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@mcg1969
Created August 17, 2016 13:38
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{
"cells": [
{
"cell_type": "code",
"execution_count": 481,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import inspect\n",
"from dask.async import get_sync\n",
"from dask.base import tokenize, visualize"
]
},
{
"cell_type": "code",
"execution_count": 482,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def f(x, y, z):\n",
" return x + y, y + z"
]
},
{
"cell_type": "code",
"execution_count": 483,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"ArgSpec(args=['x', 'y', 'z'], varargs=None, keywords=None, defaults=None)"
]
},
"execution_count": 483,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"inspect.getargspec(f)"
]
},
{
"cell_type": "code",
"execution_count": 549,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def grab(*args):\n",
" return args\n",
"def tabler(*outputs):\n",
" def decorator(func):\n",
" n = len(outputs)\n",
" inputs = inspect.getargspec(func)[0]\n",
" print('Name: %s' % (func.__name__,))\n",
" print('Inputs: %s' % (' '.join(inputs)))\n",
" print('Outputs: %s' % (' '.join(outputs)))\n",
" def calc(table):\n",
" res = (func,) + tuple(inputs)\n",
" if len(outputs) == 1:\n",
" table[outputs[0]] = res\n",
" else:\n",
" nm = '@%s-%s' % (func.__name__,tokenize(res))\n",
" table[nm] = res\n",
" def extract(res, k):\n",
" return res[k]\n",
" table.update({out: (extract, nm, k) for k, out in enumerate(outputs)})\n",
" return table\n",
" return calc\n",
" return decorator"
]
},
{
"cell_type": "code",
"execution_count": 550,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Name: f\n",
"Inputs: x y z\n",
"Outputs: o1 o2\n"
]
}
],
"source": [
"@tabler('o1', 'o2')\n",
"def f(x, y, z):\n",
" print('Inside f: (%r, %r, %r)' % (x, y, z))\n",
" return x + y, y + z"
]
},
{
"cell_type": "code",
"execution_count": 551,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"table = {'x': 1, 'y': 2, 'z': 3}"
]
},
{
"cell_type": "code",
"execution_count": 552,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'@f-5afb5a10404482eda0ba2ad54095ad2c': (<function __main__.f>, 'x', 'y', 'z'),\n",
" 'o1': (<function __main__.extract>, '@f-5afb5a10404482eda0ba2ad54095ad2c', 0),\n",
" 'o2': (<function __main__.extract>, '@f-5afb5a10404482eda0ba2ad54095ad2c', 1),\n",
" 'x': 1,\n",
" 'y': 2,\n",
" 'z': 3}"
]
},
"execution_count": 552,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f(table)"
]
},
{
"cell_type": "code",
"execution_count": 553,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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JDAjc8kqQRTy5l6GowilSv3KSZbzthbeV2zGvJDodOnTIrViyrpuR0Q+TpexH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\nYEWrHVMEkovA/wN04ntSqDm4JgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 553,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"visualize(table)"
]
},
{
"cell_type": "code",
"execution_count": 554,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"table['outputs'] = (grab, 'o1', 'o2')"
]
},
{
"cell_type": "code",
"execution_count": 555,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Wf+aRRx7heCqI0IYVHhFHIiA9E0eaLYTSmNBEwKKePXuGOKv3IewlQqAmhCUQ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\nAElFTkSuQmCC\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 555,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"visualize(table)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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