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@alexlib
Last active October 12, 2016 16:42
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Another example of using `postptv` package from the OpenPTV software repository. This time it demonstrates the use of the generator instead of a list to keep the very long lists of trajectories.
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{
"metadata": {
"name": "",
"signature": "sha256:dc26ae0ecb1f78aad337fcc4528ef28b64446fe04d1c2cec7ed2fe6e83b96ef9"
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"worksheets": [
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"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"# %loadpy PTVpost.py"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 64
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from matplotlib import pyplot\n",
"import sys, os\n",
"sys.path.insert(0,'/Users/alex/Documents/OpenPTV/postptv/')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 65
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from flowtracks.io import iter_trajectories_ptvis # note use of the iterator rather than a list implementation\n",
"import timeit\n",
"import numpy as np"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 66
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#----parameters\n",
"inName = \"../PTV/ptv_is.%d\" # the directory with the input files\n",
"traj_min_len = 15# 40 # Trajectories longer than fixed frames, according to mean velocity. 8mm\n",
"\n",
"#----cal traj.\n",
"timer_start = timeit.default_timer()\n",
"trajects = iter_trajectories_ptvis(inName, first=10001, last=10019, traj_min_len=traj_min_len)\n",
"timer_end = timeit.default_timer()\n",
"print 'Elapsed time = ',round((timer_end-timer_start),5), ' sec'"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Elapsed time = 0.00014 sec\n"
]
}
],
"prompt_number": 67
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"pyplot.figure(figsize = (12, 10))\n",
"ntraj = 0\n",
"for tr in trajects: # generate one trajectory per loop call\n",
" pos = tr.pos()\n",
" trajX = pos[:,0]\n",
" trajY = pos[:,1]\n",
" pyplot.plot(trajX, trajY, '-')\n",
" ntraj += 1\n",
"\n",
"# pyplot.show() \n",
"print('total number of trajectories %d') % (ntraj)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"total number of trajectories 161\n"
]
},
{
"metadata": {},
"output_type": "display_data",
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Yo5G/p6RwTUCAp0sSbv+9Mc6xY8eYOnUqM2fOpHv37p4uTQghLondDtOmqaE7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\nE6mAi4iIiIg40f8HmnVvpYtgxEQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x19dfe5b0>"
]
}
],
"prompt_number": 68
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Important note, if you want to process some other data, e.g. velocities, you have to restart\n",
"# the function call\n",
"# trajects = iter_trajectories_ptvis(inName, first=10001, last=10019, traj_min_len=traj_min_len)\n",
"# as the previous one run through all the trajectories and stopped at the last one. There is no way\n",
"# to rewind the function. The solutions are:\n",
"# 1. convert iterator to the list of data you need, e.g. positions, velocities in one single loop\n",
"# 2. keep a copy to the iterator using itertools.tee - https://docs.python.org/2/library/itertools.html#itertools.tee"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 69
}
],
"metadata": {}
}
]
}
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