// pdmath.c // Elementary math on probability distributions // // (c) 2016 - Nico Palermo, IV3NWV - Microtelecom Srl, Italy // ------------------------------------------------------------------------------ // This file is part of the qracodes project, a Forward Error Control // encoding/decoding package based on Q-ary RA (Repeat and Accumulate) LDPC codes. // // qracodes is free software: you can redistribute it and/or modify // it under the terms of the GNU General Public License as published by // the Free Software Foundation, either version 3 of the License, or // (at your option) any later version. // qracodes is distributed in the hope that it will be useful, // but WITHOUT ANY WARRANTY; without even the implied warranty of // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the // GNU General Public License for more details. // You should have received a copy of the GNU General Public License // along with qracodes source distribution. // If not, see . #include "pdmath.h" typedef const float *ppd_uniform; typedef void (*ppd_imul)(float*,const float*); typedef float (*ppd_norm)(float*); // define vector size in function of its logarithm in base 2 static const int pd_log2dim[7] = { 1,2,4,8,16,32,64 }; // define uniform distributions of given size static const float pd_uniform1[1] = { 1. }; static const float pd_uniform2[2] = { 1./2., 1./2. }; static const float pd_uniform4[4] = { 1./4., 1./4.,1./4., 1./4. }; static const float pd_uniform8[8] = { 1./8., 1./8.,1./8., 1./8.,1./8., 1./8.,1./8., 1./8. }; static const float pd_uniform16[16] = { 1./16., 1./16., 1./16., 1./16.,1./16., 1./16.,1./16., 1./16., 1./16., 1./16., 1./16., 1./16.,1./16., 1./16.,1./16., 1./16. }; static const float pd_uniform32[32] = { 1./32., 1./32., 1./32., 1./32.,1./32., 1./32.,1./32., 1./32., 1./32., 1./32., 1./32., 1./32.,1./32., 1./32.,1./32., 1./32., 1./32., 1./32., 1./32., 1./32.,1./32., 1./32.,1./32., 1./32., 1./32., 1./32., 1./32., 1./32.,1./32., 1./32.,1./32., 1./32. }; static const float pd_uniform64[64] = { 1./64., 1./64., 1./64., 1./64.,1./64., 1./64.,1./64., 1./64., 1./64., 1./64., 1./64., 1./64.,1./64., 1./64.,1./64., 1./64., 1./64., 1./64., 1./64., 1./64.,1./64., 1./64.,1./64., 1./64., 1./64., 1./64., 1./64., 1./64.,1./64., 1./64.,1./64., 1./64., 1./64., 1./64., 1./64., 1./64.,1./64., 1./64.,1./64., 1./64., 1./64., 1./64., 1./64., 1./64.,1./64., 1./64.,1./64., 1./64., 1./64., 1./64., 1./64., 1./64.,1./64., 1./64.,1./64., 1./64., 1./64., 1./64., 1./64., 1./64.,1./64., 1./64.,1./64., 1./64. }; static const ppd_uniform pd_uniform_tab[7] = { pd_uniform1, pd_uniform2, pd_uniform4, pd_uniform8, pd_uniform16, pd_uniform32, pd_uniform64 }; // returns a pointer to the uniform distribution of the given logsize const float *pd_uniform(int nlogdim) { return pd_uniform_tab[nlogdim]; } // in-place multiplication functions // compute dst = dst*src for any element of the distrib static void pd_imul1(float *dst, const float *src) { dst[0] *= src[0]; } static void pd_imul2(float *dst, const float *src) { dst[0] *= src[0]; dst[1] *= src[1]; } static void pd_imul4(float *dst, const float *src) { dst[0] *= src[0]; dst[1] *= src[1]; dst[2] *= src[2]; dst[3] *= src[3]; } static void pd_imul8(float *dst, const float *src) { dst[0] *= src[0]; dst[1] *= src[1]; dst[2] *= src[2]; dst[3] *= src[3]; dst[4] *= src[4]; dst[5] *= src[5]; dst[6] *= src[6]; dst[7] *= src[7]; } static void pd_imul16(float *dst, const float *src) { dst[0] *= src[0]; dst[1] *= src[1]; dst[2] *= src[2]; dst[3] *= src[3]; dst[4] *= src[4]; dst[5] *= src[5]; dst[6] *= src[6]; dst[7] *= src[7]; dst[8] *= src[8]; dst[9] *= src[9]; dst[10]*= src[10]; dst[11]*= src[11]; dst[12]*= src[12]; dst[13]*= src[13]; dst[14]*= src[14]; dst[15]*= src[15]; } static void pd_imul32(float *dst, const float *src) { pd_imul16(dst,src); pd_imul16(dst+16,src+16); } static void pd_imul64(float *dst, const float *src) { pd_imul16(dst, src); pd_imul16(dst+16, src+16); pd_imul16(dst+32, src+32); pd_imul16(dst+48, src+48); } static const ppd_imul pd_imul_tab[7] = { pd_imul1, pd_imul2, pd_imul4, pd_imul8, pd_imul16, pd_imul32, pd_imul64 }; // in place multiplication // compute dst = dst*src for any element of the distrib give their log2 size // arguments must be pointers to array of floats of the given size void pd_imul(float *dst, const float *src, int nlogdim) { pd_imul_tab[nlogdim](dst,src); } static float pd_norm1(float *ppd) { float t = ppd[0]; ppd[0] = 1.f; return t; } static float pd_norm2(float *ppd) { float t,to; t =ppd[0]; t +=ppd[1]; if (t<=0) { pd_init(ppd,pd_uniform(1),pd_log2dim[1]); return t; } to = t; t = 1.f/t; ppd[0] *=t; ppd[1] *=t; return to; } static float pd_norm4(float *ppd) { float t,to; t =ppd[0]; t +=ppd[1]; t +=ppd[2]; t +=ppd[3]; if (t<=0) { pd_init(ppd,pd_uniform(2),pd_log2dim[2]); return t; } to = t; t = 1.f/t; ppd[0] *=t; ppd[1] *=t; ppd[2] *=t; ppd[3] *=t; return to; } static float pd_norm8(float *ppd) { float t,to; t =ppd[0]; t +=ppd[1]; t +=ppd[2]; t +=ppd[3]; t +=ppd[4]; t +=ppd[5]; t +=ppd[6]; t +=ppd[7]; if (t<=0) { pd_init(ppd,pd_uniform(3),pd_log2dim[3]); return t; } to = t; t = 1.f/t; ppd[0] *=t; ppd[1] *=t; ppd[2] *=t; ppd[3] *=t; ppd[4] *=t; ppd[5] *=t; ppd[6] *=t; ppd[7] *=t; return to; } static float pd_norm16(float *ppd) { float t,to; t =ppd[0]; t +=ppd[1]; t +=ppd[2]; t +=ppd[3]; t +=ppd[4]; t +=ppd[5]; t +=ppd[6]; t +=ppd[7]; t +=ppd[8]; t +=ppd[9]; t +=ppd[10]; t +=ppd[11]; t +=ppd[12]; t +=ppd[13]; t +=ppd[14]; t +=ppd[15]; if (t<=0) { pd_init(ppd,pd_uniform(4),pd_log2dim[4]); return t; } to = t; t = 1.f/t; ppd[0] *=t; ppd[1] *=t; ppd[2] *=t; ppd[3] *=t; ppd[4] *=t; ppd[5] *=t; ppd[6] *=t; ppd[7] *=t; ppd[8] *=t; ppd[9] *=t; ppd[10] *=t; ppd[11] *=t; ppd[12] *=t; ppd[13] *=t; ppd[14] *=t; ppd[15] *=t; return to; } static float pd_norm32(float *ppd) { float t,to; t =ppd[0]; t +=ppd[1]; t +=ppd[2]; t +=ppd[3]; t +=ppd[4]; t +=ppd[5]; t +=ppd[6]; t +=ppd[7]; t +=ppd[8]; t +=ppd[9]; t +=ppd[10]; t +=ppd[11]; t +=ppd[12]; t +=ppd[13]; t +=ppd[14]; t +=ppd[15]; t +=ppd[16]; t +=ppd[17]; t +=ppd[18]; t +=ppd[19]; t +=ppd[20]; t +=ppd[21]; t +=ppd[22]; t +=ppd[23]; t +=ppd[24]; t +=ppd[25]; t +=ppd[26]; t +=ppd[27]; t +=ppd[28]; t +=ppd[29]; t +=ppd[30]; t +=ppd[31]; if (t<=0) { pd_init(ppd,pd_uniform(5),pd_log2dim[5]); return t; } to = t; t = 1.f/t; ppd[0] *=t; ppd[1] *=t; ppd[2] *=t; ppd[3] *=t; ppd[4] *=t; ppd[5] *=t; ppd[6] *=t; ppd[7] *=t; ppd[8] *=t; ppd[9] *=t; ppd[10] *=t; ppd[11] *=t; ppd[12] *=t; ppd[13] *=t; ppd[14] *=t; ppd[15] *=t; ppd[16] *=t; ppd[17] *=t; ppd[18] *=t; ppd[19] *=t; ppd[20] *=t; ppd[21] *=t; ppd[22] *=t; ppd[23] *=t; ppd[24] *=t; ppd[25] *=t; ppd[26] *=t; ppd[27] *=t; ppd[28] *=t; ppd[29] *=t; ppd[30] *=t; ppd[31] *=t; return to; } static float pd_norm64(float *ppd) { float t,to; t =ppd[0]; t +=ppd[1]; t +=ppd[2]; t +=ppd[3]; t +=ppd[4]; t +=ppd[5]; t +=ppd[6]; t +=ppd[7]; t +=ppd[8]; t +=ppd[9]; t +=ppd[10]; t +=ppd[11]; t +=ppd[12]; t +=ppd[13]; t +=ppd[14]; t +=ppd[15]; t +=ppd[16]; t +=ppd[17]; t +=ppd[18]; t +=ppd[19]; t +=ppd[20]; t +=ppd[21]; t +=ppd[22]; t +=ppd[23]; t +=ppd[24]; t +=ppd[25]; t +=ppd[26]; t +=ppd[27]; t +=ppd[28]; t +=ppd[29]; t +=ppd[30]; t +=ppd[31]; t +=ppd[32]; t +=ppd[33]; t +=ppd[34]; t +=ppd[35]; t +=ppd[36]; t +=ppd[37]; t +=ppd[38]; t +=ppd[39]; t +=ppd[40]; t +=ppd[41]; t +=ppd[42]; t +=ppd[43]; t +=ppd[44]; t +=ppd[45]; t +=ppd[46]; t +=ppd[47]; t +=ppd[48]; t +=ppd[49]; t +=ppd[50]; t +=ppd[51]; t +=ppd[52]; t +=ppd[53]; t +=ppd[54]; t +=ppd[55]; t +=ppd[56]; t +=ppd[57]; t +=ppd[58]; t +=ppd[59]; t +=ppd[60]; t +=ppd[61]; t +=ppd[62]; t +=ppd[63]; if (t<=0) { pd_init(ppd,pd_uniform(6),pd_log2dim[6]); return t; } to = t; t = 1.0f/t; ppd[0] *=t; ppd[1] *=t; ppd[2] *=t; ppd[3] *=t; ppd[4] *=t; ppd[5] *=t; ppd[6] *=t; ppd[7] *=t; ppd[8] *=t; ppd[9] *=t; ppd[10] *=t; ppd[11] *=t; ppd[12] *=t; ppd[13] *=t; ppd[14] *=t; ppd[15] *=t; ppd[16] *=t; ppd[17] *=t; ppd[18] *=t; ppd[19] *=t; ppd[20] *=t; ppd[21] *=t; ppd[22] *=t; ppd[23] *=t; ppd[24] *=t; ppd[25] *=t; ppd[26] *=t; ppd[27] *=t; ppd[28] *=t; ppd[29] *=t; ppd[30] *=t; ppd[31] *=t; ppd[32] *=t; ppd[33] *=t; ppd[34] *=t; ppd[35] *=t; ppd[36] *=t; ppd[37] *=t; ppd[38] *=t; ppd[39] *=t; ppd[40] *=t; ppd[41] *=t; ppd[42] *=t; ppd[43] *=t; ppd[44] *=t; ppd[45] *=t; ppd[46] *=t; ppd[47] *=t; ppd[48] *=t; ppd[49] *=t; ppd[50] *=t; ppd[51] *=t; ppd[52] *=t; ppd[53] *=t; ppd[54] *=t; ppd[55] *=t; ppd[56] *=t; ppd[57] *=t; ppd[58] *=t; ppd[59] *=t; ppd[60] *=t; ppd[61] *=t; ppd[62] *=t; ppd[63] *=t; return to; } static const ppd_norm pd_norm_tab[7] = { pd_norm1, pd_norm2, pd_norm4, pd_norm8, pd_norm16, pd_norm32, pd_norm64 }; float pd_norm(float *pd, int nlogdim) { return pd_norm_tab[nlogdim](pd); } void pd_memset(float *dst, const float *src, int ndim, int nitems) { int size = PD_SIZE(ndim); while(nitems--) { memcpy(dst,src,size); dst +=ndim; } } void pd_fwdperm(float *dst, float *src, const int *perm, int ndim) { // TODO: non-loop implementation while (ndim--) dst[ndim] = src[perm[ndim]]; } void pd_bwdperm(float *dst, float *src, const int *perm, int ndim) { // TODO: non-loop implementation while (ndim--) dst[perm[ndim]] = src[ndim]; } float pd_max(float *src, int ndim) { // TODO: faster implementation float cmax=0; // we assume that prob distributions are always positive float cval; while (ndim--) { cval = src[ndim]; if (cval>=cmax) { cmax = cval; } } return cmax; } int pd_argmax(float *pmax, float *src, int ndim) { // TODO: faster implementation float cmax=0; // we assume that prob distributions are always positive float cval; int idxmax=-1; // indicates that all pd elements are <0 while (ndim--) { cval = src[ndim]; if (cval>=cmax) { cmax = cval; idxmax = ndim; } } if (pmax) *pmax = cmax; return idxmax; }