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@mani3
Last active December 10, 2019 07:03
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Load image in Swift for TensorFlow
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('inline', 'module://ipykernel.pylab.backend_inline')\n"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import TensorFlow\n",
"import Python\n",
"%include \"EnableIPythonDisplay.swift\"\n",
"IPythonDisplay.shell.enable_matplotlib(\"inline\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(128, 128, 3)\r\n"
]
},
{
"data": {
"image/png": 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/qMLCkoo0yI+c7q0rCkwJmIW2AGwnN7toMkOvoKSZLysEkkCyNbEqhwdi7fYv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\nQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"None\n"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"let PIL = Python.import(\"PIL\")\n",
"let np = Python.import(\"numpy\")\n",
"let plt = Python.import(\"matplotlib.pyplot\")\n",
"\n",
"var image = PIL.Image.open(\"rena_crop.png\").convert(\"RGB\")\n",
"image = np.array(image)\n",
"print(image.shape)\n",
"plt.imshow(image)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Swift",
"language": "swift",
"name": "swift"
},
"language_info": {
"file_extension": ".swift",
"mimetype": "text/x-swift",
"name": "swift",
"version": ""
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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