Created
September 5, 2014 09:04
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Lawnmower Process
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{ | |
"metadata": { | |
"name": "" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"unos import DataPackageimport numpy as np\n", | |
"from itertools import product\n", | |
"from bounos import DataPackage" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Couldn't import dot_parser, loading of dot files will not be possible.\n", | |
"Warning: argument must be an int, or have a fileno() method.\n" | |
] | |
} | |
], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"shape = np.asarray([[0,100],[0,100]])\n", | |
"swath = 5.0\n", | |
"base_axis=1\n", | |
"top = max(shape[base_axis])\n", | |
"bottom = min(shape[base_axis])\n", | |
"left = min(shape[not base_axis])\n", | |
"right = max(shape[not base_axis])\n", | |
"print(\"shape:{},{},{},{},s:{}\".format(top,bottom,left,right,swath))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"shape:100,0,0,100,s:5.0\n" | |
] | |
} | |
], | |
"prompt_number": 44 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def lawnmower(shape,swath, base_axis=0):\n", | |
" top = max(shape[base_axis])\n", | |
" bottom = min(shape[base_axis])\n", | |
" left = min(shape[not base_axis])\n", | |
" right = max(shape[not base_axis])\n", | |
" \n", | |
" height = top - bottom\n", | |
" inc = sign(height)\n", | |
" swath = inc*swath\n", | |
" \n", | |
" print(\"shape:{},{},{},{},s:{}\".format(top,bottom,left,right,swath))\n", | |
" \n", | |
" step = 0 #on a plateau going left or right\n", | |
" stepping = 0 # on a rise going up or down\n", | |
" current_y = bottom\n", | |
" current_x = left - swath\n", | |
" \n", | |
" start = [current_x,current_y]\n", | |
" \n", | |
" points = [start]\n", | |
" \n", | |
" while current_y < top + (stepping%2)*swath:\n", | |
" # four phases to a lawnmower iteration from bottom-left last point\n", | |
" # 1) right to edge + swath\n", | |
" # 2) up to step (if not above top + swath) else origin\n", | |
" # 3) left to edge + swath\n", | |
" # 4) up to step (if not above top + swath) else origin\n", | |
" if stepping%2:\n", | |
" if step % 2: # If on rightward leg\n", | |
" current_x = right + swath\n", | |
" points.append([current_x, current_y])\n", | |
" current_x = right\n", | |
" else:\n", | |
" current_x = left - swath\n", | |
" points.append([current_x, current_y])\n", | |
" current_x = left\n", | |
" else:\n", | |
" current_y += swath\n", | |
" step += 1\n", | |
" points.append([current_x, current_y])\n", | |
" stepping += 1\n", | |
" points.append(start)\n", | |
" if base_axis:\n", | |
" points = np.asarray([[y,x] for (x,y) in points])\n", | |
" else:\n", | |
" points = np.asarray(points)\n", | |
" return points\n", | |
" \n", | |
"def sharing_lawnmower(shape, n, overlap = 0, base_axis = 0, twister = False):\n", | |
" \"\"\"\n", | |
" N is either a single number (i.e. n rows of a shape) or a tuple (x, 1/y rows)\n", | |
" \"\"\"\n", | |
" top = max(shape[base_axis])\n", | |
" bottom = min(shape[base_axis])\n", | |
" left = min(shape[not base_axis])\n", | |
" right = max(shape[not base_axis])\n", | |
" \n", | |
" height = top - bottom\n", | |
" width = right - left\n", | |
" inc = sign(height)\n", | |
" \n", | |
" if isinstance(n,tuple):\n", | |
" row_count = n[base_axis]\n", | |
" col_count = n[not base_axis]\n", | |
" elif not np.sqrt(n)%1 > 0:\n", | |
" row_count = col_count = int(np.sqrt(n))\n", | |
" elif \n", | |
" else:\n", | |
" row_count = n\n", | |
" col_count = 1\n", | |
" \n", | |
" row_height = height/col_count\n", | |
" row_width = width/row_count\n", | |
" \n", | |
" print(\"HW:{},{}\".format(row_height,row_width))\n", | |
" \n", | |
" courses = []\n", | |
" \n", | |
" for r,c in product(range(row_count),range(col_count)):\n", | |
" sub_shape = [[(left+r*row_width)-overlap, (left+(r+1)*row_width)+overlap],\n", | |
" [(bottom+c*row_height)-overlap, (bottom+(c+1)*row_height)+overlap]]\n", | |
" print(\"rc:{},{},S:{}\".format(r,c,sub_shape))\n", | |
" if twister:\n", | |
" axis = base_axis+c%2\n", | |
" else:\n", | |
" axis = base_axis\n", | |
" courses.append(lawnmower(sub_shape,5, base_axis=axis))\n", | |
" return courses\n", | |
" " | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 45 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def arrs(n):\n", | |
" if not np.sqrt(n)%1 > 0:\n", | |
" row_count = col_count = int(np.sqrt(n))\n", | |
" elif n%4 == 0:\n", | |
" row_count = n/4\n", | |
" col_count = 4\n", | |
" elif n%3 == 0:\n", | |
" row_count = n/3\n", | |
" col_count = 3\n", | |
" elif n%2 == 0:\n", | |
" row_count = n/2\n", | |
" col_count = 2\n", | |
" else:\n", | |
" row_count = n\n", | |
" col_count = 1\n", | |
" print n,(row_count,col_count)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"map(arrs, range(26))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"0 (0, 0)\n", | |
"1 (1, 1)\n", | |
"2 (1, 2)\n", | |
"3 (1, 3)\n", | |
"4 (2, 2)\n", | |
"5 (5, 1)\n", | |
"6 (2, 3)\n", | |
"7 (7, 1)\n", | |
"8 (2, 4)\n", | |
"9 (3, 3)\n", | |
"10 (5, 2)\n", | |
"11 (11, 1)\n", | |
"12 (3, 4)\n", | |
"13 (13, 1)\n", | |
"14 (7, 2)\n", | |
"15 (5, 3)\n", | |
"16 (4, 4)\n", | |
"17 (17, 1)\n", | |
"18 (6, 3)\n", | |
"19 (19, 1)\n", | |
"20 (5, 4)\n", | |
"21 (7, 3)\n", | |
"22 (11, 2)\n", | |
"23 (23, 1)\n", | |
"24 (6, 4)\n", | |
"25 (5, 5)\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 6, | |
"text": [ | |
"[None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None,\n", | |
" None]" | |
] | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"courses=sharing_lawnmower(shape,(2,2), base_axis = 0)\n", | |
"for points in courses:\n", | |
" plot(points[:,0],points[:,1])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"HW:50,50\n", | |
"rc:0,0,S:[[0, 50], [0, 50]]\n", | |
"shape:50,0,0,50,s:5\n", | |
"rc:0,1,S:[[0, 50], [50, 100]]\n", | |
"shape:50,0,50,100,s:5\n", | |
"rc:1,0,S:[[50, 100], [0, 50]]\n", | |
"shape:100,50,0,50,s:5\n", | |
"rc:1,1,S:[[50, 100], [50, 100]]\n", | |
"shape:100,50,50,100,s:5\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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tlL57xRVYP2WK2jECFmx3BnQFbUZGBjIyMjB37lwAwLJly1BZWQmDwYC2tjYYDAa0trZi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\nEWkAy56ISAP+P7WP70yhr3QxAAAAAElFTkSuQmCC\n" | |
} | |
], | |
"prompt_number": 46 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"product(range(1,5), range(21,25))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 183, | |
"text": [ | |
"<itertools.product at 0x3c5e5a0>" | |
] | |
} | |
], | |
"prompt_number": 183 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"extent = np.asarray([[0,0],[1,1]])\n", | |
"route = [[100,100] * (((vertex - 0.5) / 3) + 0.5) for vertex in extent]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 241 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"cubepatrolroute" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 242, | |
"text": [ | |
"[array([ 33.33333333, 33.33333333]), array([ 66.66666667, 66.66666667])]" | |
] | |
} | |
], | |
"prompt_number": 242 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 47 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from bounos import DataPackage\n", | |
"dp = DataPackage(source=\"/home/bolster/src/aietes/results/lawnmower.aietes.npz\")\n", | |
"import seaborn as sns" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 23 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%load_ext autoreload\n", | |
"plt.rcParams['figure.figsize'] = 16,12\n", | |
"for node, wp in zip(dp.p, dp.waypoints):\n", | |
" plot(node[0], node[1])\n", | |
" plot(*zip(*[a[0:2] for a,b in wp]), marker='o', linestyle='None')\n", | |
" \n", | |
"gca().add_patch(Rectangle((2000,2000),1000,1000, alpha=0.2, color='r'))\n", | |
"gca().add_patch(Rectangle((3000,2000),1000,1000, alpha=0.2, color='g'))\n", | |
"gca().add_patch(Rectangle((2000,3000),1000,1000, alpha=0.2, color='b'))\n", | |
"gca().add_patch(Rectangle((3000,3000),1000,1000, alpha=0.2, color='y'))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 24, | |
"text": [ | |
"<matplotlib.patches.Rectangle at 0xc9b5210>" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stderr", | |
"text": [ | |
"/usr/local/lib/python2.7/dist-packages/matplotlib/font_manager.py:1236: UserWarning: findfont: Font family ['Arial'] not found. Falling back to Bitstream Vera Sans\n", | |
" (prop.get_family(), self.defaultFamily[fontext]))\n", | |
"/usr/local/lib/python2.7/dist-packages/matplotlib/font_manager.py:1246: UserWarning: findfont: Could not match :family=Bitstream Vera Sans:style=normal:variant=normal:weight=normal:stretch=normal:size=10.0. Returning /usr/share/matplotlib/mpl-data/fonts/ttf/cmb10.ttf\n", | |
" UserWarning)\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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LehisE7aWmFjYnTubitxMp8e1X1i4yr/84y8xls+xb3KShakJ9k1NMjNWuukN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7jC4W6bzWe+cYovPX6eD775EG97YI95I23YUmYLkVDs20LxCiDPv4D7dx/jB/v3473zlyDTddV1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\n" | |
} | |
], | |
"prompt_number": 24 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"cd ~/src/aietes/results/" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"/home/bolster/src/aietes/results\n" | |
] | |
} | |
], | |
"prompt_number": 80 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import os\n", | |
"from joblib import Parallel, delayed" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 81 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"dps = Parallel(n_jobs=-1)(delayed(DataPackage)(filename) for filename in os.listdir(os.curdir) if filename.endswith(\":5).aietes.npz\"))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 82 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sqerr=[np.power(dp.drift_error(),2) for dp in dps]\n", | |
"lens=[s.shape[1] for s in sqerr]\n", | |
"print lens\n", | |
"max(lens)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"[21363, 21331, 20501, 20538, 20537]\n" | |
] | |
}, | |
{ | |
"output_type": "pyout", | |
"prompt_number": 103, | |
"text": [ | |
"21363" | |
] | |
} | |
], | |
"prompt_number": 103 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"#sumerr=np.asarray([np.sqrt(np.sum(s, axis=0)/s.shape[0]) for s in sqerr])\n", | |
"for i,sume in enumerate(sqerr):\n", | |
" print sume.shape\n", | |
" print max(lens)-sume.shape[0]\n", | |
" print np.pad(sume, max(lens)-len(sume), mode=\"constant\", constant_values=0).shape\n", | |
" " | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": "*" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"[s.shape for s in sumerr]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": "*" | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"x=np.array([1,None,3,2,None])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 68 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"np.where(x)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 69, | |
"text": [ | |
"(array([0, 2, 3]),)" | |
] | |
} | |
], | |
"prompt_number": 69 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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