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  1. .DS_Store +0 -0
  2. app.py +10 -18
  3. classifier.ipynb +444 -4
  4. image1.png +0 -0
  5. model.pkl +2 -2
.DS_Store CHANGED
Binary files a/.DS_Store and b/.DS_Store differ
 
app.py CHANGED
@@ -1,33 +1,25 @@
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- from fastai.vision.all import *
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- import gradio as gr
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- import dill
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- def is_cat(x): return x[0].isupper()
 
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- learn = load_learner('model.pkl', pickle_module=dill)
 
 
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  categories = ('Dog', 'Cat')
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-
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  def classify_image(img):
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  pred, idx, probs = learn.predict(img)
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  return dict(zip(categories, map(float, probs)))
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  image = gr.Image(image_mode="RGB", type="pil")
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  label = gr.Label()
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- examples = ['siamese.png']
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  intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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  intf.launch(inline=False)
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-
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- # def greet(name, intensity):
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- # return "Hello, " + name + "!" * int(intensity)
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-
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- # demo = gr.Interface(
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- # fn=greet,
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- # inputs=["text", "slider"],
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- # outputs=["text"],
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- # )
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-
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- # demo.launch()
 
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+ # AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.
 
 
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+ # %% auto 0
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+ __all__ = ['categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
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+ # %% app.ipynb 22
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+ from fastai.vision.all import *
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+ import gradio as gr
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+ def is_cat(x): return x[0].isupper()
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+ # %% app.ipynb 37
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  categories = ('Dog', 'Cat')
 
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  def classify_image(img):
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  pred, idx, probs = learn.predict(img)
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  return dict(zip(categories, map(float, probs)))
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+ # %% app.ipynb 39
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  image = gr.Image(image_mode="RGB", type="pil")
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  label = gr.Label()
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+ examples = ['image1.png']
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  intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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  intf.launch(inline=False)
 
 
 
 
 
 
 
 
 
 
 
classifier.ipynb CHANGED
@@ -30,7 +30,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 11,
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  "id": "0473c217",
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  "metadata": {},
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  "outputs": [
@@ -250,18 +250,458 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 14,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "id": "9119ee21",
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  "metadata": {},
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "outputs": [],
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  "source": [
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- "learn.export('model.pkl', pickle_module=dill)"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ]
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  },
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  {
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  "cell_type": "code",
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  "execution_count": null,
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- "id": "25a3e6c4",
 
 
 
 
 
 
 
 
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  "metadata": {},
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  "outputs": [],
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  "source": []
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 35,
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  "id": "0473c217",
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  "metadata": {},
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  "outputs": [
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 37,
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+ "id": "8034b898",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/html": [
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+ "\n",
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+ "<style>\n",
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+ " /* Turns off some styling */\n",
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+ " progress {\n",
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+ " /* gets rid of default border in Firefox and Opera. */\n",
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+ " border: none;\n",
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+ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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+ " background-size: auto;\n",
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+ " }\n",
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+ " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
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+ " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
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+ " }\n",
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+ " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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+ " background: #F44336;\n",
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+ " }\n",
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+ "</style>\n"
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+ ],
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+ "text/plain": [
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+ "<IPython.core.display.HTML object>"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "text/html": [],
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+ "text/plain": [
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+ "<IPython.core.display.HTML object>"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "data": {
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+ "text/plain": [
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+ "{'Dog': 1.0, 'Cat': 6.59496190991149e-09}"
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+ ]
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+ },
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+ "execution_count": 37,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "pred, idx, probs = learn.predict('i1.jpg')\n",
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+ "dict(zip(categories, map(float, probs)))"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 38,
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  "id": "9119ee21",
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  "metadata": {},
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+ "outputs": [
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+ {
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+ "ename": "AttributeError",
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+ "evalue": "Can't get local object 'Transform.__init__.<locals>.wrapped_enc'",
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+ "output_type": "error",
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+ "traceback": [
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+ "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
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+ "\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)",
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+ "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[38]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mlearn\u001b[49m\u001b[43m.\u001b[49m\u001b[43mexport\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mmodel.pkl\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
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+ "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/lib/python3.12/site-packages/fastai/learner.py:444\u001b[39m, in \u001b[36mexport\u001b[39m\u001b[34m(self, fname, pickle_module, pickle_protocol)\u001b[39m\n\u001b[32m 441\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m warnings.catch_warnings():\n\u001b[32m 442\u001b[39m \u001b[38;5;66;03m#To avoid the warning that come from PyTorch about model not being checked\u001b[39;00m\n\u001b[32m 443\u001b[39m warnings.simplefilter(\u001b[33m\"\u001b[39m\u001b[33mignore\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m444\u001b[39m \u001b[43mtorch\u001b[49m\u001b[43m.\u001b[49m\u001b[43msave\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m/\u001b[49m\u001b[43mfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpickle_module\u001b[49m\u001b[43m=\u001b[49m\u001b[43mpickle_module\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpickle_protocol\u001b[49m\u001b[43m=\u001b[49m\u001b[43mpickle_protocol\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 445\u001b[39m \u001b[38;5;28mself\u001b[39m.create_opt()\n\u001b[32m 446\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m state \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m: \u001b[38;5;28mself\u001b[39m.opt.load_state_dict(state)\n",
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+ "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/lib/python3.12/site-packages/torch/serialization.py:652\u001b[39m, in \u001b[36msave\u001b[39m\u001b[34m(obj, f, pickle_module, pickle_protocol, _use_new_zipfile_serialization, _disable_byteorder_record)\u001b[39m\n\u001b[32m 650\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m _use_new_zipfile_serialization:\n\u001b[32m 651\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m _open_zipfile_writer(f) \u001b[38;5;28;01mas\u001b[39;00m opened_zipfile:\n\u001b[32m--> \u001b[39m\u001b[32m652\u001b[39m \u001b[43m_save\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopened_zipfile\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpickle_module\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpickle_protocol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m_disable_byteorder_record\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 653\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[32m 654\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n",
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+ "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/lib/python3.12/site-packages/torch/serialization.py:864\u001b[39m, in \u001b[36m_save\u001b[39m\u001b[34m(obj, zip_file, pickle_module, pickle_protocol, _disable_byteorder_record)\u001b[39m\n\u001b[32m 862\u001b[39m pickler = pickle_module.Pickler(data_buf, protocol=pickle_protocol)\n\u001b[32m 863\u001b[39m pickler.persistent_id = persistent_id\n\u001b[32m--> \u001b[39m\u001b[32m864\u001b[39m \u001b[43mpickler\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdump\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 865\u001b[39m data_value = data_buf.getvalue()\n\u001b[32m 866\u001b[39m zip_file.write_record(\u001b[33m'\u001b[39m\u001b[33mdata.pkl\u001b[39m\u001b[33m'\u001b[39m, data_value, \u001b[38;5;28mlen\u001b[39m(data_value))\n",
327
+ "\u001b[31mAttributeError\u001b[39m: Can't get local object 'Transform.__init__.<locals>.wrapped_enc'"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "learn.export('model.pkl')"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 26,
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+ "id": "25a3e6c4",
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+ "metadata": {},
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  "outputs": [],
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  "source": [
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+ "!pip install -q gradio\n",
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+ "import gradio as gr"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 27,
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+ "id": "03631813",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "ename": "ImportError",
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+ "evalue": "cannot import name 'http_server' from 'gradio' (/Users/devudilip/miniforge3/lib/python3.12/site-packages/gradio/__init__.py)",
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+ "output_type": "error",
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+ "traceback": [
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+ "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
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+ "\u001b[31mImportError\u001b[39m Traceback (most recent call last)",
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+ "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[27]\u001b[39m\u001b[32m, line 13\u001b[39m\n\u001b[32m 10\u001b[39m examples = [\u001b[33m'\u001b[39m\u001b[33msiamese.png\u001b[39m\u001b[33m'\u001b[39m]\n\u001b[32m 12\u001b[39m intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n\u001b[32m---> \u001b[39m\u001b[32m13\u001b[39m \u001b[43mintf\u001b[49m\u001b[43m.\u001b[49m\u001b[43mlaunch\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
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+ "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/lib/python3.12/site-packages/gradio/blocks.py:2597\u001b[39m, in \u001b[36mlaunch\u001b[39m\u001b[34m(self, inline, inbrowser, share, debug, max_threads, auth, auth_message, prevent_thread_lock, show_error, server_name, server_port, height, width, favicon_path, ssl_keyfile, ssl_certfile, ssl_keyfile_password, ssl_verify, quiet, show_api, allowed_paths, blocked_paths, root_path, app_kwargs, state_session_capacity, share_server_address, share_server_protocol, share_server_tls_certificate, auth_dependency, max_file_size, enable_monitoring, strict_cors, node_server_name, node_port, ssr_mode, pwa, _frontend)\u001b[39m\n\u001b[32m 0\u001b[39m <Error retrieving source code with stack_data see ipython/ipython#13598>\n",
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+ "\u001b[31mImportError\u001b[39m: cannot import name 'http_server' from 'gradio' (/Users/devudilip/miniforge3/lib/python3.12/site-packages/gradio/__init__.py)"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "categories = ('Dog', 'Cat')\n",
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+ "\n",
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+ "def classify_image(img):\n",
369
+ " pred, idx, probs = learn.predict(img)\n",
370
+ " return dict(zip(categories, map(float, probs)))\n",
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+ "\n",
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+ "image = gr.Image()\n",
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+ "label = gr.Label()\n",
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+ "\n",
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+ "examples = ['siamese.png']\n",
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+ "\n",
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+ "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
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+ "intf.launch()"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 30,
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+ "id": "47d99904",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "Requirement already satisfied: gradio in /Users/devudilip/miniforge3/lib/python3.12/site-packages (3.0)\n",
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+ "Collecting gradio\n",
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+ " Using cached gradio-5.22.0-py3-none-any.whl.metadata (16 kB)\n",
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+ "Requirement already satisfied: aiofiles<24.0,>=22.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (23.2.1)\n",
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+ "Requirement already satisfied: anyio<5.0,>=3.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (4.9.0)\n",
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+ "Requirement already satisfied: fastapi<1.0,>=0.115.2 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.115.11)\n",
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+ "Requirement already satisfied: ffmpy in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.5.0)\n",
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+ "Collecting gradio-client==1.8.0 (from gradio)\n",
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+ " Using cached gradio_client-1.8.0-py3-none-any.whl.metadata (7.1 kB)\n",
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+ "Requirement already satisfied: groovy~=0.1 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.1.2)\n",
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+ "Requirement already satisfied: httpx>=0.24.1 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.28.1)\n",
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+ "Requirement already satisfied: huggingface-hub>=0.28.1 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.29.3)\n",
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+ "Requirement already satisfied: jinja2<4.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (3.1.6)\n",
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+ "Requirement already satisfied: markupsafe<4.0,>=2.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (2.1.5)\n",
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+ "Requirement already satisfied: numpy<3.0,>=1.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (1.26.4)\n",
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+ "Requirement already satisfied: orjson~=3.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (3.10.15)\n",
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+ "Requirement already satisfied: packaging in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (24.2)\n",
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+ "Requirement already satisfied: pandas<3.0,>=1.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (2.2.3)\n",
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+ "Requirement already satisfied: pillow<12.0,>=8.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (10.4.0)\n",
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+ "Requirement already satisfied: pydantic>=2.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (2.10.6)\n",
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+ "Requirement already satisfied: pydub in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.25.1)\n",
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+ "Requirement already satisfied: python-multipart>=0.0.18 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.0.20)\n",
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+ "Requirement already satisfied: pyyaml<7.0,>=5.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (6.0.2)\n",
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+ "Requirement already satisfied: ruff>=0.9.3 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.11.2)\n",
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+ "Requirement already satisfied: safehttpx<0.2.0,>=0.1.6 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.1.6)\n",
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+ "Requirement already satisfied: semantic-version~=2.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (2.10.0)\n",
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+ "Requirement already satisfied: starlette<1.0,>=0.40.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.46.1)\n",
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+ "Requirement already satisfied: tomlkit<0.14.0,>=0.12.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.13.2)\n",
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+ "Requirement already satisfied: typer<1.0,>=0.12 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.15.2)\n",
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+ "Requirement already satisfied: typing-extensions~=4.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (4.12.2)\n",
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+ "Requirement already satisfied: uvicorn>=0.14.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio) (0.34.0)\n",
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+ "Requirement already satisfied: fsspec in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio-client==1.8.0->gradio) (2024.12.0)\n",
423
+ "Requirement already satisfied: websockets<16.0,>=10.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from gradio-client==1.8.0->gradio) (11.0.3)\n",
424
+ "Requirement already satisfied: idna>=2.8 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from anyio<5.0,>=3.0->gradio) (3.10)\n",
425
+ "Requirement already satisfied: sniffio>=1.1 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from anyio<5.0,>=3.0->gradio) (1.3.1)\n",
426
+ "Requirement already satisfied: certifi in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from httpx>=0.24.1->gradio) (2025.1.31)\n",
427
+ "Requirement already satisfied: httpcore==1.* in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from httpx>=0.24.1->gradio) (1.0.7)\n",
428
+ "Requirement already satisfied: h11<0.15,>=0.13 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from httpcore==1.*->httpx>=0.24.1->gradio) (0.14.0)\n",
429
+ "Requirement already satisfied: filelock in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from huggingface-hub>=0.28.1->gradio) (3.18.0)\n",
430
+ "Requirement already satisfied: requests in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from huggingface-hub>=0.28.1->gradio) (2.32.3)\n",
431
+ "Requirement already satisfied: tqdm>=4.42.1 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from huggingface-hub>=0.28.1->gradio) (4.67.1)\n",
432
+ "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from pandas<3.0,>=1.0->gradio) (2.9.0.post0)\n",
433
+ "Requirement already satisfied: pytz>=2020.1 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from pandas<3.0,>=1.0->gradio) (2024.1)\n",
434
+ "Requirement already satisfied: tzdata>=2022.7 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from pandas<3.0,>=1.0->gradio) (2025.1)\n",
435
+ "Requirement already satisfied: annotated-types>=0.6.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from pydantic>=2.0->gradio) (0.7.0)\n",
436
+ "Requirement already satisfied: pydantic-core==2.27.2 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from pydantic>=2.0->gradio) (2.27.2)\n",
437
+ "Requirement already satisfied: click>=8.0.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from typer<1.0,>=0.12->gradio) (8.1.8)\n",
438
+ "Requirement already satisfied: shellingham>=1.3.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from typer<1.0,>=0.12->gradio) (1.5.4)\n",
439
+ "Requirement already satisfied: rich>=10.11.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from typer<1.0,>=0.12->gradio) (13.9.4)\n",
440
+ "Requirement already satisfied: six>=1.5 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from python-dateutil>=2.8.2->pandas<3.0,>=1.0->gradio) (1.17.0)\n",
441
+ "Requirement already satisfied: markdown-it-py>=2.2.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (3.0.0)\n",
442
+ "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (2.19.1)\n",
443
+ "Requirement already satisfied: charset_normalizer<4,>=2 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from requests->huggingface-hub>=0.28.1->gradio) (3.4.1)\n",
444
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from requests->huggingface-hub>=0.28.1->gradio) (2.3.0)\n",
445
+ "Requirement already satisfied: mdurl~=0.1 in /Users/devudilip/miniforge3/lib/python3.12/site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0,>=0.12->gradio) (0.1.2)\n",
446
+ "Using cached gradio-5.22.0-py3-none-any.whl (46.2 MB)\n",
447
+ "Using cached gradio_client-1.8.0-py3-none-any.whl (322 kB)\n",
448
+ "Installing collected packages: gradio-client, gradio\n",
449
+ " Attempting uninstall: gradio-client\n",
450
+ " Found existing installation: gradio_client 0.5.0\n",
451
+ " Uninstalling gradio_client-0.5.0:\n",
452
+ " Successfully uninstalled gradio_client-0.5.0\n",
453
+ " Attempting uninstall: gradio\n",
454
+ " Found existing installation: gradio 3.0\n",
455
+ " Uninstalling gradio-3.0:\n",
456
+ " Successfully uninstalled gradio-3.0\n",
457
+ "Successfully installed gradio-5.22.0 gradio-client-1.8.0\n"
458
+ ]
459
+ }
460
+ ],
461
+ "source": [
462
+ "!pip install --upgrade gradio"
463
+ ]
464
+ },
465
+ {
466
+ "cell_type": "code",
467
+ "execution_count": 31,
468
+ "id": "f43155f8",
469
+ "metadata": {},
470
+ "outputs": [
471
+ {
472
+ "name": "stdout",
473
+ "output_type": "stream",
474
+ "text": [
475
+ "Name: gradio\r\n",
476
+ "Version: 5.22.0\r\n",
477
+ "Summary: Python library for easily interacting with trained machine learning models\r\n",
478
+ "Home-page: https://github.com/gradio-app/gradio\r\n",
479
+ "Author: \r\n",
480
+ "Author-email: Abubakar Abid <gradio-team@huggingface.co>, Ali Abid <gradio-team@huggingface.co>, Ali Abdalla <gradio-team@huggingface.co>, Dawood Khan <gradio-team@huggingface.co>, Ahsen Khaliq <gradio-team@huggingface.co>, Pete Allen <gradio-team@huggingface.co>, Ömer Faruk Özdemir <gradio-team@huggingface.co>, Freddy A Boulton <gradio-team@huggingface.co>, Hannah Blair <gradio-team@huggingface.co>\r\n",
481
+ "License-Expression: Apache-2.0\r\n",
482
+ "Location: /Users/devudilip/miniforge3/lib/python3.12/site-packages\r\n",
483
+ "Requires: aiofiles, anyio, fastapi, ffmpy, gradio-client, groovy, httpx, huggingface-hub, jinja2, markupsafe, numpy, orjson, packaging, pandas, pillow, pydantic, pydub, python-multipart, pyyaml, ruff, safehttpx, semantic-version, starlette, tomlkit, typer, typing-extensions, uvicorn\r\n",
484
+ "Required-by: \r\n"
485
+ ]
486
+ }
487
+ ],
488
+ "source": [
489
+ "!pip show gradio"
490
+ ]
491
+ },
492
+ {
493
+ "cell_type": "code",
494
+ "execution_count": 33,
495
+ "id": "78a256f7",
496
+ "metadata": {},
497
+ "outputs": [
498
+ {
499
+ "name": "stderr",
500
+ "output_type": "stream",
501
+ "text": [
502
+ "Exception in thread Thread-90 (run):\n",
503
+ "Traceback (most recent call last):\n",
504
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/threading.py\", line 1075, in _bootstrap_inner\n",
505
+ " self.run()\n",
506
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/ipykernel/ipkernel.py\", line 766, in run_closure\n",
507
+ " _threading_Thread_run(self)\n",
508
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/threading.py\", line 1012, in run\n",
509
+ " self._target(*self._args, **self._kwargs)\n",
510
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/server.py\", line 66, in run\n",
511
+ " return asyncio.run(self.serve(sockets=sockets))\n",
512
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
513
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/asyncio/runners.py\", line 195, in run\n",
514
+ " return runner.run(main)\n",
515
+ " ^^^^^^^^^^^^^^^^\n",
516
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
517
+ " return self._loop.run_until_complete(task)\n",
518
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
519
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/asyncio/base_events.py\", line 691, in run_until_complete\n",
520
+ " return future.result()\n",
521
+ " ^^^^^^^^^^^^^^^\n",
522
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/server.py\", line 70, in serve\n",
523
+ " await self._serve(sockets)\n",
524
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/server.py\", line 77, in _serve\n",
525
+ " config.load()\n",
526
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/config.py\", line 427, in load\n",
527
+ " ws_protocol_class = import_from_string(WS_PROTOCOLS[self.ws])\n",
528
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
529
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/importer.py\", line 22, in import_from_string\n",
530
+ " raise exc from None\n",
531
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/importer.py\", line 19, in import_from_string\n",
532
+ " module = importlib.import_module(module_str)\n",
533
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
534
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/importlib/__init__.py\", line 90, in import_module\n",
535
+ " return _bootstrap._gcd_import(name[level:], package, level)\n",
536
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
537
+ " File \"<frozen importlib._bootstrap>\", line 1387, in _gcd_import\n",
538
+ " File \"<frozen importlib._bootstrap>\", line 1360, in _find_and_load\n",
539
+ " File \"<frozen importlib._bootstrap>\", line 1331, in _find_and_load_unlocked\n",
540
+ " File \"<frozen importlib._bootstrap>\", line 935, in _load_unlocked\n",
541
+ " File \"<frozen importlib._bootstrap_external>\", line 999, in exec_module\n",
542
+ " File \"<frozen importlib._bootstrap>\", line 488, in _call_with_frames_removed\n",
543
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/protocols/websockets/auto.py\", line 19, in <module>\n",
544
+ " from uvicorn.protocols.websockets.websockets_impl import WebSocketProtocol\n",
545
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/protocols/websockets/websockets_impl.py\", line 16, in <module>\n",
546
+ " from websockets.legacy.server import HTTPResponse\n",
547
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/websockets/legacy/server.py\", line 29, in <module>\n",
548
+ " from ..exceptions import (\n",
549
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/websockets/imports.py\", line 91, in __getattr__\n",
550
+ " \n",
551
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/websockets/imports.py\", line 28, in import_name\n",
552
+ " return getattr(module, name)\n",
553
+ " ^^^^^^^^^^^^^^^^^^^^\n",
554
+ "ModuleNotFoundError: No module named 'websockets.legacy.exceptions'\n",
555
+ "Exception in thread Thread-91 (run):\n",
556
+ "Traceback (most recent call last):\n",
557
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/threading.py\", line 1075, in _bootstrap_inner\n",
558
+ " self.run()\n",
559
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/ipykernel/ipkernel.py\", line 766, in run_closure\n",
560
+ " _threading_Thread_run(self)\n",
561
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/threading.py\", line 1012, in run\n",
562
+ " self._target(*self._args, **self._kwargs)\n",
563
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/server.py\", line 66, in run\n",
564
+ " return asyncio.run(self.serve(sockets=sockets))\n",
565
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
566
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/asyncio/runners.py\", line 195, in run\n",
567
+ " return runner.run(main)\n",
568
+ " ^^^^^^^^^^^^^^^^\n",
569
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
570
+ " return self._loop.run_until_complete(task)\n",
571
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
572
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/asyncio/base_events.py\", line 691, in run_until_complete\n",
573
+ " return future.result()\n",
574
+ " ^^^^^^^^^^^^^^^\n",
575
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/server.py\", line 70, in serve\n",
576
+ " await self._serve(sockets)\n",
577
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/server.py\", line 77, in _serve\n",
578
+ " config.load()\n",
579
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/config.py\", line 427, in load\n",
580
+ " ws_protocol_class = import_from_string(WS_PROTOCOLS[self.ws])\n",
581
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
582
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/importer.py\", line 22, in import_from_string\n",
583
+ " raise exc from None\n",
584
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/importer.py\", line 19, in import_from_string\n",
585
+ " module = importlib.import_module(module_str)\n",
586
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
587
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/importlib/__init__.py\", line 90, in import_module\n",
588
+ " return _bootstrap._gcd_import(name[level:], package, level)\n",
589
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
590
+ " File \"<frozen importlib._bootstrap>\", line 1387, in _gcd_import\n",
591
+ " File \"<frozen importlib._bootstrap>\", line 1360, in _find_and_load\n",
592
+ " File \"<frozen importlib._bootstrap>\", line 1331, in _find_and_load_unlocked\n",
593
+ " File \"<frozen importlib._bootstrap>\", line 935, in _load_unlocked\n",
594
+ " File \"<frozen importlib._bootstrap_external>\", line 999, in exec_module\n",
595
+ " File \"<frozen importlib._bootstrap>\", line 488, in _call_with_frames_removed\n",
596
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/protocols/websockets/auto.py\", line 19, in <module>\n",
597
+ " from uvicorn.protocols.websockets.websockets_impl import WebSocketProtocol\n",
598
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/protocols/websockets/websockets_impl.py\", line 16, in <module>\n",
599
+ " from websockets.legacy.server import HTTPResponse\n",
600
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/websockets/legacy/server.py\", line 29, in <module>\n",
601
+ " from ..exceptions import (\n",
602
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/websockets/imports.py\", line 91, in __getattr__\n",
603
+ " \n",
604
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/websockets/imports.py\", line 28, in import_name\n",
605
+ " return getattr(module, name)\n",
606
+ " ^^^^^^^^^^^^^^^^^^^^\n",
607
+ "ModuleNotFoundError: No module named 'websockets.legacy.exceptions'\n",
608
+ "Exception in thread Thread-92 (run):\n",
609
+ "Traceback (most recent call last):\n",
610
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/threading.py\", line 1075, in _bootstrap_inner\n",
611
+ " self.run()\n",
612
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/ipykernel/ipkernel.py\", line 766, in run_closure\n",
613
+ " _threading_Thread_run(self)\n",
614
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/threading.py\", line 1012, in run\n",
615
+ " self._target(*self._args, **self._kwargs)\n",
616
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/server.py\", line 66, in run\n",
617
+ " return asyncio.run(self.serve(sockets=sockets))\n",
618
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
619
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/asyncio/runners.py\", line 195, in run\n",
620
+ " return runner.run(main)\n",
621
+ " ^^^^^^^^^^^^^^^^\n",
622
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
623
+ " return self._loop.run_until_complete(task)\n",
624
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
625
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/asyncio/base_events.py\", line 691, in run_until_complete\n",
626
+ " return future.result()\n",
627
+ " ^^^^^^^^^^^^^^^\n",
628
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/server.py\", line 70, in serve\n",
629
+ " await self._serve(sockets)\n",
630
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/server.py\", line 77, in _serve\n",
631
+ " config.load()\n",
632
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/config.py\", line 427, in load\n",
633
+ " ws_protocol_class = import_from_string(WS_PROTOCOLS[self.ws])\n",
634
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
635
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/importer.py\", line 22, in import_from_string\n",
636
+ " raise exc from None\n",
637
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/importer.py\", line 19, in import_from_string\n",
638
+ " module = importlib.import_module(module_str)\n",
639
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
640
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/importlib/__init__.py\", line 90, in import_module\n",
641
+ " return _bootstrap._gcd_import(name[level:], package, level)\n",
642
+ " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
643
+ " File \"<frozen importlib._bootstrap>\", line 1387, in _gcd_import\n",
644
+ " File \"<frozen importlib._bootstrap>\", line 1360, in _find_and_load\n",
645
+ " File \"<frozen importlib._bootstrap>\", line 1331, in _find_and_load_unlocked\n",
646
+ " File \"<frozen importlib._bootstrap>\", line 935, in _load_unlocked\n",
647
+ " File \"<frozen importlib._bootstrap_external>\", line 999, in exec_module\n",
648
+ " File \"<frozen importlib._bootstrap>\", line 488, in _call_with_frames_removed\n",
649
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/protocols/websockets/auto.py\", line 19, in <module>\n",
650
+ " from uvicorn.protocols.websockets.websockets_impl import WebSocketProtocol\n",
651
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/uvicorn/protocols/websockets/websockets_impl.py\", line 16, in <module>\n",
652
+ " from websockets.legacy.server import HTTPResponse\n",
653
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/websockets/legacy/server.py\", line 29, in <module>\n",
654
+ " from ..exceptions import (\n",
655
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/websockets/imports.py\", line 91, in __getattr__\n",
656
+ " \n",
657
+ " File \"/Users/devudilip/miniforge3/lib/python3.12/site-packages/websockets/imports.py\", line 28, in import_name\n",
658
+ " return getattr(module, name)\n",
659
+ " ^^^^^^^^^^^^^^^^^^^^\n",
660
+ "ModuleNotFoundError: No module named 'websockets.legacy.exceptions'\n"
661
+ ]
662
+ },
663
+ {
664
+ "ename": "KeyboardInterrupt",
665
+ "evalue": "",
666
+ "output_type": "error",
667
+ "traceback": [
668
+ "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
669
+ "\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)",
670
+ "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[33]\u001b[39m\u001b[32m, line 12\u001b[39m\n\u001b[32m 4\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mHello, \u001b[39m\u001b[33m\"\u001b[39m + name + \u001b[33m\"\u001b[39m\u001b[33m!\u001b[39m\u001b[33m\"\u001b[39m * \u001b[38;5;28mint\u001b[39m(intensity)\n\u001b[32m 6\u001b[39m demo = gr.Interface(\n\u001b[32m 7\u001b[39m fn=greet,\n\u001b[32m 8\u001b[39m inputs=[\u001b[33m\"\u001b[39m\u001b[33mtext\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mslider\u001b[39m\u001b[33m\"\u001b[39m],\n\u001b[32m 9\u001b[39m outputs=[\u001b[33m\"\u001b[39m\u001b[33mtext\u001b[39m\u001b[33m\"\u001b[39m],\n\u001b[32m 10\u001b[39m )\n\u001b[32m---> \u001b[39m\u001b[32m12\u001b[39m \u001b[43mdemo\u001b[49m\u001b[43m.\u001b[49m\u001b[43mlaunch\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
671
+ "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/lib/python3.12/site-packages/gradio/blocks.py:2604\u001b[39m, in \u001b[36mBlocks.launch\u001b[39m\u001b[34m(self, inline, inbrowser, share, debug, max_threads, auth, auth_message, prevent_thread_lock, show_error, server_name, server_port, height, width, favicon_path, ssl_keyfile, ssl_certfile, ssl_keyfile_password, ssl_verify, quiet, show_api, allowed_paths, blocked_paths, root_path, app_kwargs, state_session_capacity, share_server_address, share_server_protocol, share_server_tls_certificate, auth_dependency, max_file_size, enable_monitoring, strict_cors, node_server_name, node_port, ssr_mode, pwa, _frontend)\u001b[39m\n\u001b[32m 2596\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 2597\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mgradio\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m http_server\n\u001b[32m 2599\u001b[39m (\n\u001b[32m 2600\u001b[39m server_name,\n\u001b[32m 2601\u001b[39m server_port,\n\u001b[32m 2602\u001b[39m local_url,\n\u001b[32m 2603\u001b[39m server,\n\u001b[32m-> \u001b[39m\u001b[32m2604\u001b[39m ) = \u001b[43mhttp_server\u001b[49m\u001b[43m.\u001b[49m\u001b[43mstart_server\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 2605\u001b[39m \u001b[43m \u001b[49m\u001b[43mapp\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mapp\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2606\u001b[39m \u001b[43m \u001b[49m\u001b[43mserver_name\u001b[49m\u001b[43m=\u001b[49m\u001b[43mserver_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2607\u001b[39m \u001b[43m \u001b[49m\u001b[43mserver_port\u001b[49m\u001b[43m=\u001b[49m\u001b[43mserver_port\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2608\u001b[39m \u001b[43m \u001b[49m\u001b[43mssl_keyfile\u001b[49m\u001b[43m=\u001b[49m\u001b[43mssl_keyfile\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2609\u001b[39m \u001b[43m \u001b[49m\u001b[43mssl_certfile\u001b[49m\u001b[43m=\u001b[49m\u001b[43mssl_certfile\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2610\u001b[39m \u001b[43m \u001b[49m\u001b[43mssl_keyfile_password\u001b[49m\u001b[43m=\u001b[49m\u001b[43mssl_keyfile_password\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2611\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 2612\u001b[39m \u001b[38;5;28mself\u001b[39m.server_name = server_name\n\u001b[32m 2613\u001b[39m \u001b[38;5;28mself\u001b[39m.local_url = local_url\n",
672
+ "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/lib/python3.12/site-packages/gradio/http_server.py:151\u001b[39m, in \u001b[36mstart_server\u001b[39m\u001b[34m(app, server_name, server_port, ssl_keyfile, ssl_certfile, ssl_keyfile_password)\u001b[39m\n\u001b[32m 141\u001b[39m reloader = SourceFileReloader(\n\u001b[32m 142\u001b[39m app=app,\n\u001b[32m 143\u001b[39m watch_dirs=GRADIO_WATCH_DIRS,\n\u001b[32m (...)\u001b[39m\u001b[32m 148\u001b[39m watch_module=sys.modules[\u001b[33m\"\u001b[39m\u001b[33m__main__\u001b[39m\u001b[33m\"\u001b[39m],\n\u001b[32m 149\u001b[39m )\n\u001b[32m 150\u001b[39m server = Server(config=config, reloader=reloader)\n\u001b[32m--> \u001b[39m\u001b[32m151\u001b[39m \u001b[43mserver\u001b[49m\u001b[43m.\u001b[49m\u001b[43mrun_in_thread\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 152\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 153\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mOSError\u001b[39;00m, ServerFailedToStartError):\n",
673
+ "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/lib/python3.12/site-packages/gradio/http_server.py:58\u001b[39m, in \u001b[36mServer.run_in_thread\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 56\u001b[39m start = time.time()\n\u001b[32m 57\u001b[39m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m.started:\n\u001b[32m---> \u001b[39m\u001b[32m58\u001b[39m \u001b[43mtime\u001b[49m\u001b[43m.\u001b[49m\u001b[43msleep\u001b[49m\u001b[43m(\u001b[49m\u001b[32;43m1e-3\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 59\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m time.time() - start > \u001b[32m5\u001b[39m:\n\u001b[32m 60\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m ServerFailedToStartError(\n\u001b[32m 61\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mServer failed to start. Please check that the port is available.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 62\u001b[39m )\n",
674
+ "\u001b[31mKeyboardInterrupt\u001b[39m: "
675
+ ]
676
+ }
677
+ ],
678
+ "source": [
679
+ "import gradio as gr\n",
680
+ "\n",
681
+ "def greet(name, intensity):\n",
682
+ " return \"Hello, \" + name + \"!\" * int(intensity)\n",
683
+ "\n",
684
+ "demo = gr.Interface(\n",
685
+ " fn=greet,\n",
686
+ " inputs=[\"text\", \"slider\"],\n",
687
+ " outputs=[\"text\"],\n",
688
+ ")\n",
689
+ "\n",
690
+ "demo.launch()"
691
  ]
692
  },
693
  {
694
  "cell_type": "code",
695
  "execution_count": null,
696
+ "id": "74837fee",
697
+ "metadata": {},
698
+ "outputs": [],
699
+ "source": []
700
+ },
701
+ {
702
+ "cell_type": "code",
703
+ "execution_count": null,
704
+ "id": "f61cb7c0",
705
  "metadata": {},
706
  "outputs": [],
707
  "source": []
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