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authorKapileshwar Singh <kapileshwar.singh@arm.com>2015-11-27 16:04:34 +0000
committerKapileshwar Singh <kapileshwar.singh@arm.com>2015-11-27 17:58:25 +0000
commit14f09f40a09a9643d966af5dcbb0db845ee3df30 (patch)
tree2cd773087c1a5e3054897f5dd5b2d810896aebbf /doc
parent14d1d673e326c6896ab0322a4e34f9c7cfffd13c (diff)
downloadtrappy-14f09f40a09a9643d966af5dcbb0db845ee3df30.tar.gz
doc: Add documentation for signals in Plotter
Signed-off-by: Kapileshwar Singh <kapileshwar.singh@arm.com>
Diffstat (limited to 'doc')
-rw-r--r--doc/Plotter.ipynb101
1 files changed, 96 insertions, 5 deletions
diff --git a/doc/Plotter.ipynb b/doc/Plotter.ipynb
index fe7ee3e..eeebc82 100644
--- a/doc/Plotter.ipynb
+++ b/doc/Plotter.ipynb
@@ -1,7 +1,23 @@
{
"metadata": {
- "name": "",
- "signature": "sha256:b6c486e4f9caa7eb47cfbcdf3abe3a4bb4b7edcb5e2c8761f1f6773304a724ca"
+ "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": "2.7.6"
+ },
+ "name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
@@ -33,7 +49,7 @@
]
}
],
- "prompt_number": 4
+ "prompt_number": 1
},
{
"cell_type": "code",
@@ -53,7 +69,7 @@
"language": "python",
"metadata": {},
"outputs": [],
- "prompt_number": 5
+ "prompt_number": 4
},
{
"cell_type": "code",
@@ -68,7 +84,46 @@
"language": "python",
"metadata": {},
"outputs": [],
- "prompt_number": 6
+ "prompt_number": 5
+ },
+ {
+ "cell_type": "heading",
+ "level": 1,
+ "metadata": {},
+ "source": [
+ "Usage of Signals"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "A signal is a string which represents a combination of a TRAPpy event and a column. The format of the signal is, \"event_name:column\". e.g, thermal:temp. \n",
+ "\n",
+ "The Plotter API can accept either a list of signals as an input or a combination of templates and columns. Here is an example on how to use signals:\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ " l = trappy.LinePlot(run1, signals=[\"thermal:temp\"])\n",
+ " l.view()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "display_data",
+ "png": 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opsgHQiEbCOc/+TAfOKDkrl2VO2aMfK1aGV0WioH//exwDxoky44dcgwZotxJ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\nQP2wml0AECqnn2FfZ9xuxbzzjpKGDFFahw6KWbZMnp49VfH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+ "text": [
+ "<matplotlib.figure.Figure at 0x7f5009302190>"
+ ]
+ }
+ ],
+ "prompt_number": 9
},
{
"cell_type": "heading",
@@ -331,6 +386,42 @@
}
],
"prompt_number": 14
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Here is the same plot using signals:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ " l = trappy.LinePlot(\n",
+ " run1,\n",
+ " signals=[\"cpu_in_power:dynamic_power\",\n",
+ " \"cpu_in_power:load1\"],\n",
+ " filters={\n",
+ " \"cdev_state\": [\n",
+ " 1,\n",
+ " 0]},\n",
+ " pivot=\"cpus\")\n",
+ " l.view()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "display_data",
+ "png": 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F9PR0pk+fbjc2VVXtfgae2MZr8Tlu27aNTp068dlnn+Hj48OFCxfo1asXeXl5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EzMqvPm+VNIjo46eiS11tZiRlJgkrmRofX0gGia52AoCYlagCwkfUKlNei6h0EobMcvj6T1gcpq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\nOlW5yFpVWcg6JfQXZUl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+ "text": [
+ "<matplotlib.figure.Figure at 0x7f5008fd6fd0>"
+ ]
+ }
+ ],
+ "prompt_number": 13
}
],
"metadata": {}