Create app

app

@@ -0,0 +1,30 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../../Untitled-1.ipynb.
+
+# %% auto 0
+__all__ = ['model_path', 'learn', 'categories', 'is_cat', 'classify_image']
+
+# %% ../../Untitled-1.ipynb 0
+import gradio as gr
+from fastai.vision.all import *
+def is_cat(x): return x[0].isupper()
+
+# %% ../../Untitled-1.ipynb 2
+model_path = Path('model.pkl')
+learn = load_learner(model_path)
+
+# %% ../../Untitled-1.ipynb 4
+categories = ('dog', 'cat')
+
+def classify_image(img):
+    pred,idx,probs = learn.predict(img)
+    return dict(zip(categories, map(float,probs)))
+
+
+# %% ../../Untitled-1.ipynb 6
+gr.Interface(fn = classify_image, 
+             inputs="image", 
+             outputs="label", 
+             title = "Dog or Cat", 
+             description="Sample workflow", 
+             examples = ['dog.jpg']
+             ).launch()