fastai in requirements file

app.ipynb

@@ -18,6 +18,8 @@
    "outputs": [],
    "source": [
     "#|export\n",
+    "!pip install fastai\n",
+    "!pip install gradio\n",
     "from fastai.vision.all import *\n",
     "import gradio as gr"
    ]
@@ -271,7 +273,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "c0c533db",
    "metadata": {},
    "outputs": [],

app/app.py

@@ -0,0 +1,26 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
+
+# %% auto 0
+__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'classify_image']
+
+# %% ../app.ipynb 1
+from fastai.vision.all import *
+import gradio as gr
+
+# %% ../app.ipynb 2
+learn = load_learner('model.pk1')
+
+# %% ../app.ipynb 3
+categories = ('ocean', 'space', 'money')
+
+def classify_image(img):
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+# %% ../app.ipynb 5
+image = gr.inputs.Image(shape=(192,192))
+label = gr.outputs.Label()
+examples = ['ocean.jpg', 'space.jpg', 'money.jpg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

requirements.txt

@@ -0,0 +1 @@
+fastai