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@coroa
Created August 14, 2019 12:43
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Snakemake graphviz nearest-neighbour filter
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{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import pygraphviz as pgv"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
"import subprocess as sp\n",
"from IPython.display import Image"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"cd vres/workflows/pypsa-eur\n",
"!snakemake --rulegraph > rulegraph.dot"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [],
"source": [
"g = pgv.AGraph(\"rulegraph.dot\")"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"def find_node(g, label):\n",
" for n in g.nodes():\n",
" if n.attr['label'] == label:\n",
" return n\n",
" else:\n",
" raise KeyError(\"label\")"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"n = find_node(g, \"add_electricity\")"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"g.remove_nodes_from(set(g.nodes()) - {n} - set(g.predecessors(n)) - set(g.successors(n)))"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"g.write(\"add_electricity.dot\")"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"g.layout(prog='dot')\n",
"Image(data=sp.run(['dot', '-Tpng'], input=g.draw(), stdout=sp.PIPE).stdout)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:graphviz]",
"language": "python",
"name": "conda-env-graphviz-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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