","แกงเทโพ","แกงเลียง","แกงจืดเต้าหู้หมูสับ","แกงจืดมะระยัดไส้", | |
| "แกงมัสมั่นไก่","แกงส้มกุ้ง","ไก่ผัดเม็ดมะม่วงหิมพานต์","ไข่เจียว","ไข่ดาว", | |
| "ไข่พะโล้","ไข่ลูกเขย","กล้วยบวชชี","ก๋วยเตี๋ยวคั่วไก่","กะหล่ำปลีผัดน้ำปลา", | |
| "กุ้งแม่น้ำเผา","กุ้งอบวุ้นเส้น","ขนมครก","ข้าวเหนียวมะม่วง","ข้าวขาหมู", | |
| "ข้าวคลุกกะปิ","ข้าวซอยไก่","ข้าวผัด","ข้าวผัดกุ้ง","ข้าวมันไก่", | |
| "ข้าวหมกไก่","ต้มข่าไก่","ต้มยำกุ้ง","ทอดมัน","ปอเปี๊ยะทอด", | |
| "ผักบุ้งไฟแดง","ผัดไท","ผัดกะเพรา","ผัดซีอิ๊วเส้นใหญ่","ผัดฟักทองใส่ไข่", | |
| "ผัดมะเขือยาวหมูสับ","ผัดหอยลาย","ฝอยทอง","พะแนงไก่","ยำถั่วพู", | |
| "ยำวุ้นเส้น","ลาบหมู","สังขยาฟักทอง","สาคูไส้หมู","ส้มตำ","หมูปิ้ง","หมูสะเต๊ะ","ห่อหมก" | |
| ] | |
| def predict(img): | |
| img = PILImage.create(img) | |
| pred,pred_idx,probs = learn.predict(img) | |
| return {labels[i]: float(probs[i]) for i in range(len(labels))} | |
| title = "Foodydudy Thai Food Classifier" | |
| description = "A 48-class Thai food classifier using model created by @gemmythegeek (AIB 2021). Created as a demo for Gradio and HuggingFace Spaces." | |
| article="<p style='text-align: center'><a href='https://gemmythegeek.medium.com/overcome-your-fear-for-thai-food-with-foody-dudy-7ff6d7702b22' target='_blank'>Blog post</a></p>" | |
| examples = ['padthai.jpg','panaeng.jpg','massaman.jpg'] | |
| interpretation='default' | |
| enable_queue=True | |
| gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=3),title=title,description=description,article=article,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch() | |