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@minrk
Created April 4, 2012 04:54
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{
"metadata": {
"name": "cleartest"
},
"nbformat": 3,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.core.display import clear_output",
"for i in range(10):",
" time.sleep(0.25)",
" clear_output()",
" time.sleep(0.25)",
" print i",
" sys.stdout.flush()",
"",
"print 2",
"print 3"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"9"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2",
"3"
]
}
],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython import parallel",
"rc = parallel.Client()",
"view = rc.load_balanced_view()",
"",
"amr = view.map_async(time.sleep, [0.5]*100)",
"",
"amr.wait_interactive()"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 100/100 tasks finished after 12 s"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"",
"done"
]
}
],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"",
"Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].",
"For more information, type 'help(pylab)'."
]
}
],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.special import jn",
"x = linspace(0,5)",
"for n in range(1,10):",
" time.sleep(1)",
" clear_output()",
" plot(x, jn(x,n))",
" display(gcf())",
"plt.close()"
],
"language": "python",
"outputs": [
{
"output_type": "display_data",
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F0OnEaETHjsCKFSYwQKMBfvwR+PprcRN03jxRja0UZ0kSay+vxXL/5fjhpR8wvs14Exhc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0AAAH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\n/w+gjiJbLsqjRQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1119c4a50>"
]
}
],
"prompt_number": 68
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
""
],
"language": "python",
"outputs": []
}
]
}
]
}
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