{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Algoritmos Incrementais de Primeira Ordem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suponhamos que o nosso problema de minimização tenha a forma\n", "$\\def\\vect{\\boldsymbol}$\n", "$$\n", "\\min \\quad \\sum_{i = 1}^m f_i( \\vect x ) =: f( \\vect x )\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Para $k = 0, 1, \\dots$\n", " \n", " 1. $\\vect x^{k, 0} \\leftarrow \\vect x^{k}$\n", " \n", " 2. Para $i = 1, 2, \\dots, m$\n", " \n", " 1. $\\vect x^{k, i} \\leftarrow \\vect x^{k, i - 1} - \\lambda_k \\nabla f_i( \\vect x^{k, i - 1} )$\n", " \n", " 3. $\\vect x^{k + 1} \\leftarrow \\vect x^{k, m}$\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basicamente, sob algumas hipóteses técnicas, podemos esperar convergência se\n", "$$\n", "\\lambda_k \\to 0^+\\quad\\text e\\quad \\sum_{i = 0}^\\infty \\lambda_k = \\infty.\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\min \\| A\\vect x -\\vect b \\|^2 = \\sum_{i = 1}^m\\bigl( (A\\vect x)_i - b_i \\bigr)^2 = \\sum_{i = 1}^M \\sum_{j \\in \\mathcal S_i} \\bigl( (A\\vect x)_j - b_j \\bigr)^2,\n", "$$\n", "onde $\\mathcal S_i \\cap \\mathcal S_j = \\emptyset$ se $i \\neq j$ e $\\bigcup_{i = 1}^M\\mathcal S_i = \\{1, 2, \\dots, m\\}$.\n", "\n", "Ou seja,\n", "$$\n", "f( \\vect x ) = \\sum_{i = 1}^M f_i( \\vect x )\n", "$$\n", "onde\n", "$$\n", "f( \\vect x ) = \\| A\\vect x -\\vect b \\|^2\\quad \\text e \\quad f_i( \\vect x ) = \\sum_{j \\in \\mathcal S_i} \\bigl( (A\\vect x)_j - b_j \\bigr)^2.\n", "$$" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "m = 10000\n", "n = int( m / 2 )\n", "\n", "A = np.random.normal( size = ( m, n ) )\n", "b = np.random.normal( size = ( m, ) )\n", "\n", "x_ls = np.linalg.solve( A.T @ A, A.T @ b )" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5161.0483820224845\n" ] } ], "source": [ "print( np.sum( ( A @ x_ls - b ) ** 2 ) )" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "M = 10\n", "\n", "# Cria os conjuntos S_i de índices:\n", "Ss10 = []\n", "curr_i = 0\n", "\n", "for i in range( M ):\n", " \n", " S = []\n", " n_idx = int( m / M ) + ( i < ( m % M ) )\n", " \n", " for j in range( n_idx ):\n", " S.append( curr_i + j )\n", " \n", " curr_i += n_idx\n", " \n", " Ss10.append( S )" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "M = 100\n", "\n", "# Cria os conjuntos S_i de índices:\n", "Ss20 = []\n", "curr_i = 0\n", "\n", "for i in range( M ):\n", " \n", " S = []\n", " n_idx = int( m / M ) + ( i < ( m % M ) )\n", " \n", " for j in range( n_idx ):\n", " S.append( curr_i + j )\n", " \n", " curr_i += n_idx\n", " \n", " Ss20.append( S )" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def incremental( Ss, x, step, niter ):\n", " \n", " iters = [ x.copy() ]\n", " \n", " for k in range( niter ):\n", " \n", " x_new = iters[ -1 ].copy()\n", " for S in Ss:\n", " \n", " grad = 2.0 * A[ S, : ].T @ ( A[ S, : ] @ x_new - b[ S ] )\n", " x_new -= step( k ) * grad\n", " \n", " iters.append( x_new.copy() )\n", " \n", " return iters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\Large\n", "\\lambda_k = \\frac{\\lambda_0}{( k + 1 )^{0.6}}\n", "$$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def step10( k ):\n", " \n", " return 5.0e-5 / ( ( k + 1 ) ** 0.6 )\n", "\n", "def step20( k ):\n", " \n", " return 7.5e-5 / ( ( k + 1 ) ** 0.6 )\n", " \n", "#iters10 = incremental( Ss10, np.zeros( ( n, ) ), step10, 20 )\n", "iters20 = incremental( Ss20, np.zeros( ( n, ) ), step20, 20 )" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as pp" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def F( x ):\n", " return np.sum( ( A @ x - b ) ** 2.0 )" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# vals10 = []\n", "# for i in range( len( iters10 ) ):\n", "# vals10.append( F( iters10[ i ] ) )\n", "vals20 = []\n", "for i in range( len( iters20 ) ):\n", " vals20.append( F( iters20[ i ] ) )" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pp.plot( vals10 )\n", "pp.plot( vals20 )\n", "pp.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10300.396820001311\n", "8089.015379581\n" ] } ], "source": [ "def step10( k ):\n", " \n", " return 5.0e-5 / ( ( k + 1 ) ** 0.6 )\n", "\n", "def step20( k ):\n", " \n", " return 5.0e-5 / ( ( k + 1 ) ** 0.6 )\n", " \n", "iters = incremental( Ss20, np.zeros( ( n, ) ), lambda k : 7.5e-5, 1 )\n", "print( F( np.zeros( ( n, ) ) ) )\n", "print( F( iters[ -1 ] ) )" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import ray_tracing_cuda_float" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "radon, radon_t = ray_tracing_cuda_float.make_radon_transp( ( 1024, 1024 ) )" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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uXOc5/uLNtzOOG06dN4E2M/hU45vAX0y4lt9gcBp3B/DV9trM4Dp2H3Bve1/d+gf4u1b714CZCdT8Wp76tOVc4EsM5ln5F2Blaz+1rc+27eeOucZfAw60cf1XBnf6p3JMgb8Evg7cCfwTsHIaxhW4hsF9mCMMziC29Ywh8Put3lng8hM5to+nS+oyrZctkqac4SGpi+EhqYvhIamL4SGpi+EhqYvhIanL/wPxpPPwrfhQcgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img = np.zeros( ( 1024, 1024 ) )\n", "img[ 312 : 763, 456 : 975 ] += 1.0\n", "img[ 120 : 450, 253 : 800 ] += np.pi\n", "\n", "pp.imshow( img )\n", "pp.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dado = radon( img )\n", "\n", "pp.imshow( dado )\n", "pp.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "teste = radon_t( dado )\n", "\n", "pp.imshow( teste )\n", "pp.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\Large\n", "\\min\\quad \\| A\\vect x - \\vect b \\|^2 = \\sum_{i = 1}^m \\bigl( ( A\\vect x )_i - b_i \\bigr)^2\n", "$$" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def fobj( x ):\n", " \n", " return 0.5 * np.sum( ( radon( x ) - dado ) ** 2.0 )\n", "\n", "def grad( x ):\n", " \n", " return radon_t( radon( x ) - dado )" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def incremental_img( grads, x, step, niter ):\n", " \n", " iters = [ x.copy() ]\n", " \n", " for k in range( niter ):\n", " \n", " x_new = iters[ -1 ].copy()\n", " for grad in grads:\n", " \n", " x_new -= step( k ) * grad( x_new )\n", " \n", " iters.append( x_new.copy() )\n", " \n", " return iters" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "iters = incremental_img( \n", " [ grad ],\n", " np.zeros( ( 1024, 1024 ) ),\n", " lambda k : 5.0e-1,\n", " 500\n", " )" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pp.figure( figsize = ( 10, 10 ) )\n", "pp.imshow(\n", " iters[ -1 ]\n", ")\n", "pp.colorbar()\n", "pp.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def incremental_img( grads, M, x, step, niter ):\n", " \n", " iters = [ x.copy() ]\n", " \n", " for k in range( niter ):\n", " \n", " x_new = iters[ -1 ].copy()\n", " for i in range( M ):\n", " \n", " x_new -= step( k ) * grads( x_new, i )\n", " \n", " iters.append( x_new.copy() )\n", " \n", " return iters" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "M = 20\n", "\n", "data_subs = []\n", "data_transforms = []\n", "grads = []\n", "curr_idx = 0\n", "\n", "for i in range( M ):\n", "\n", " n_idx = int( dado.shape[ 1 ] / M ) + ( dado.shape[ 1 ] % M > i )\n", " curr_sub = dado[ :, curr_idx : curr_idx + n_idx ]\n", " \n", " data_subs.append( curr_sub )\n", "\n", " data_transforms.append(\n", " ray_tracing_cuda_float.make_radon_transp(\n", " ( 1024, n_idx ),\n", " sino_top_left = ( \n", " curr_idx * np.pi / ( 1024.0 - 1.0 ),\n", " 1.0 - 1.0 / 1024.0\n", " ),\n", " sino_bottom_right = ( \n", " ( curr_idx + n_idx - 1 ) * np.pi / ( 1024.0 - 1.0 ),\n", " -1.0 + 1.0 / 1024.0\n", " )\n", " ) \n", " )\n", " \n", " curr_idx += n_idx\n", "\n", "def grads( x, i ) :\n", " tmp = data_transforms[ i ][ 0 ]( x ) - data_subs[ i ]\n", " return data_transforms[ i ][ 1 ]( tmp )" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "iters = incremental_img( \n", " grads,\n", " M,\n", " np.zeros( ( 1024, 1024 ) ),\n", " lambda k : 2.0e-0,\n", " 1\n", " )" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pp.figure( figsize = ( 10, 10 ) )\n", "pp.imshow(\n", " iters[ -1 ]\n", ")\n", "pp.colorbar()\n", "pp.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def reconst( niter, M, step, plot = False ):\n", " \n", " data_subs = []\n", " data_transforms = []\n", " grads = []\n", " curr_idx = 0\n", "\n", " for i in range( M ):\n", "\n", " n_idx = int( dado.shape[ 1 ] / M ) + ( dado.shape[ 1 ] % M > i )\n", " curr_sub = dado[ :, curr_idx : curr_idx + n_idx ]\n", "\n", " data_subs.append( curr_sub )\n", "\n", " data_transforms.append(\n", " ray_tracing_cuda_float.make_radon_transp(\n", " ( 1024, n_idx ),\n", " sino_top_left = ( \n", " curr_idx * np.pi / ( 1024.0 - 1.0 ),\n", " 1.0 - 1.0 / 1024.0\n", " ),\n", " sino_bottom_right = ( \n", " ( curr_idx + n_idx - 1 ) * np.pi / ( 1024.0 - 1.0 ),\n", " -1.0 + 1.0 / 1024.0\n", " )\n", " ) \n", " )\n", "\n", " curr_idx += n_idx\n", "\n", " def grads( x, i ) :\n", " tmp = data_transforms[ i ][ 0 ]( x ) - data_subs[ i ]\n", " return data_transforms[ i ][ 1 ]( tmp )\n", " \n", " iters = incremental_img( \n", " grads,\n", " M,\n", " np.zeros( ( 1024, 1024 ) ),\n", " lambda k : step,\n", " niter\n", " )\n", " \n", " \n", " if plot:\n", " pp.figure( figsize = ( 10, 10 ) )\n", " pp.imshow(\n", " iters[ -1 ]\n", " )\n", " pp.colorbar()\n", " pp.show()\n", " \n", " return( iters )" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "555.227306970999\n" ] } ], "source": [ "print( np.linalg.norm( reconst( 5, 1, 0.25e-0, plot = True )[ -1 ] - img ) )" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "211.33407506183818\n" ] } ], "source": [ "print( np.linalg.norm( reconst( 5, 100, 10e-0, plot = True )[ -1 ] - img ) )" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }