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@hmaarrfk
Created June 30, 2018 19:35
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This shows an example of how dask can be extended to take arrays of objects as tasks"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.18.1+15.g04aa145f\n"
]
}
],
"source": [
"\n",
"from dask import delayed, visualize, compute\n",
"import dask\n",
"import numpy as np\n",
"\n",
"print(dask.__version__)\n",
"a = delayed(5)\n",
"b = delayed(2)\n",
"c = a + b\n",
"d = b * a\n",
"\n",
"import numpy as np\n",
"my_list = [[a, b], [c, d]]\n",
"my_dict = {0:{'a':a, 'b':b}, 1:{'c':c, 'd':d}}\n",
"my_arr = np.asarray(my_list)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"([[5, 2], [7, 10]],)\n",
"({0: {'a': 5, 'b': 2}, 1: {'c': 7, 'd': 10}},)\n",
"(array([[ 5, 2],\n",
" [ 7, 10]]),)\n"
]
}
],
"source": [
"print(compute(my_list))\n",
"print(compute(my_dict))\n",
"print(compute(my_arr))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"visualize(delayed(my_list))\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"visualize(delayed(my_arr))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"visualize(delayed(my_dict))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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