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- /*
- * Copyright (c) Meta Platforms, Inc. and affiliates.
- * All rights reserved.
- *
- * This source code is licensed under both the BSD-style license (found in the
- * LICENSE file in the root directory of this source tree) and the GPLv2 (found
- * in the COPYING file in the root directory of this source tree).
- * You may select, at your option, one of the above-listed licenses.
- */
- /* **************************************
- * Compiler Warnings
- ****************************************/
- #ifdef _MSC_VER
- # pragma warning(disable : 4127) /* disable: C4127: conditional expression is constant */
- #endif
- /*-*************************************
- * Includes
- ***************************************/
- #include "platform.h" /* Large Files support */
- #include "util.h" /* UTIL_getFileSize, UTIL_getTotalFileSize */
- #include <stdlib.h> /* malloc, free */
- #include <string.h> /* memset */
- #include <stdio.h> /* fprintf, fopen, ftello64 */
- #include <errno.h> /* errno */
- #include "timefn.h" /* UTIL_time_t, UTIL_clockSpanMicro, UTIL_getTime */
- #include "../lib/common/debug.h" /* assert */
- #include "../lib/common/mem.h" /* read */
- #include "../lib/zstd_errors.h"
- #include "dibio.h"
- /*-*************************************
- * Constants
- ***************************************/
- #define KB *(1 <<10)
- #define MB *(1 <<20)
- #define GB *(1U<<30)
- #define SAMPLESIZE_MAX (128 KB)
- #define MEMMULT 11 /* rough estimation : memory cost to analyze 1 byte of sample */
- #define COVER_MEMMULT 9 /* rough estimation : memory cost to analyze 1 byte of sample */
- #define FASTCOVER_MEMMULT 1 /* rough estimation : memory cost to analyze 1 byte of sample */
- static const size_t g_maxMemory = (sizeof(size_t) == 4) ? (2 GB - 64 MB) : ((size_t)(512 MB) << sizeof(size_t));
- #define NOISELENGTH 32
- #define MAX_SAMPLES_SIZE (2 GB) /* training dataset limited to 2GB */
- /*-*************************************
- * Console display
- ***************************************/
- #define DISPLAY(...) fprintf(stderr, __VA_ARGS__)
- #define DISPLAYLEVEL(l, ...) if (displayLevel>=l) { DISPLAY(__VA_ARGS__); }
- static const U64 g_refreshRate = SEC_TO_MICRO / 6;
- static UTIL_time_t g_displayClock = UTIL_TIME_INITIALIZER;
- #define DISPLAYUPDATE(l, ...) { if (displayLevel>=l) { \
- if ((UTIL_clockSpanMicro(g_displayClock) > g_refreshRate) || (displayLevel>=4)) \
- { g_displayClock = UTIL_getTime(); DISPLAY(__VA_ARGS__); \
- if (displayLevel>=4) fflush(stderr); } } }
- /*-*************************************
- * Exceptions
- ***************************************/
- #ifndef DEBUG
- # define DEBUG 0
- #endif
- #define DEBUGOUTPUT(...) if (DEBUG) DISPLAY(__VA_ARGS__);
- #define EXM_THROW(error, ...) \
- { \
- DEBUGOUTPUT("Error defined at %s, line %i : \n", __FILE__, __LINE__); \
- DISPLAY("Error %i : ", error); \
- DISPLAY(__VA_ARGS__); \
- DISPLAY("\n"); \
- exit(error); \
- }
- /* ********************************************************
- * Helper functions
- **********************************************************/
- #undef MIN
- #define MIN(a,b) ((a) < (b) ? (a) : (b))
- /**
- Returns the size of a file.
- If error returns -1.
- */
- static S64 DiB_getFileSize (const char * fileName)
- {
- U64 const fileSize = UTIL_getFileSize(fileName);
- return (fileSize == UTIL_FILESIZE_UNKNOWN) ? -1 : (S64)fileSize;
- }
- /* ********************************************************
- * File related operations
- **********************************************************/
- /** DiB_loadFiles() :
- * load samples from files listed in fileNamesTable into buffer.
- * works even if buffer is too small to load all samples.
- * Also provides the size of each sample into sampleSizes table
- * which must be sized correctly, using DiB_fileStats().
- * @return : nb of samples effectively loaded into `buffer`
- * *bufferSizePtr is modified, it provides the amount data loaded within buffer.
- * sampleSizes is filled with the size of each sample.
- */
- static int DiB_loadFiles(
- void* buffer, size_t* bufferSizePtr,
- size_t* sampleSizes, int sstSize,
- const char** fileNamesTable, int nbFiles,
- size_t targetChunkSize, int displayLevel )
- {
- char* const buff = (char*)buffer;
- size_t totalDataLoaded = 0;
- int nbSamplesLoaded = 0;
- int fileIndex = 0;
- FILE * f = NULL;
- assert(targetChunkSize <= SAMPLESIZE_MAX);
- while ( nbSamplesLoaded < sstSize && fileIndex < nbFiles ) {
- size_t fileDataLoaded;
- S64 const fileSize = DiB_getFileSize(fileNamesTable[fileIndex]);
- if (fileSize <= 0) {
- /* skip if zero-size or file error */
- ++fileIndex;
- continue;
- }
- f = fopen( fileNamesTable[fileIndex], "rb");
- if (f == NULL)
- EXM_THROW(10, "zstd: dictBuilder: %s %s ", fileNamesTable[fileIndex], strerror(errno));
- DISPLAYUPDATE(2, "Loading %s... \r", fileNamesTable[fileIndex]);
- /* Load the first chunk of data from the file */
- fileDataLoaded = targetChunkSize > 0 ?
- (size_t)MIN(fileSize, (S64)targetChunkSize) :
- (size_t)MIN(fileSize, SAMPLESIZE_MAX );
- if (totalDataLoaded + fileDataLoaded > *bufferSizePtr)
- break;
- if (fread( buff+totalDataLoaded, 1, fileDataLoaded, f ) != fileDataLoaded)
- EXM_THROW(11, "Pb reading %s", fileNamesTable[fileIndex]);
- sampleSizes[nbSamplesLoaded++] = fileDataLoaded;
- totalDataLoaded += fileDataLoaded;
- /* If file-chunking is enabled, load the rest of the file as more samples */
- if (targetChunkSize > 0) {
- while( (S64)fileDataLoaded < fileSize && nbSamplesLoaded < sstSize ) {
- size_t const chunkSize = MIN((size_t)(fileSize-fileDataLoaded), targetChunkSize);
- if (totalDataLoaded + chunkSize > *bufferSizePtr) /* buffer is full */
- break;
- if (fread( buff+totalDataLoaded, 1, chunkSize, f ) != chunkSize)
- EXM_THROW(11, "Pb reading %s", fileNamesTable[fileIndex]);
- sampleSizes[nbSamplesLoaded++] = chunkSize;
- totalDataLoaded += chunkSize;
- fileDataLoaded += chunkSize;
- }
- }
- fileIndex += 1;
- fclose(f); f = NULL;
- }
- if (f != NULL)
- fclose(f);
- DISPLAYLEVEL(2, "\r%79s\r", "");
- DISPLAYLEVEL(4, "Loaded %d KB total training data, %d nb samples \n",
- (int)(totalDataLoaded / (1 KB)), nbSamplesLoaded );
- *bufferSizePtr = totalDataLoaded;
- return nbSamplesLoaded;
- }
- #define DiB_rotl32(x,r) ((x << r) | (x >> (32 - r)))
- static U32 DiB_rand(U32* src)
- {
- static const U32 prime1 = 2654435761U;
- static const U32 prime2 = 2246822519U;
- U32 rand32 = *src;
- rand32 *= prime1;
- rand32 ^= prime2;
- rand32 = DiB_rotl32(rand32, 13);
- *src = rand32;
- return rand32 >> 5;
- }
- /* DiB_shuffle() :
- * shuffle a table of file names in a semi-random way
- * It improves dictionary quality by reducing "locality" impact, so if sample set is very large,
- * it will load random elements from it, instead of just the first ones. */
- static void DiB_shuffle(const char** fileNamesTable, unsigned nbFiles) {
- U32 seed = 0xFD2FB528;
- unsigned i;
- if (nbFiles == 0)
- return;
- for (i = nbFiles - 1; i > 0; --i) {
- unsigned const j = DiB_rand(&seed) % (i + 1);
- const char* const tmp = fileNamesTable[j];
- fileNamesTable[j] = fileNamesTable[i];
- fileNamesTable[i] = tmp;
- }
- }
- /*-********************************************************
- * Dictionary training functions
- **********************************************************/
- static size_t DiB_findMaxMem(unsigned long long requiredMem)
- {
- size_t const step = 8 MB;
- void* testmem = NULL;
- requiredMem = (((requiredMem >> 23) + 1) << 23);
- requiredMem += step;
- if (requiredMem > g_maxMemory) requiredMem = g_maxMemory;
- while (!testmem) {
- testmem = malloc((size_t)requiredMem);
- requiredMem -= step;
- }
- free(testmem);
- return (size_t)requiredMem;
- }
- static void DiB_fillNoise(void* buffer, size_t length)
- {
- unsigned const prime1 = 2654435761U;
- unsigned const prime2 = 2246822519U;
- unsigned acc = prime1;
- size_t p=0;
- for (p=0; p<length; p++) {
- acc *= prime2;
- ((unsigned char*)buffer)[p] = (unsigned char)(acc >> 21);
- }
- }
- static void DiB_saveDict(const char* dictFileName,
- const void* buff, size_t buffSize)
- {
- FILE* const f = fopen(dictFileName, "wb");
- if (f==NULL) EXM_THROW(3, "cannot open %s ", dictFileName);
- { size_t const n = fwrite(buff, 1, buffSize, f);
- if (n!=buffSize) EXM_THROW(4, "%s : write error", dictFileName) }
- { size_t const n = (size_t)fclose(f);
- if (n!=0) EXM_THROW(5, "%s : flush error", dictFileName) }
- }
- typedef struct {
- S64 totalSizeToLoad;
- int nbSamples;
- int oneSampleTooLarge;
- } fileStats;
- /*! DiB_fileStats() :
- * Given a list of files, and a chunkSize (0 == no chunk, whole files)
- * provides the amount of data to be loaded and the resulting nb of samples.
- * This is useful primarily for allocation purpose => sample buffer, and sample sizes table.
- */
- static fileStats DiB_fileStats(const char** fileNamesTable, int nbFiles, size_t chunkSize, int displayLevel)
- {
- fileStats fs;
- int n;
- memset(&fs, 0, sizeof(fs));
- /* We assume that if chunking is requested, the chunk size is < SAMPLESIZE_MAX */
- assert( chunkSize <= SAMPLESIZE_MAX );
- for (n=0; n<nbFiles; n++) {
- S64 const fileSize = DiB_getFileSize(fileNamesTable[n]);
- /* TODO: is there a minimum sample size? What if the file is 1-byte? */
- if (fileSize == 0) {
- DISPLAYLEVEL(3, "Sample file '%s' has zero size, skipping...\n", fileNamesTable[n]);
- continue;
- }
- /* the case where we are breaking up files in sample chunks */
- if (chunkSize > 0) {
- /* TODO: is there a minimum sample size? Can we have a 1-byte sample? */
- fs.nbSamples += (int)((fileSize + chunkSize-1) / chunkSize);
- fs.totalSizeToLoad += fileSize;
- }
- else {
- /* the case where one file is one sample */
- if (fileSize > SAMPLESIZE_MAX) {
- /* flag excessively large sample files */
- fs.oneSampleTooLarge |= (fileSize > 2*SAMPLESIZE_MAX);
- /* Limit to the first SAMPLESIZE_MAX (128kB) of the file */
- DISPLAYLEVEL(3, "Sample file '%s' is too large, limiting to %d KB",
- fileNamesTable[n], SAMPLESIZE_MAX / (1 KB));
- }
- fs.nbSamples += 1;
- fs.totalSizeToLoad += MIN(fileSize, SAMPLESIZE_MAX);
- }
- }
- DISPLAYLEVEL(4, "Found training data %d files, %d KB, %d samples\n", nbFiles, (int)(fs.totalSizeToLoad / (1 KB)), fs.nbSamples);
- return fs;
- }
- int DiB_trainFromFiles(const char* dictFileName, size_t maxDictSize,
- const char** fileNamesTable, int nbFiles, size_t chunkSize,
- ZDICT_legacy_params_t* params, ZDICT_cover_params_t* coverParams,
- ZDICT_fastCover_params_t* fastCoverParams, int optimize, unsigned memLimit)
- {
- fileStats fs;
- size_t* sampleSizes; /* vector of sample sizes. Each sample can be up to SAMPLESIZE_MAX */
- int nbSamplesLoaded; /* nb of samples effectively loaded in srcBuffer */
- size_t loadedSize; /* total data loaded in srcBuffer for all samples */
- void* srcBuffer /* contiguous buffer with training data/samples */;
- void* const dictBuffer = malloc(maxDictSize);
- int result = 0;
- int const displayLevel = params ? params->zParams.notificationLevel :
- coverParams ? coverParams->zParams.notificationLevel :
- fastCoverParams ? fastCoverParams->zParams.notificationLevel : 0;
- /* Shuffle input files before we start assessing how much sample datA to load.
- The purpose of the shuffle is to pick random samples when the sample
- set is larger than what we can load in memory. */
- DISPLAYLEVEL(3, "Shuffling input files\n");
- DiB_shuffle(fileNamesTable, nbFiles);
- /* Figure out how much sample data to load with how many samples */
- fs = DiB_fileStats(fileNamesTable, nbFiles, chunkSize, displayLevel);
- {
- int const memMult = params ? MEMMULT :
- coverParams ? COVER_MEMMULT:
- FASTCOVER_MEMMULT;
- size_t const maxMem = DiB_findMaxMem(fs.totalSizeToLoad * memMult) / memMult;
- /* Limit the size of the training data to the free memory */
- /* Limit the size of the training data to 2GB */
- /* TODO: there is opportunity to stop DiB_fileStats() early when the data limit is reached */
- loadedSize = (size_t)MIN( MIN((S64)maxMem, fs.totalSizeToLoad), MAX_SAMPLES_SIZE );
- if (memLimit != 0) {
- DISPLAYLEVEL(2, "! Warning : setting manual memory limit for dictionary training data at %u MB \n",
- (unsigned)(memLimit / (1 MB)));
- loadedSize = (size_t)MIN(loadedSize, memLimit);
- }
- srcBuffer = malloc(loadedSize+NOISELENGTH);
- sampleSizes = (size_t*)malloc(fs.nbSamples * sizeof(size_t));
- }
- /* Checks */
- if ((fs.nbSamples && !sampleSizes) || (!srcBuffer) || (!dictBuffer))
- EXM_THROW(12, "not enough memory for DiB_trainFiles"); /* should not happen */
- if (fs.oneSampleTooLarge) {
- DISPLAYLEVEL(2, "! Warning : some sample(s) are very large \n");
- DISPLAYLEVEL(2, "! Note that dictionary is only useful for small samples. \n");
- DISPLAYLEVEL(2, "! As a consequence, only the first %u bytes of each sample are loaded \n", SAMPLESIZE_MAX);
- }
- if (fs.nbSamples < 5) {
- DISPLAYLEVEL(2, "! Warning : nb of samples too low for proper processing ! \n");
- DISPLAYLEVEL(2, "! Please provide _one file per sample_. \n");
- DISPLAYLEVEL(2, "! Alternatively, split files into fixed-size blocks representative of samples, with -B# \n");
- EXM_THROW(14, "nb of samples too low"); /* we now clearly forbid this case */
- }
- if (fs.totalSizeToLoad < (S64)maxDictSize * 8) {
- DISPLAYLEVEL(2, "! Warning : data size of samples too small for target dictionary size \n");
- DISPLAYLEVEL(2, "! Samples should be about 100x larger than target dictionary size \n");
- }
- /* init */
- if ((S64)loadedSize < fs.totalSizeToLoad)
- DISPLAYLEVEL(1, "Training samples set too large (%u MB); training on %u MB only...\n",
- (unsigned)(fs.totalSizeToLoad / (1 MB)),
- (unsigned)(loadedSize / (1 MB)));
- /* Load input buffer */
- nbSamplesLoaded = DiB_loadFiles(
- srcBuffer, &loadedSize, sampleSizes, fs.nbSamples, fileNamesTable,
- nbFiles, chunkSize, displayLevel);
- { size_t dictSize = ZSTD_error_GENERIC;
- if (params) {
- DiB_fillNoise((char*)srcBuffer + loadedSize, NOISELENGTH); /* guard band, for end of buffer condition */
- dictSize = ZDICT_trainFromBuffer_legacy(dictBuffer, maxDictSize,
- srcBuffer, sampleSizes, nbSamplesLoaded,
- *params);
- } else if (coverParams) {
- if (optimize) {
- dictSize = ZDICT_optimizeTrainFromBuffer_cover(dictBuffer, maxDictSize,
- srcBuffer, sampleSizes, nbSamplesLoaded,
- coverParams);
- if (!ZDICT_isError(dictSize)) {
- unsigned splitPercentage = (unsigned)(coverParams->splitPoint * 100);
- DISPLAYLEVEL(2, "k=%u\nd=%u\nsteps=%u\nsplit=%u\n", coverParams->k, coverParams->d,
- coverParams->steps, splitPercentage);
- }
- } else {
- dictSize = ZDICT_trainFromBuffer_cover(dictBuffer, maxDictSize, srcBuffer,
- sampleSizes, nbSamplesLoaded, *coverParams);
- }
- } else if (fastCoverParams != NULL) {
- if (optimize) {
- dictSize = ZDICT_optimizeTrainFromBuffer_fastCover(dictBuffer, maxDictSize,
- srcBuffer, sampleSizes, nbSamplesLoaded,
- fastCoverParams);
- if (!ZDICT_isError(dictSize)) {
- unsigned splitPercentage = (unsigned)(fastCoverParams->splitPoint * 100);
- DISPLAYLEVEL(2, "k=%u\nd=%u\nf=%u\nsteps=%u\nsplit=%u\naccel=%u\n", fastCoverParams->k,
- fastCoverParams->d, fastCoverParams->f, fastCoverParams->steps, splitPercentage,
- fastCoverParams->accel);
- }
- } else {
- dictSize = ZDICT_trainFromBuffer_fastCover(dictBuffer, maxDictSize, srcBuffer,
- sampleSizes, nbSamplesLoaded, *fastCoverParams);
- }
- } else {
- assert(0 /* Impossible */);
- }
- if (ZDICT_isError(dictSize)) {
- DISPLAYLEVEL(1, "dictionary training failed : %s \n", ZDICT_getErrorName(dictSize)); /* should not happen */
- result = 1;
- goto _cleanup;
- }
- /* save dict */
- DISPLAYLEVEL(2, "Save dictionary of size %u into file %s \n", (unsigned)dictSize, dictFileName);
- DiB_saveDict(dictFileName, dictBuffer, dictSize);
- }
- /* clean up */
- _cleanup:
- free(srcBuffer);
- free(sampleSizes);
- free(dictBuffer);
- return result;
- }
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