/* -*- c-basic-offset: 4; indent-tabs-mode: nil -*- */ /* ==================================================================== * Copyright (c) 2007 Carnegie Mellon University. All rights * reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * * 1. Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * * 2. Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in * the documentation and/or other materials provided with the * distribution. * * This work was supported in part by funding from the Defense Advanced * Research Projects Agency and the National Science Foundation of the * United States of America, and the CMU Sphinx Speech Consortium. * * THIS SOFTWARE IS PROVIDED BY CARNEGIE MELLON UNIVERSITY ``AS IS'' AND * ANY EXPRESSED OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL CARNEGIE MELLON UNIVERSITY * NOR ITS EMPLOYEES BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * * ==================================================================== * */ /** * @file logmath.h * @brief Fast integer logarithmic addition operations. * * In evaluating HMM models, probability values are often kept in log * domain, to avoid overflow. To enable these logprob values to be * held in int32 variables without significant loss of precision, a * logbase of (1+epsilon) (where epsilon < 0.01 or so) is used. This * module maintains this logbase (B). * * However, maintaining probabilities in log domain creates a problem * when adding two probability values. This problem can be solved by * table lookup. Note that: * * - \f$ b^z = b^x + b^y \f$ * - \f$ b^z = b^x(1 + b^{y-x}) = b^y(1 + e^{x-y}) \f$ * - \f$ z = x + log_b(1 + b^{y-x}) = y + log_b(1 + b^{x-y}) \f$ * * So: * * - when \f$ y > x, z = y + logadd\_table[-(x-y)] \f$ * - when \f$ x > y, z = x + logadd\_table[-(y-x)] \f$ * - where \f$ logadd\_table[n] = log_b(1 + b^{-n}) \f$ * * The first entry in logadd_table is * simply \f$ log_b(2.0) \f$, for * the case where \f$ y = x \f$ and thus * \f$ z = log_b(2x) = log_b(2) + x \f$. The last entry is zero, * where \f$ log_b(x+y) = x = y \f$ due to loss of precision. * * Since this table can be quite large particularly for small * logbases, an option is provided to compress it by dropping the * least significant bits of the table. */ #ifndef __LOGMATH_H__ #define __LOGMATH_H__ #include #include #include #ifdef __cplusplus extern "C" { #endif #if 0 /* Fool Emacs. */ } #endif /** * Integer log math computation table. * * This is exposed here to allow log-add computations to be inlined. */ typedef struct logadd_s logadd_t; struct logadd_s { /** Table, in unsigned integers of (width) bytes. */ void *table; /** Number of elements in (table). This is never smaller than 256 (important!) */ uint32 table_size; /** Width of elements of (table). */ uint8 width; /** Right shift applied to elements in (table). */ int8 shift; }; /** * Integer log math computation class. */ typedef struct logmath_s logmath_t; /** * Obtain the log-add table from a logmath_t * */ #define LOGMATH_TABLE(lm) ((logadd_t *)lm) /** * Initialize a log math computation table. * @param base The base B in which computation is to be done. * @param shift Log values are shifted right by this many bits. * @param use_table Whether to use an add table or not * @return The newly created log math table. */ SPHINXBASE_EXPORT logmath_t *logmath_init(float64 base, int shift, int use_table); /** * Memory-map (or read) a log table from a file. */ SPHINXBASE_EXPORT logmath_t *logmath_read(const char *filename); /** * Write a log table to a file. */ SPHINXBASE_EXPORT int32 logmath_write(logmath_t *lmath, const char *filename); /** * Get the log table size and dimensions. */ SPHINXBASE_EXPORT int32 logmath_get_table_shape(logmath_t *lmath, uint32 *out_size, uint32 *out_width, uint32 *out_shift); /** * Get the log base. */ SPHINXBASE_EXPORT float64 logmath_get_base(logmath_t *lmath); /** * Get the smallest possible value represented in this base. */ SPHINXBASE_EXPORT int logmath_get_zero(logmath_t *lmath); /** * Get the width of the values in a log table. */ SPHINXBASE_EXPORT int logmath_get_width(logmath_t *lmath); /** * Get the shift of the values in a log table. */ SPHINXBASE_EXPORT int logmath_get_shift(logmath_t *lmath); /** * Retain ownership of a log table. * * @return pointer to retained log table. */ SPHINXBASE_EXPORT logmath_t *logmath_retain(logmath_t *lmath); /** * Free a log table. * * @return new reference count (0 if freed completely) */ SPHINXBASE_EXPORT int logmath_free(logmath_t *lmath); /** * Add two values in log space exactly and slowly (without using add table). */ SPHINXBASE_EXPORT int logmath_add_exact(logmath_t *lmath, int logb_p, int logb_q); /** * Add two values in log space (i.e. return log(exp(p)+exp(q))) */ SPHINXBASE_EXPORT int logmath_add(logmath_t *lmath, int logb_p, int logb_q); /** * Convert linear floating point number to integer log in base B. */ SPHINXBASE_EXPORT int logmath_log(logmath_t *lmath, float64 p); /** * Convert integer log in base B to linear floating point. */ SPHINXBASE_EXPORT float64 logmath_exp(logmath_t *lmath, int logb_p); /** * Convert natural log (in floating point) to integer log in base B. */ SPHINXBASE_EXPORT int logmath_ln_to_log(logmath_t *lmath, float64 log_p); /** * Convert integer log in base B to natural log (in floating point). */ SPHINXBASE_EXPORT float64 logmath_log_to_ln(logmath_t *lmath, int logb_p); /** * Convert base 10 log (in floating point) to integer log in base B. */ SPHINXBASE_EXPORT int logmath_log10_to_log(logmath_t *lmath, float64 log_p); /** * Convert base 10 log (in floating point) to float log in base B. */ SPHINXBASE_EXPORT float logmath_log10_to_log_float(logmath_t *lmath, float64 log_p); /** * Convert integer log in base B to base 10 log (in floating point). */ SPHINXBASE_EXPORT float64 logmath_log_to_log10(logmath_t *lmath, int logb_p); /** * Convert float log in base B to base 10 log. */ SPHINXBASE_EXPORT float64 logmath_log_float_to_log10(logmath_t *lmath, float log_p); #ifdef __cplusplus } #endif #endif /* __LOGMATH_H__ */