Skip to content

Instantly share code, notes, and snippets.

@clintval
Created August 28, 2017 16:59
Show Gist options
  • Save clintval/61eb45ebf57515c52fb54d2de7e2630b to your computer and use it in GitHub Desktop.
Save clintval/61eb45ebf57515c52fb54d2de7e2630b to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from IPython.display import Image, display\n",
"\n",
"def viewPydot(pdot):\n",
" display(Image(pdot.create_png()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Multi Pipeline\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAg8AAAIHCAYAAAAYdr/PAAAABmJLR0QA/wD/AP+gvaeTAAAgAElE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\nZ0gbIQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pydot\n",
"\n",
"graph = pydot.Dot(graph_type='graph')\n",
"\n",
"nodes = [\n",
" pydot.Node(\n",
" name='n1',\n",
" shape='box',\n",
" label=(\n",
"\"picard CheckIlluminaDirectory\\l\"\n",
"\"\\tVALIDATION_STRINGENCY=SILENT\\l\"\n",
"\"\\tCREATE_INDEX=true\\l\"\n",
"\"\\tBASECALLS_DIR=./basecalling/barcodes.[n]\\l\"\n",
"\"\\tLANE=[n]\\l\"\n",
"\"\\tREAD_STRUCTURE=[read_structure]\\l\"\n",
"\"\\tOUTPUT=./basecalling/basecalling.lane-[n].metrics.txt\\l\")),\n",
" \n",
" pydot.Node(\n",
" name='n2',\n",
" shape='box',\n",
" label=(\n",
"\"picard CollectIlluminaLaneMetrics\\l\"\n",
"\"\\tVALIDATION_STRINGENCY=SILENT\\l\"\n",
"\"\\tCREATE_INDEX=true\\l\"\n",
"\"\\tRUN_DIRECTORY=./input\\l\"\n",
"\"\\tOUTPUT_DIRECTORY=./input/Data/Intensities/Basecalls\\l\"\n",
"\"\\tOUTPUT_PREFIX=HHJWLBGX2\\l\")),\n",
" \n",
" pydot.Node(\n",
" name='n3',\n",
" shape='box',\n",
" label=(\n",
"\"picard ExtractIlluminaBarcodes\\l\"\n",
"\"\\tVALIDATION_STRINGENCY=SILENT\\l\"\n",
"\"\\tCREATE_INDEX=true\\l\"\n",
"\"\\tRUN_DIRECTORY=./input\\l\"\n",
"\"\\tOUTPUT_DIRECTORY=./input/Data/Intensities/Basecalls\\l\"\n",
"\"\\tOUTPUT_PREFIX=HHJWLBGX2\\l\"))\n",
" \n",
"]\n",
"\n",
"for node in nodes:\n",
" graph.add_node(node)\n",
"\n",
"\n",
"for i in range(0, len(nodes) - 1):\n",
" graph.add_edge(pydot.Edge(nodes[i], nodes[i + 1], splines='ortho'))\n",
"\n",
"viewPydot(graph)"
]
}
],
"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": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment