Skip to content

Instantly share code, notes, and snippets.

@jmMAGALLANES
Created February 4, 2014 18:31
Show Gist options
  • Save jmMAGALLANES/8809499 to your computer and use it in GitHub Desktop.
Save jmMAGALLANES/8809499 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Part I (simple computing)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute and display the sum of the first 1000 integers."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import time\n",
"\n",
"#saving start time\n",
"start1=time.time() \n",
"\n",
"#initializing CONSTANTS\n",
"TOP1=1000\n",
"\n",
"#initializing variables\n",
"sum1000_first_integers = 0\n",
"current_integer = 1\n",
"\n",
"#computation\n",
"while current_integer <= TOP1:\n",
" sum1000_first_integers += current_integer\n",
" current_integer +=1\n",
"\n",
"#saving end time\n",
"end1=time.time() \n",
"\n",
"#printing numbers with commas\n",
"print 'Sum of first {:,} integers:{:,}'.format(TOP1,sum1000_first_integers)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Sum of first 1,000 integers:500,500\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Repeat for the first $10^5$ integers."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#saving start time\n",
"start2=time.time()\n",
"\n",
"#initializing CONSTANTS\n",
"TOP2=100000\n",
"\n",
"#initializing variables\n",
"sum100000_first_integers = 0\n",
"current_integer = 1\n",
"\n",
"#computation\n",
"while current_integer <= TOP2:\n",
" sum100000_first_integers += current_integer\n",
" current_integer +=1\n",
"\n",
"#saving end time\n",
"end2=time.time()\n",
"\n",
"#printing numbers with commas\n",
"print 'Sum of first {:,} integers:{:,}'.format(TOP2,sum100000_first_integers)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Sum of first 100,000 integers:5,000,050,000\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"###THIRD CODE - Alternative to second part iterators\n",
"\n",
"#saving start time\n",
"start3=time.time()\n",
"\n",
"#initializing CONSTANT\n",
"START=1\n",
"TOP3=100000\n",
"\n",
"new_sum100000_first_integers=sum(xrange(START,TOP3+1)) #using iterator xrange\n",
"\n",
"#saving end time\n",
"end3=time.time()\n",
"\n",
"#printing numbers with commas\n",
"print 'Sum of first {:,} integers:{:,}'.format(TOP3,new_sum100000_first_integers)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Sum of first 100,000 integers:5,000,050,000\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"###Some performance measures:\n",
"print \"First program took %g seconds\"%(end1-start1)\n",
"print \"Second program took %g seconds\"%(end2-start2)\n",
"print \"Variation to Second program took %g seconds\"%(end3-start3)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"First program took 0.00081706 seconds\n",
"Second program took 0.039993 seconds\n",
"Variation to Second program took 0.00164914 seconds\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"\n",
"\n",
"\n",
"Part II (Simple statistics)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute and display the average and (unbiased) standard deviation of the first 1000 integers."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from math import sqrt\n",
"\n",
"#computing mean\n",
"mean_sum1000=float(sum1000_first_integers)/(TOP1)\n",
"\n",
"#saving start time\n",
"start4=time.time()\n",
"\n",
"#initializing variables\n",
"sum_deviation_from_mean_squared=0\n",
"current_integer=1\n",
"\n",
"#computation\n",
"while current_integer<= TOP1:\n",
" sum_deviation_from_mean_squared+=(current_integer-mean_sum1000)**2\n",
" current_integer+=1\n",
"standard_dev_sum1000=sqrt(sum_deviation_from_mean_squared/(TOP1-1))\n",
"\n",
"#saving end time\n",
"end4=time.time()\n",
"\n",
"#printing numbers with commas\n",
"print 'Average of {:,} first integers:{:,}'.format(TOP1,mean_sum1000)\n",
"print 'Standard Deviation of {:,} first integers:{:,.2f}'.format(TOP1,standard_dev_sum1000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Average of 1,000 first integers:500.5\n",
"Standard Deviation of 1,000 first integers:288.82\n"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Repeat for the first $10^5$ integers."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#computing mean\n",
"mean_sum100000=float(sum100000_first_integers)/(TOP2)\n",
"\n",
"#saving starting time\n",
"start5=time.time()\n",
"\n",
"#initializing variables\n",
"sum_deviation_from_mean_squared=0\n",
"current_integer=1\n",
"\n",
"#computation\n",
"while current_integer<= TOP2:\n",
" sum_deviation_from_mean_squared+=(current_integer-mean_sum100000)**2\n",
" current_integer+=1\n",
"standard_dev_sum100000=sqrt(sum_deviation_from_mean_squared/(TOP2-1))\n",
"\n",
"#saving end time\n",
"end5=time.time()\n",
"\n",
"#printing numbers with commas\n",
"print 'Average of {:,} first integers:{:,}'.format(TOP2,mean_sum100000)\n",
"print 'Standard Deviation of {:,} first integers:{:,.2f}'.format(TOP2,standard_dev_sum100000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Average of 100,000 first integers:50,000.5\n",
"Standard Deviation of 100,000 first integers:28,867.66\n"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"###THIRD CODE - Alternative to second part using iterators and generators\n",
"\n",
"#saving starting time\n",
"start6=time.time()\n",
"\n",
"#using generator to produce deviations\n",
"stddev2=sqrt(sum((value-mean_sum100000)**2 for value in xrange(1,100001))/(TOP2-1)) #xrange iterator \n",
"\n",
"#saving end time\n",
"end6=time.time()\n",
"\n",
"#printing numbers with commas\n",
"print 'Standard Deviation of {:,} first integers:{:,.2f}'.format(TOP2,stddev2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Standard Deviation of 100,000 first integers:28,867.66\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"###Some performance measures:\n",
"print \"First program took %g seconds to compute Std Dev\"%(end4-start4)\n",
"print \"Second program took %g seconds to compute Std Dev\"%(end5-start5)\n",
"print \"Variation to program took %g seconds to compute Std Dev\"%(end6-start6)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"First program took 0.001441 seconds to compute Std Dev\n",
"Second program took 0.06584 seconds to compute Std Dev\n",
"Variation to program took 0.032253 seconds to compute Std Dev\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Part III (Array)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Instantiate an array of size 1000, fill it with the first 1000 integers,and then compute the average value and standard deviation by summation."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from array import array #for using arrays (instead of lists - collections)\n",
"import sys\n",
"import time\n",
"\n",
"#saving starting time\n",
"startA=time.time()\n",
"\n",
"#creating array\n",
"array1000=array('l', range(1,TOP1+1))\n",
"\n",
"#initializing variables\n",
"sum_array1000=0\n",
"sum_deviations_squared=0\n",
"\n",
"#computation\n",
"for index in range(len(array1000)):\n",
" sum_array1000+=array1000[index]\n",
" \n",
"mean1000=sum_array1000/float(len(array1000))\n",
"\n",
"for index in range(len(array1000)):\n",
" sum_deviations_squared+=(mean1000-array1000[index])**2\n",
"\n",
"stddev1000=sqrt(sum_deviations_squared/(len(array1000)-1))\n",
"\n",
"#saving end time\n",
"endA=time.time()\n",
"\n",
"#printing numbers with commas\n",
"print 'Average of {:,} first integers:{:,}'.format(TOP1,mean1000)\n",
"print 'Standard Deviation of {:,} first integers:{:,.2f}'.format(TOP1,stddev1000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Average of 1,000 first integers:500.5\n",
"Standard Deviation of 1,000 first integers:288.82\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"### ALTERNATIVE CODE - using numpy functions,lists and generators\n",
"\n",
"#saving starting time\n",
"startL=time.time()\n",
"\n",
"from numpy import mean,std\n",
"\n",
"#creating values\n",
"gen1000=xrange(1,TOP1+1)\n",
"\n",
"#computation\n",
"meangen=sum(gen1000)/float(len(gen1000))\n",
"stddevgen=sqrt(sum((value-meangen)**2 for value in gen1000)/(len(gen1000)-1))\n",
"\n",
"#saving end time\n",
"endL=time.time()\n",
"\n",
"#printing numbers with commas\n",
"print 'Average of {:,} first integers:{:,}'.format(TOP1,meangen)\n",
"print 'Standard Deviation of {:,} first integers:{:,.2f}'.format(TOP1,stddevgen)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Average of 1,000 first integers:500.5\n",
"Standard Deviation of 1,000 first integers:288.82\n"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"###Some performance measures:\n",
"print \"First program took %g seconds to run\"%(endA-startA)\n",
"print \"Size of ARRAY:%g\"%(sys.getsizeof(array1000))\n",
"print \"Variation to program took %g seconds to run\"%(endL-startL)\n",
"print \"Size of GENERATOR:%g\"%(sys.getsizeof(gen1000))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"First program took 0.00220895 seconds to run\n",
"Size of ARRAY:56\n",
"Variation to program took 0.000740051 seconds to run\n",
"Size of GENERATOR:40\n"
]
}
],
"prompt_number": 11
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Part IV (Distributed algorithm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the array from **part III** above (or some comparable data structure), perform the following computation: select two elements of the array at random, average them, and assign them this average; repeat this some large number of times and occasionally print out the average and standard deviation of the entire array."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**SOME FUNCTIONS TO USE:**"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"###FUNCTIONS to USE\n",
"\n",
"import random\n",
"from numpy import mean,std\n",
"import matplotlib.pyplot as plot\n",
"\n",
"## Computing Means and Stds of the list as we iterate over it.\n",
"def stats(max_integer=1000,iterations=1000,number_items_to_average=2):\n",
"\n",
" #creating LIST of items\n",
" values_list=range(1,max_integer+1)\n",
" #initializating list\n",
" mean_list=[]\n",
" std_list=[]\n",
" #first element of list is the mean and std of the values before they are changed\n",
" mean_list.append(mean(values_list))\n",
" std_list=[std(values_list,ddof=1)] #ddof = 1 gives unbiased standars deviation\n",
" #populating lists\n",
" for i in range(iterations):\n",
" indexes = random.sample(xrange(0,max_integer-1), number_items_to_average)\n",
" average=0.0 #casting to float!!\n",
" for index in indexes:\n",
" average=average+values_list[index]\n",
" average=average/number_items_to_average\n",
" for index in indexes:\n",
" values_list[index]=average\n",
" mean_list.append(mean(values_list)) \n",
" std_list.append(std(values_list,ddof=1)) \n",
" \n",
" return mean_list,std_list #two list are returned\n",
" \n",
"## PLOTS for the values of Means and Standard deviations generated\n",
"def plotting_stats(mean_list, std_list):\n",
" \n",
" %matplotlib inline \n",
" f, (ax1,ax2,ax3) = plot.subplots(nrows=1, ncols=3,figsize=(22, 6))#, sharex='row')\n",
" ##subplots for MEANS\n",
" ax1.set_title('Means as time goes by')\n",
" ax1.plot(mean_list,color='b',linewidth=2)\n",
" ax1.axhline(mean_list[0],linewidth=6, color='b',label='True Mean', linestyle='--') #actual mean\n",
" ax1.legend(loc='lower center')\n",
" ax1.xaxis.grid(True,which='major',color='black', linewidth=2)\n",
" ax1.yaxis.grid(True,which='major',color='white', linewidth=2)\n",
" ax1.patch.set_facecolor('lightgrey')\n",
" ##subplots for STD DEVIATIONS\n",
" ax2.set_title('Standard Deviations as time goes by')\n",
" ax2.plot(std_list,color='r',linewidth=2)\n",
" ax2.axhline(std_list[0],linewidth=6, color='r',label='True Std. Dev.',linestyle='--') # actual std dev\n",
" ax2.legend(loc='center right')\n",
" ax2.xaxis.grid(True,which='major',color='black', linewidth=2)\n",
" ax2.yaxis.grid(True,which='major',color='white', linewidth=2)\n",
" ax2.patch.set_facecolor('lightgrey')\n",
" ax3.hist(std_list,color='r',alpha=0.3)\n",
" ax3.set_title('Histogram of Standard Deviations')\n",
" ax3.axvline(std_list[0],linewidth=6, color='r',label='True Std. Dev.',linestyle='--') # actual std dev\n",
" ax3.legend(loc='center')\n",
" plot.show()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**D**istributed Algorithm"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#saving starting time\n",
"startD=time.time()\n",
"\n",
"# Calling function to get results\n",
"meansD,stdevsD=stats()#default is max_integer=1000,iterations=1000,number_items_to_average=2)\n",
"endD=time.time()\n",
"\n",
"#visualizing results (4 subplots)\n",
"plotting_stats(meansD,stdevsD)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABPgAAAF6CAYAAACEB+buAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZMD+H5mjb4BgL3AsAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10801c910>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<font color='blue'>We see that the **<font color='red'>means keep unaltered</font>**, and that the **<font color='red'>unbiased standard deviation deviates</font>** more from the real value as time passes by.</font>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Think about it**: If instead of computing the average of the entire array you simply select an element at random as a typical value,how does this typical value compare with the average, and how does this change as the number of iterations increases?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#creating a LISt with 10000 random values from LIST \"VA\n",
"valuesT=range(1,1001)\n",
"randomval=[]\n",
"for i in range(10000):\n",
" randomval.append(random.choice(valuesT))\n",
"\n",
"#visualizing results\n",
"plot.figure(figsize=(18, 6))\n",
"plot.plot(randomval, color='gray',linewidth=0.1) \n",
"plot.axhline(y=mean(valuesT),linewidth=4, color='r',label='True Mean')\n",
"plot.title(\"Comparing the mean to values chosen at random\")\n",
"plot.legend(loc=(0.4,0.2))\n",
"plot.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABCUAAAF6CAYAAAAu6OIXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLPwHnQ/BsaAeUEQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10c02f9d0>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<font color='blue'>We see that the **<font color='red'>random values always deviate</font>** from the mean.</font>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Variation:** select some number of elements (> 2) randomly, compute their average value and then assign this value\n",
"to each. What does this do to the speed of the process?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#saving starting time\n",
"startV=time.time()\n",
" \n",
"# Calling function to get results\n",
"meansV,stdevsV=stats(number_items_to_average=3)\n",
"\n",
"#saving starting time \n",
"endV=time.time()\n",
"\n",
"#visualizing result\n",
"plotting_stats(meansV,stdevsV)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABPUAAAF6CAYAAABx+W1eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x10ba9c350>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"if (endV-startV) > (endD-startD):\n",
" print \"Variation took %g seconds longer\"%((endV-startV) - (endD-startD))\n",
"else:\n",
" print \"Variation took %g seconds less\"%((endD-startD) - (endV-startV))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Variation took 0.0488579 seconds less\n"
]
}
],
"prompt_number": 16
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment