Spaces:
Sleeping
Sleeping
Adding files
Browse files- README.md +6 -5
- app.py +21 -0
- model.pkl +3 -0
- model_convnext.pkl +3 -0
- ragdoll.jpeg +0 -0
- requirements.txt +3 -0
- shiba.jpeg +0 -0
README.md
CHANGED
|
@@ -1,12 +1,13 @@
|
|
| 1 |
---
|
| 2 |
-
title:
|
| 3 |
-
emoji:
|
| 4 |
-
colorFrom:
|
| 5 |
-
colorTo:
|
| 6 |
sdk: gradio
|
| 7 |
-
sdk_version: 4.
|
| 8 |
app_file: app.py
|
| 9 |
pinned: false
|
|
|
|
| 10 |
---
|
| 11 |
|
| 12 |
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
|
|
|
| 1 |
---
|
| 2 |
+
title: Fastai Pet Classifier
|
| 3 |
+
emoji: 🏢
|
| 4 |
+
colorFrom: pink
|
| 5 |
+
colorTo: purple
|
| 6 |
sdk: gradio
|
| 7 |
+
sdk_version: 4.29.0
|
| 8 |
app_file: app.py
|
| 9 |
pinned: false
|
| 10 |
+
license: apache-2.0
|
| 11 |
---
|
| 12 |
|
| 13 |
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
app.py
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from fastai.vision.all import *
|
| 3 |
+
import skimage
|
| 4 |
+
|
| 5 |
+
#learn = load_learner('model.pkl')
|
| 6 |
+
learn = load_learner('model_convnext.pkl')
|
| 7 |
+
|
| 8 |
+
labels = learn.dls.vocab
|
| 9 |
+
def predict(img):
|
| 10 |
+
img = PILImage.create(img)
|
| 11 |
+
pred,pred_idx,probs = learn.predict(img)
|
| 12 |
+
return {labels[i]: float(probs[i]) for i in range(len(labels))}
|
| 13 |
+
|
| 14 |
+
title = "Pet Breed Classifier"
|
| 15 |
+
description = "A pet breed classifier trained on the Oxford Pets dataset with fastai. Created as a demo for Gradio and HuggingFace Spaces."
|
| 16 |
+
examples = ['shiba.jpeg','ragdoll.jpeg']
|
| 17 |
+
#interpretation='default'
|
| 18 |
+
#enable_queue=True
|
| 19 |
+
|
| 20 |
+
gr.Interface(fn=predict,inputs=gr.Image(type="pil"),outputs=gr.Label(num_top_classes=3)
|
| 21 |
+
,title=title,description=description,examples=examples).launch()
|
model.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cee4c6bc7726119e93d954045f4f82caaf60fc7bdf7bcbdc63e6c075af5fc75d
|
| 3 |
+
size 103096018
|
model_convnext.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3c77df2d1288ae5bcfd1292586d7cf734806a86a02b49418d17c017bc7505a26
|
| 3 |
+
size 354985524
|
ragdoll.jpeg
ADDED
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
fastai
|
| 2 |
+
scikit-image
|
| 3 |
+
timm
|
shiba.jpeg
ADDED
|