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authorJavi Merino <javi.merino@arm.com>2016-06-17 20:36:15 +0100
committerJavi Merino <javi.merino@arm.com>2016-07-04 17:54:10 +0100
commit2cc3c48095950dd429ad5bc896b7e2928e29c6af (patch)
tree60208f6461e9854723c1d51ed9024f85ca012719 /doc
parentb071d5194d47e0db2f9b9bff21d67a0602ee0722 (diff)
downloadtrappy-2cc3c48095950dd429ad5bc896b7e2928e29c6af.tar.gz
doc: Document the new "colors" parameter to the plotter
Diffstat (limited to 'doc')
-rw-r--r--doc/Plotter.ipynb41
1 files changed, 37 insertions, 4 deletions
diff --git a/doc/Plotter.ipynb b/doc/Plotter.ipynb
index ea88f13..c06f631 100644
--- a/doc/Plotter.ipynb
+++ b/doc/Plotter.ipynb
@@ -438,6 +438,39 @@
"prompt_number": 14
},
{
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "`color` can be used to specify different colors for the lines. For instance, to make the lines dark grey and dark blue you can do:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "trappy.LinePlot([trace1, trace2],\n",
+ " trappy.cpu_power.CpuOutPower,\n",
+ " column=\"power\",\n",
+ " pivot=\"cpus\",\n",
+ " map_label=map_label,\n",
+ " colors=[[69, 69, 69], [0, 0, 0xc8]],\n",
+ " ).view()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "display_data",
+ "png": 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XX/+mdClEREREJAnVjtlhX+iG5+uvf8PLL5/H8ePd4OnJdjiR0nguto7bhohIedU5F/Nf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\noEaNGnKXQVRl/heyc7yaBWY++QAAAABJRU5ErkJggg==\n",
+ "text": [
+ "<matplotlib.figure.Figure at 0x7fb6b614cb50>"
+ ]
+ }
+ ],
+ "prompt_number": 15
+ },
+ {
"cell_type": "heading",
"level": 1,
"metadata": {},
@@ -467,7 +500,7 @@
]
}
],
- "prompt_number": 15
+ "prompt_number": 16
},
{
"cell_type": "heading",
@@ -497,7 +530,7 @@
]
}
],
- "prompt_number": 16
+ "prompt_number": 17
},
{
"cell_type": "markdown",
@@ -526,7 +559,7 @@
]
}
],
- "prompt_number": 17
+ "prompt_number": 18
},
{
"cell_type": "heading",
@@ -562,7 +595,7 @@
]
}
],
- "prompt_number": 18
+ "prompt_number": 19
}
],
"metadata": {}