message

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.jpg filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,13 +1,12 @@
 ---
 title: Pet Classifier
-emoji: 📊
-colorFrom: red
-colorTo: blue
+emoji: 📉
+colorFrom: purple
+colorTo: gray
 sdk: gradio
 sdk_version: 4.27.0
 app_file: app.py
 pinned: false
-license: apache-2.0
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

@@ -0,0 +1,44 @@
+import gradio as gr
+from pathlib import Path
+# from fastai.vision.all import *   # noqa: F403
+from fastai.learner import load_learner
+from fastai.vision.core import PILImage
+import os
+
+
+# import skimage
+
+
+# Define any custom functions or classes that the model depends on
+def is_cat(x):  # Make sure to define this correctly as it was used during training
+    return x[0].isupper()
+
+print(os.path.abspath("model-export.pkl"))
+learn = load_learner("model-export.pkl")
+
+labels = learn.dls.vocab
+
+
+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 = "Pet Breed Classifier"
+description = "A pet breed classifier trained on the Oxford Pets dataset with fastai. Created as a demo for Gradio and HuggingFace Spaces."
+article = "<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Blog post</a></p>"
+path = Path('examples')    
+examples = list(path.iterdir())
+
+gr.Interface(
+    fn=predict,
+    inputs="image",
+    outputs="label",
+    title=title,
+    description=description,
+    article=article,
+    examples=examples
+).launch()
+
+

model-export.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:31ce20b2b77e13cc4cbf4014dab953ea42f8c3a626a6983f62a76f3b3a55ff2c
+size 47072792

requirements.txt

@@ -0,0 +1,3 @@
+gradio==4.27
+fastai==2.7.14
+scikit-image==0.22