Created
August 22, 2013 18:55
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Example of using the SimpleControlSolver in DynamicistToolKit.
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{ | |
"metadata": { | |
"name": "" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"!pip freeze" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Cython==0.19.1\r\n", | |
"-e [email protected]:moorepants/DynamicistToolKit.git@83822a2634756ad8a0a1701a0cb3cca3c07877d4#egg=DynamicistToolKit-dev\r\n", | |
"Jinja2==2.7.1\r\n", | |
"MarkupSafe==0.18\r\n", | |
"argparse==1.2.1\r\n", | |
"coverage==3.6\r\n", | |
"ipython==1.0.0\r\n", | |
"matplotlib==1.3.0\r\n", | |
"nose==1.3.0\r\n", | |
"numpy==1.7.1\r\n", | |
"pandas==0.12.0\r\n", | |
"pyparsing==2.0.1\r\n", | |
"python-dateutil==2.1\r\n", | |
"pytz==2013b\r\n", | |
"pyzmq==13.1.0\r\n", | |
"scipy==0.12.0\r\n", | |
"six==1.3.0\r\n", | |
"sympy==0.7.3\r\n", | |
"tornado==3.1\r\n", | |
"wsgiref==0.1.2\r\n" | |
] | |
} | |
], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%pylab inline" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Populating the interactive namespace from numpy and matplotlib\n" | |
] | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import pandas\n", | |
"from dtk import walk, process" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"obinna = pandas.read_csv('../data/obinna-walking.txt', delimiter='\\t', index_col=\"TimeStamp\", na_values='0.000000')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"obinna.head()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<pre>\n", | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"Index: 5 entries, 534.133513 to 534.173667\n", | |
"Columns: 617 entries, FrameNumber to HBM.COM.Z\n", | |
"dtypes: float64(616), int64(1)\n", | |
"</pre>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 5, | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"Index: 5 entries, 534.133513 to 534.173667\n", | |
"Columns: 617 entries, FrameNumber to HBM.COM.Z\n", | |
"dtypes: float64(616), int64(1)" | |
] | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"[col for col in obinna.columns if col.endswith('.Ang') or col.endswith('ForY') or col.endswith('.Mom')]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 6, | |
"text": [ | |
"['FP1.ForY',\n", | |
" 'FP2.ForY',\n", | |
" 'PelvisX.Ang',\n", | |
" 'PelvisX.Mom',\n", | |
" 'PelvisY.Ang',\n", | |
" 'PelvisY.Mom',\n", | |
" 'PelvisZ.Ang',\n", | |
" 'PelvisZ.Mom',\n", | |
" 'PelvisYaw.Ang',\n", | |
" 'PelvisYaw.Mom',\n", | |
" 'PelvisForwardPitch.Ang',\n", | |
" 'PelvisForwardPitch.Mom',\n", | |
" 'PelvisRightRoll.Ang',\n", | |
" 'PelvisRightRoll.Mom',\n", | |
" 'TrunkFlexion.Ang',\n", | |
" 'TrunkFlexion.Mom',\n", | |
" 'TrunkRightBend.Ang',\n", | |
" 'TrunkRightBend.Mom',\n", | |
" 'TrunkLeftTwist.Ang',\n", | |
" 'TrunkLeftTwist.Mom',\n", | |
" 'HeadFlexion.Ang',\n", | |
" 'HeadFlexion.Mom',\n", | |
" 'HeadRightBend.Ang',\n", | |
" 'HeadRightBend.Mom',\n", | |
" 'HeadLeftTwist.Ang',\n", | |
" 'HeadLeftTwist.Mom',\n", | |
" 'RShoulderUp.Ang',\n", | |
" 'RShoulderUp.Mom',\n", | |
" 'LShoulderUp.Ang',\n", | |
" 'LShoulderUp.Mom',\n", | |
" 'RShoulderForward.Ang',\n", | |
" 'RShoulderForward.Mom',\n", | |
" 'LShoulderForward.Ang',\n", | |
" 'LShoulderForward.Mom',\n", | |
" 'RShoulderInward.Ang',\n", | |
" 'RShoulderInward.Mom',\n", | |
" 'LShoulderInward.Ang',\n", | |
" 'LShoulderInward.Mom',\n", | |
" 'RShoulderFlexion.Ang',\n", | |
" 'RShoulderFlexion.Mom',\n", | |
" 'LShoulderFlexion.Ang',\n", | |
" 'LShoulderFlexion.Mom',\n", | |
" 'RShoulderAbduction.Ang',\n", | |
" 'RShoulderAbduction.Mom',\n", | |
" 'LShoulderAbduction.Ang',\n", | |
" 'LShoulderAbduction.Mom',\n", | |
" 'RShoulderInternalRotation.Ang',\n", | |
" 'RShoulderInternalRotation.Mom',\n", | |
" 'LShoulderInternalRotation.Ang',\n", | |
" 'LShoulderInternalRotation.Mom',\n", | |
" 'RElbowFlexion.Ang',\n", | |
" 'RElbowFlexion.Mom',\n", | |
" 'LElbowFlexion.Ang',\n", | |
" 'LElbowFlexion.Mom',\n", | |
" 'RForeArmPronation.Ang',\n", | |
" 'RForeArmPronation.Mom',\n", | |
" 'LForeArmPronation.Ang',\n", | |
" 'LForeArmPronation.Mom',\n", | |
" 'RWristFlexion.Ang',\n", | |
" 'RWristFlexion.Mom',\n", | |
" 'LWristFlexion.Ang',\n", | |
" 'LWristFlexion.Mom',\n", | |
" 'RHandAbduction.Ang',\n", | |
" 'RHandAbduction.Mom',\n", | |
" 'LHandAbduction.Ang',\n", | |
" 'LHandAbduction.Mom',\n", | |
" 'RHipFlexion.Ang',\n", | |
" 'RHipFlexion.Mom',\n", | |
" 'LHipFlexion.Ang',\n", | |
" 'LHipFlexion.Mom',\n", | |
" 'RHipAbduction.Ang',\n", | |
" 'RHipAbduction.Mom',\n", | |
" 'LHipAbduction.Ang',\n", | |
" 'LHipAbduction.Mom',\n", | |
" 'RHipInternalRotation.Ang',\n", | |
" 'RHipInternalRotation.Mom',\n", | |
" 'LHipInternalRotation.Ang',\n", | |
" 'LHipInternalRotation.Mom',\n", | |
" 'RKneeFlexion.Ang',\n", | |
" 'RKneeFlexion.Mom',\n", | |
" 'LKneeFlexion.Ang',\n", | |
" 'LKneeFlexion.Mom',\n", | |
" 'RAnklePlantarFlexion.Ang',\n", | |
" 'RAnklePlantarFlexion.Mom',\n", | |
" 'LAnklePlantarFlexion.Ang',\n", | |
" 'LAnklePlantarFlexion.Mom',\n", | |
" 'RFootPronation.Ang',\n", | |
" 'RFootPronation.Mom',\n", | |
" 'LFootPronation.Ang',\n", | |
" 'LFootPronation.Mom',\n", | |
" 'RToeFlexion.Ang',\n", | |
" 'RToeFlexion.Mom',\n", | |
" 'LToeFlexion.Ang',\n", | |
" 'LToeFlexion.Mom']" | |
] | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"obinna['FP2.ForY'].plot(figsize=(18,10))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 7, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x3acfc10>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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IvWbfAj8G1G55W6tUKrjhBrOgTFXHgQEzPqUOnCTkhO/kqb4+s7hOSUIcdVRY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\nkac0rR6/+EU+gxcoZh51nYcbbNA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47q3kwyxtayvpwnlRSvcg8bGPNqJZe51OCEIcKBaL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\nSVJdmISQJEmSJEl1YRJCkiRJkiTVxR8t9SjWeQ2KOwAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x48c34d0>" | |
] | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"start = 500\n", | |
"stop = 3000\n", | |
"right_strikes, left_strikes, right_toe_off, left_toe_off = \\\n", | |
" walk.gait_landmarks_from_grf(obinna.index.values.astype(float)[start:stop],\n", | |
" obinna['FP1.ForY'][start:stop],\n", | |
" obinna['FP2.ForY'][start:stop],\n", | |
" do_plot=True, min_time=15.0, threshold=28.0)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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KVpIpbClxVCHLzMxknp8bGxsRGxtr0ebS0lLExMTgqquuYkrYaGhosLnh0+l0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o0bRzp06EC6d+9OPv/8c+Gc5uZmkpiYSCIiIoi/vz+ZMGECKSsrM/kZtbW1ZM6cOSQ4OJgEBweT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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x5a79c90>" | |
] | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"obinna['FP2.ForY'].to_csv('../data/example_vertical_grf.csv')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"first_foot_down = obinna[right_strikes[0]:right_toe_off[1]]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 10 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"second_foot_down = obinna[right_strikes[1]:right_toe_off[2]]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 11 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"first_foot_down['FP1.ForY'].shape" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 12, | |
"text": [ | |
"(76,)" | |
] | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"second_foot_down['FP1.ForY'].shape" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 13, | |
"text": [ | |
"(77,)" | |
] | |
} | |
], | |
"prompt_number": 13 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"obinna.replace?" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"figure(figsize=(10, 8))\n", | |
"right_steps = {}\n", | |
"for i, heel in enumerate(right_strikes[:-1]):\n", | |
" right_steps[i] = obinna[heel:right_strikes[i + 1]].apply(pandas.Series.interpolate)\n", | |
" print(\"Time samples in step: {}\".format(len(right_steps[i])))\n", | |
" time = process.time_vector(len(right_steps[i]), 100)\n", | |
" right_steps[i].index = time\n", | |
" plot(time, right_steps[i]['FP1.ForY'], '.-')\n", | |
"right_steps = pandas.Panel(right_steps)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Time samples in step: 116\n", | |
"Time samples in step: 119" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 119" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 117" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 116" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 120" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 119" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 120" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 119" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 116" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 118" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 121" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 121" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 121" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 124" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 122" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 124" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 122" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 122" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Time samples in step: 122" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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uCcOrEpRIz/h9LjlM8pbYFy0RLW/dYy5Kvd3cJBVIgWYRkpV9jXQotLFUrVJJ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2qmK4fQ9/RgjM2xGK+SSsFao/FICOvtrYUwEcAEQVguVmwIC6VCaLUu1LEwRoOEtpTgoLqb4ZEs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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x55cd1d0>" | |
] | |
} | |
], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"mean_right_steps = right_steps.mean(axis='items')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 16 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"mean_right_steps['FP1.ForY'].plot(figsize=(10, 8))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 17, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x5a85f90>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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fGxRhdcB6sMxo1szcqqZDB7MlwYwZqd1TbMsWs8HqUUdJZ5whPf+8WXgP/0ms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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x48f41d0>" | |
] | |
} | |
], | |
"prompt_number": 17 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"right_steps = right_steps.fillna(method='pad')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 18 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sensors = ['RKneeFlexion.Ang', 'RAnklePlantarFlexion.Ang']\n", | |
"controls = ['RKneeFlexion.Mom', 'RHipFlexion.Mom', 'RAnklePlantarFlexion.Mom']\n", | |
"solver = walk.SimpleControlSolver(right_steps, sensors, controls)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 19 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"gains, sensors = solver.solve()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 20 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"gains.shape" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 21, | |
"text": [ | |
"(237, 3, 2)" | |
] | |
} | |
], | |
"prompt_number": 21 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"figure(figsize=(10, 8))\n", | |
"plot(gains.reshape(gains.shape[0], gains.shape[1] * gains.shape[2]), '.-')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 22, | |
"text": [ | |
"[<matplotlib.lines.Line2D at 0x55ab090>,\n", | |
" <matplotlib.lines.Line2D at 0x55ab310>,\n", | |
" <matplotlib.lines.Line2D at 0x55ab510>,\n", | |
" <matplotlib.lines.Line2D at 0x55ab690>,\n", | |
" <matplotlib.lines.Line2D at 0x55ab810>,\n", | |
" <matplotlib.lines.Line2D at 0x55ab990>]" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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9j87Op4jHD1NV9T4cJ04icRhQgVV5+dvo7Pw1qZSZzlhVo+sBdL2EROJIXsYq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\nVCYlVhePuZhxqeP4dppodBtTR2KlQHnUwD5kxSq23a6+flj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1+3s22e3s6GbwjXmtFj4g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\nIYQQQuTI/w/7y1vpkd6l2QAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x5a8bd10>" | |
] | |
} | |
], | |
"prompt_number": 22 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"solver.sensors = ['RKneeFlexion.Ang']\n", | |
"gains, sensors = solver.solve()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 23 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"figure(figsize=(10, 8))\n", | |
"plot(gains.reshape(gains.shape[0], gains.shape[1] * gains.shape[2]), '.-')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 24, | |
"text": [ | |
"[<matplotlib.lines.Line2D at 0x5acc4d0>,\n", | |
" <matplotlib.lines.Line2D at 0x5acc750>,\n", | |
" <matplotlib.lines.Line2D at 0x5acc950>]" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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vqVoIXRsqBD7+ekexz/vvl/SQBuGFFwThnXdMPQrDIX7m4ucfHCwI//M/ph4V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jwMBsPukIqlaGxvBCGkz2XtQnC5QKeih8jDpJRia00V1HwAjz4KjBtHn7Rm52BoKH2MiWHdigyj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\nAIDD/h8cmMKhGS2XNwAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x55da2d0>" | |
] | |
} | |
], | |
"prompt_number": 24 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"A, b = solver.form_a_b()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 25 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"A.shape, b.shape" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 26, | |
"text": [ | |
"((14220, 1422), (14220,))" | |
] | |
} | |
], | |
"prompt_number": 26 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from scipy.sparse.linalg import lsmr, lsqr" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 27 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%%time\n", | |
"sol1 = lsmr(A, b)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"CPU times: user 57.4 s, sys: 36 ms, total: 57.4 s\n", | |
"Wall time: 57.5 s\n" | |
] | |
} | |
], | |
"prompt_number": 28 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%%time\n", | |
"sol2 = lsqr(A, b)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"CPU times: user 4min 49s, sys: 152 ms, total: 4min 49s\n", | |
"Wall time: 4min 51s\n" | |
] | |
} | |
], | |
"prompt_number": 29 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"np.allclose(sol1[0], sol2[0])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 30, | |
"text": [ | |
"False" | |
] | |
} | |
], | |
"prompt_number": 30 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sol1[0]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 31, | |
"text": [ | |
"array([ 1.7082228 , -0.09035771, -5.17921152, ..., 52.76824709,\n", | |
" -2.36961725, 71.34576768])" | |
] | |
} | |
], | |
"prompt_number": 31 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sol2[0]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 32, | |
"text": [ | |
"array([ 1.69779373, -0.09126658, -5.19502849, ..., 52.93082764,\n", | |
" -2.37696915, 71.56437833])" | |
] | |
} | |
], | |
"prompt_number": 32 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%%time\n", | |
"sol3 = solver.least_squares(A, b)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"CPU times: user 43.4 s, sys: 644 ms, total: 44 s\n", | |
"Wall time: 31.3 s\n" | |
] | |
} | |
], | |
"prompt_number": 33 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sol3[0]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 34, | |
"text": [ | |
"array([ 1.69744642, -0.09129685, -5.19555523, ..., 52.94942455,\n", | |
" -2.3778101 , 71.58938429])" | |
] | |
} | |
], | |
"prompt_number": 34 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"A = np.array([[1, 2],[2, 4], [0, 0]])\n", | |
"b = np.array([1, 2, 3])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 35, | |
"text": [ | |
"(array([ 0.2, 0.4]),\n", | |
" array([], dtype=float64),\n", | |
" 1,\n", | |
" array([ 5.00000000e+00, 1.98602732e-16]))" | |
] | |
} | |
], | |
"prompt_number": 35 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%%timeit\n", | |
"np.linalg.lstsq(A, b)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"10000 loops, best of 3: 172 \u00b5s per loop\n" | |
] | |
} | |
], | |
"prompt_number": 38 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%%timeit\n", | |
"lsqr(A,b)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"1000 loops, best of 3: 550 \u00b5s per loop\n" | |
] | |
} | |
], | |
"prompt_number": 39 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%%timeit\n", | |
"lsmr(A, b)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"1000 loops, best of 3: 570 \u00b5s per loop\n" | |
] | |
} | |
], | |
"prompt_number": 40 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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