app + requirements

app.py

@@ -1,7 +1,27 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../01.ipynb.
+
+# %% auto 0
+__all__ = ['learner', 'labels', 'image', 'predict']
+
+# %% ../01.ipynb 3
+from fastai.vision.all import *
+
+# %% ../01.ipynb 4
+learner = load_learner('model.pkl')
+
+# %% ../01.ipynb 5
+labels = learner.dls.vocab
+def predict(img):
+    img = PILImage.create(img)
+    pred,pred_idx,probs = learner.predict(img)
+    return {labels[i]: float(probs[i]) for i in range(len(labels))}
+
+# %% ../01.ipynb 7
 import gradio as gr
 
-def greet(name):
-    return "Hello " + name + "!!"
+# %% ../01.ipynb 8
+image = gr.inputs.Image(shape=(512, 512))
+labels = gr.outputs.Label(num_top_classes=3)
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+gr.Interface(fn=predict, inputs=image, outputs=labels)
+gr.launch(inline=False)

requirements.txt

@@ -0,0 +1,2 @@
+fastai==2.7.10
+scikit-image