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-rw-r--r--media/sphinxbase/src/libsphinxbase/lm/ngram_model_dmp.c969
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diff --git a/media/sphinxbase/src/libsphinxbase/lm/ngram_model_dmp.c b/media/sphinxbase/src/libsphinxbase/lm/ngram_model_dmp.c
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index 000000000..c6a2d8b85
--- /dev/null
+++ b/media/sphinxbase/src/libsphinxbase/lm/ngram_model_dmp.c
@@ -0,0 +1,969 @@
+/* -*- c-basic-offset: 4; indent-tabs-mode: nil -*- */
+/* ====================================================================
+ * Copyright (c) 1999-2007 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 ngram_model_dmp.c DMP format language models
+ *
+ * Author: David Huggins-Daines <dhuggins@cs.cmu.edu>
+ */
+
+#include <assert.h>
+#include <stdio.h>
+#include <string.h>
+#include <stdlib.h>
+#include <limits.h>
+
+#include "sphinxbase/ckd_alloc.h"
+#include "sphinxbase/pio.h"
+#include "sphinxbase/err.h"
+#include "sphinxbase/byteorder.h"
+#include "sphinxbase/listelem_alloc.h"
+
+#include "ngram_model_dmp.h"
+
+static const char darpa_hdr[] = "Darpa Trigram LM";
+static ngram_funcs_t ngram_model_dmp_funcs;
+
+#define TSEG_BASE(m,b) ((m)->lm3g.tseg_base[(b)>>LOG_BG_SEG_SZ])
+#define FIRST_BG(m,u) ((m)->lm3g.unigrams[u].bigrams)
+#define FIRST_TG(m,b) (TSEG_BASE((m),(b))+((m)->lm3g.bigrams[b].trigrams))
+
+static unigram_t *
+new_unigram_table(int32 n_ug)
+{
+ unigram_t *table;
+ int32 i;
+
+ table = ckd_calloc(n_ug, sizeof(unigram_t));
+ for (i = 0; i < n_ug; i++) {
+ table[i].prob1.f = -99.0;
+ table[i].bo_wt1.f = -99.0;
+ }
+ return table;
+}
+
+ngram_model_t *
+ngram_model_dmp_read(cmd_ln_t *config,
+ const char *file_name,
+ logmath_t *lmath)
+{
+ ngram_model_t *base;
+ ngram_model_dmp_t *model;
+ FILE *fp;
+ int do_mmap, do_swap;
+ int32 is_pipe;
+ int32 i, j, k, vn, n, ts;
+ int32 n_unigram;
+ int32 n_bigram;
+ int32 n_trigram;
+ char str[1024];
+ unigram_t *ugptr;
+ bigram_t *bgptr;
+ trigram_t *tgptr;
+ char *tmp_word_str;
+ char *map_base = NULL;
+ size_t offset = 0;
+
+ base = NULL;
+ do_mmap = FALSE;
+ if (config)
+ do_mmap = cmd_ln_boolean_r(config, "-mmap");
+
+ if ((fp = fopen_comp(file_name, "rb", &is_pipe)) == NULL) {
+ E_ERROR("Dump file %s not found\n", file_name);
+ goto error_out;
+ }
+
+ if (is_pipe && do_mmap) {
+ E_WARN("Dump file is compressed, will not use memory-mapped I/O\n");
+ do_mmap = 0;
+ }
+
+ do_swap = FALSE;
+ if (fread(&k, sizeof(k), 1, fp) != 1)
+ goto error_out;
+ if (k != strlen(darpa_hdr)+1) {
+ SWAP_INT32(&k);
+ if (k != strlen(darpa_hdr)+1) {
+ E_ERROR("Wrong magic header size number %x: %s is not a dump file\n", k, file_name);
+ goto error_out;
+ }
+ do_swap = 1;
+ }
+ if (fread(str, 1, k, fp) != (size_t) k) {
+ E_ERROR("Cannot read header\n");
+ goto error_out;
+ }
+ if (strncmp(str, darpa_hdr, k) != 0) {
+ E_ERROR("Wrong header %s: %s is not a dump file\n", darpa_hdr);
+ goto error_out;
+ }
+
+ if (do_mmap) {
+ if (do_swap) {
+ E_INFO
+ ("Byteswapping required, will not use memory-mapped I/O for LM file\n");
+ do_mmap = 0;
+ }
+ else {
+ E_INFO("Will use memory-mapped I/O for LM file\n");
+#ifdef __ADSPBLACKFIN__ /* This is true for both VisualDSP++ and uClinux. */
+ E_FATAL("memory mapping is not supported at the moment.");
+#else
+#endif
+ }
+ }
+
+ if (fread(&k, sizeof(k), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&k);
+ if (fread(str, 1, k, fp) != (size_t) k) {
+ E_ERROR("Cannot read LM filename in header\n");
+ goto error_out;
+ }
+
+ /* read version#, if present (must be <= 0) */
+ if (fread(&vn, sizeof(vn), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&vn);
+ if (vn <= 0) {
+ /* read and don't compare timestamps (we don't care) */
+ if (fread(&ts, sizeof(ts), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&ts);
+
+ /* read and skip format description */
+ for (;;) {
+ if (fread(&k, sizeof(k), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&k);
+ if (k == 0)
+ break;
+ if (fread(str, 1, k, fp) != (size_t) k) {
+ E_ERROR("Failed to read word\n");
+ goto error_out;
+ }
+ }
+ /* read model->ucount */
+ if (fread(&n_unigram, sizeof(n_unigram), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&n_unigram);
+ }
+ else {
+ n_unigram = vn;
+ }
+
+ /* read model->bcount, tcount */
+ if (fread(&n_bigram, sizeof(n_bigram), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&n_bigram);
+ if (fread(&n_trigram, sizeof(n_trigram), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&n_trigram);
+ E_INFO("ngrams 1=%d, 2=%d, 3=%d\n", n_unigram, n_bigram, n_trigram);
+
+ /* Allocate space for LM, including initial OOVs and placeholders; initialize it */
+ model = ckd_calloc(1, sizeof(*model));
+ base = &model->base;
+ if (n_trigram > 0)
+ n = 3;
+ else if (n_bigram > 0)
+ n = 2;
+ else
+ n = 1;
+ ngram_model_init(base, &ngram_model_dmp_funcs, lmath, n, n_unigram);
+ base->n_counts[0] = n_unigram;
+ base->n_counts[1] = n_bigram;
+ base->n_counts[2] = n_trigram;
+
+ /* read unigrams (always in memory, as they contain dictionary
+ * mappings that can't be precomputed, and also could have OOVs added) */
+ model->lm3g.unigrams = new_unigram_table(n_unigram + 1);
+ ugptr = model->lm3g.unigrams;
+ for (i = 0; i <= n_unigram; ++i) {
+ /* Skip over the mapping ID, we don't care about it. */
+ if (fread(ugptr, sizeof(int32), 1, fp) != 1) {
+ E_ERROR("Failed to read maping id %d\n", i);
+ goto error_out;
+ }
+ /* Read the actual unigram structure. */
+ if (fread(ugptr, sizeof(unigram_t), 1, fp) != 1) {
+ E_ERROR("Failed to read unigrams data\n");
+ ngram_model_free(base);
+ fclose_comp(fp, is_pipe);
+ return NULL;
+ }
+ /* Byte swap if necessary. */
+ if (do_swap) {
+ SWAP_INT32(&ugptr->prob1.l);
+ SWAP_INT32(&ugptr->bo_wt1.l);
+ SWAP_INT32(&ugptr->bigrams);
+ }
+ /* Convert values to log. */
+ ugptr->prob1.l = logmath_log10_to_log(lmath, ugptr->prob1.f);
+ ugptr->bo_wt1.l = logmath_log10_to_log(lmath, ugptr->bo_wt1.f);
+ E_DEBUG(2, ("ug %d: prob %d bo %d bigrams %d\n",
+ i, ugptr->prob1.l, ugptr->bo_wt1.l, ugptr->bigrams));
+ ++ugptr;
+ }
+ E_INFO("%8d = LM.unigrams(+trailer) read\n", n_unigram);
+
+ /* Now mmap() the file and read in the rest of the (read-only) stuff. */
+ if (do_mmap) {
+ offset = ftell(fp);
+
+ /* Check for improper word alignment. */
+ if (offset & 0x3) {
+ E_WARN("-mmap specified, but trigram index is not word-aligned. Will not memory-map.\n");
+ do_mmap = FALSE;
+ }
+ else {
+ model->dump_mmap = mmio_file_read(file_name);
+ if (model->dump_mmap == NULL) {
+ do_mmap = FALSE;
+ }
+ else {
+ map_base = mmio_file_ptr(model->dump_mmap);
+ }
+ }
+ }
+
+ if (n_bigram > 0) {
+ /* read bigrams */
+ if (do_mmap) {
+ model->lm3g.bigrams = (bigram_t *) (map_base + offset);
+ offset += (n_bigram + 1) * sizeof(bigram_t);
+ }
+ else {
+ model->lm3g.bigrams =
+ ckd_calloc(n_bigram + 1, sizeof(bigram_t));
+ if (fread(model->lm3g.bigrams, sizeof(bigram_t), n_bigram + 1, fp)
+ != (size_t) n_bigram + 1) {
+ E_ERROR("Failed to read bigrams data\n");
+ goto error_out;
+ }
+ if (do_swap) {
+ for (i = 0, bgptr = model->lm3g.bigrams; i <= n_bigram;
+ i++, bgptr++) {
+ SWAP_INT16(&bgptr->wid);
+ SWAP_INT16(&bgptr->prob2);
+ SWAP_INT16(&bgptr->bo_wt2);
+ SWAP_INT16(&bgptr->trigrams);
+ }
+ }
+ }
+ E_INFO("%8d = LM.bigrams(+trailer) read\n", n_bigram);
+ }
+
+ /* read trigrams */
+ if (n_trigram > 0) {
+ if (do_mmap) {
+ model->lm3g.trigrams = (trigram_t *) (map_base + offset);
+ offset += n_trigram * sizeof(trigram_t);
+ }
+ else {
+ model->lm3g.trigrams =
+ ckd_calloc(n_trigram, sizeof(trigram_t));
+ if (fread
+ (model->lm3g.trigrams, sizeof(trigram_t), n_trigram, fp)
+ != (size_t) n_trigram) {
+ E_ERROR("Failed to read trigrams data\n");
+ goto error_out;
+ }
+ if (do_swap) {
+ for (i = 0, tgptr = model->lm3g.trigrams; i < n_trigram;
+ i++, tgptr++) {
+ SWAP_INT16(&tgptr->wid);
+ SWAP_INT16(&tgptr->prob3);
+ }
+ }
+ }
+ E_INFO("%8d = LM.trigrams read\n", n_trigram);
+ /* Initialize tginfo */
+ model->lm3g.tginfo = ckd_calloc(n_unigram, sizeof(tginfo_t *));
+ model->lm3g.le = listelem_alloc_init(sizeof(tginfo_t));
+ }
+
+ if (n_bigram > 0) {
+ /* read n_prob2 and prob2 array (in memory) */
+ if (do_mmap)
+ fseek(fp, offset, SEEK_SET);
+ if (fread(&k, sizeof(k), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&k);
+ model->lm3g.n_prob2 = k;
+ model->lm3g.prob2 = ckd_calloc(k, sizeof(*model->lm3g.prob2));
+ if (fread(model->lm3g.prob2, sizeof(*model->lm3g.prob2), k, fp) != (size_t) k) {
+ E_ERROR("fread(prob2) failed\n");
+ goto error_out;
+ }
+ for (i = 0; i < k; i++) {
+ if (do_swap)
+ SWAP_INT32(&model->lm3g.prob2[i].l);
+ /* Convert values to log. */
+ model->lm3g.prob2[i].l = logmath_log10_to_log(lmath, model->lm3g.prob2[i].f);
+ }
+ E_INFO("%8d = LM.prob2 entries read\n", k);
+ }
+
+ /* read n_bo_wt2 and bo_wt2 array (in memory) */
+ if (base->n > 2) {
+ if (fread(&k, sizeof(k), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&k);
+ model->lm3g.n_bo_wt2 = k;
+ model->lm3g.bo_wt2 = ckd_calloc(k, sizeof(*model->lm3g.bo_wt2));
+ if (fread(model->lm3g.bo_wt2, sizeof(*model->lm3g.bo_wt2), k, fp) != (size_t) k) {
+ E_ERROR("Failed to read backoff weights\n");
+ goto error_out;
+ }
+ for (i = 0; i < k; i++) {
+ if (do_swap)
+ SWAP_INT32(&model->lm3g.bo_wt2[i].l);
+ /* Convert values to log. */
+ model->lm3g.bo_wt2[i].l = logmath_log10_to_log(lmath, model->lm3g.bo_wt2[i].f);
+ }
+ E_INFO("%8d = LM.bo_wt2 entries read\n", k);
+ }
+
+ /* read n_prob3 and prob3 array (in memory) */
+ if (base->n > 2) {
+ if (fread(&k, sizeof(k), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&k);
+ model->lm3g.n_prob3 = k;
+ model->lm3g.prob3 = ckd_calloc(k, sizeof(*model->lm3g.prob3));
+ if (fread(model->lm3g.prob3, sizeof(*model->lm3g.prob3), k, fp) != (size_t) k) {
+ E_ERROR("Failed to read trigram probability\n");
+ goto error_out;
+ }
+ for (i = 0; i < k; i++) {
+ if (do_swap)
+ SWAP_INT32(&model->lm3g.prob3[i].l);
+ /* Convert values to log. */
+ model->lm3g.prob3[i].l = logmath_log10_to_log(lmath, model->lm3g.prob3[i].f);
+ }
+ E_INFO("%8d = LM.prob3 entries read\n", k);
+ }
+
+ /* read tseg_base size and tseg_base */
+ if (do_mmap)
+ offset = ftell(fp);
+ if (n_trigram > 0) {
+ if (do_mmap) {
+ memcpy(&k, map_base + offset, sizeof(k));
+ offset += sizeof(int32);
+ model->lm3g.tseg_base = (int32 *) (map_base + offset);
+ offset += k * sizeof(int32);
+ }
+ else {
+ k = (n_bigram + 1) / BG_SEG_SZ + 1;
+ if (fread(&k, sizeof(k), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&k);
+ model->lm3g.tseg_base = ckd_calloc(k, sizeof(int32));
+ if (fread(model->lm3g.tseg_base, sizeof(int32), k, fp) !=
+ (size_t) k) {
+ E_ERROR("Failed to read trigram index\n");
+ goto error_out;
+ }
+ if (do_swap)
+ for (i = 0; i < k; i++)
+ SWAP_INT32(&model->lm3g.tseg_base[i]);
+ }
+ E_INFO("%8d = LM.tseg_base entries read\n", k);
+ }
+
+ /* read ascii word strings */
+ if (do_mmap) {
+ memcpy(&k, map_base + offset, sizeof(k));
+ offset += sizeof(int32);
+ tmp_word_str = (char *) (map_base + offset);
+ offset += k;
+ }
+ else {
+ base->writable = TRUE;
+ if (fread(&k, sizeof(k), 1, fp) != 1)
+ goto error_out;
+ if (do_swap) SWAP_INT32(&k);
+ tmp_word_str = ckd_calloc(k, 1);
+ if (fread(tmp_word_str, 1, k, fp) != (size_t) k) {
+ E_ERROR("Failed to read words\n");
+ goto error_out;
+ }
+ }
+
+ /* First make sure string just read contains n_counts[0] words (PARANOIA!!) */
+ for (i = 0, j = 0; i < k; i++)
+ if (tmp_word_str[i] == '\0')
+ j++;
+ if (j != n_unigram) {
+ E_ERROR("Error reading word strings (%d doesn't match n_unigrams %d)\n",
+ j, n_unigram);
+ goto error_out;
+ }
+
+ /* Break up string just read into words */
+ if (do_mmap) {
+ j = 0;
+ for (i = 0; i < n_unigram; i++) {
+ base->word_str[i] = tmp_word_str + j;
+ if (hash_table_enter(base->wid, base->word_str[i],
+ (void *)(long)i) != (void *)(long)i) {
+ E_WARN("Duplicate word in dictionary: %s\n", base->word_str[i]);
+ }
+ j += strlen(base->word_str[i]) + 1;
+ }
+ }
+ else {
+ j = 0;
+ for (i = 0; i < n_unigram; i++) {
+ base->word_str[i] = ckd_salloc(tmp_word_str + j);
+ if (hash_table_enter(base->wid, base->word_str[i],
+ (void *)(long)i) != (void *)(long)i) {
+ E_WARN("Duplicate word in dictionary: %s\n", base->word_str[i]);
+ }
+ j += strlen(base->word_str[i]) + 1;
+ }
+ free(tmp_word_str);
+ }
+ E_INFO("%8d = ascii word strings read\n", i);
+
+ fclose_comp(fp, is_pipe);
+ return base;
+
+error_out:
+ if (fp)
+ fclose_comp(fp, is_pipe);
+ ngram_model_free(base);
+ return NULL;
+}
+
+ngram_model_dmp_t *
+ngram_model_dmp_build(ngram_model_t *base)
+{
+ ngram_model_dmp_t *model;
+ ngram_model_t *newbase;
+ ngram_iter_t *itor;
+ sorted_list_t sorted_prob2;
+ sorted_list_t sorted_bo_wt2;
+ sorted_list_t sorted_prob3;
+ bigram_t *bgptr;
+ trigram_t *tgptr;
+ int i, bgcount, tgcount, seg;
+
+ if (base->funcs == &ngram_model_dmp_funcs) {
+ E_INFO("Using existing DMP model.\n");
+ return (ngram_model_dmp_t *)ngram_model_retain(base);
+ }
+
+ /* Initialize new base model structure with params from base. */
+ E_INFO("Building DMP model...\n");
+ model = ckd_calloc(1, sizeof(*model));
+ newbase = &model->base;
+ ngram_model_init(newbase, &ngram_model_dmp_funcs,
+ logmath_retain(base->lmath),
+ base->n, base->n_counts[0]);
+ /* Copy N-gram counts over. */
+ memcpy(newbase->n_counts, base->n_counts,
+ base->n * sizeof(*base->n_counts));
+ /* Make sure word strings are freed. */
+ newbase->writable = TRUE;
+ /* Initialize unigram table and string table. */
+ model->lm3g.unigrams = new_unigram_table(newbase->n_counts[0] + 1);
+ for (itor = ngram_model_mgrams(base, 0); itor;
+ itor = ngram_iter_next(itor)) {
+ int32 prob1, bo_wt1;
+ int32 const *wids;
+
+ /* Can't guarantee they will go in unigram order, so just to
+ * be correct, we do this... */
+ wids = ngram_iter_get(itor, &prob1, &bo_wt1);
+ model->lm3g.unigrams[wids[0]].prob1.l = prob1;
+ model->lm3g.unigrams[wids[0]].bo_wt1.l = bo_wt1;
+ newbase->word_str[wids[0]] = ckd_salloc(ngram_word(base, wids[0]));
+ if ((hash_table_enter_int32(newbase->wid,
+ newbase->word_str[wids[0]], wids[0]))
+ != wids[0]) {
+ E_WARN("Duplicate word in dictionary: %s\n", newbase->word_str[wids[0]]);
+ }
+ }
+ E_INFO("%8d = #unigrams created\n", newbase->n_counts[0]);
+
+ if (newbase->n < 2)
+ return model;
+
+ /* Construct quantized probability table for bigrams and
+ * (optionally) trigrams. Hesitate to use the "sorted list" thing
+ * since it isn't so useful, but it's there already. */
+ init_sorted_list(&sorted_prob2);
+ if (newbase->n > 2) {
+ init_sorted_list(&sorted_bo_wt2);
+ init_sorted_list(&sorted_prob3);
+ }
+ /* Construct bigram and trigram arrays. */
+ bgptr = model->lm3g.bigrams = ckd_calloc(newbase->n_counts[1] + 1, sizeof(bigram_t));
+ if (newbase->n > 2) {
+ tgptr = model->lm3g.trigrams = ckd_calloc(newbase->n_counts[2], sizeof(trigram_t));
+ model->lm3g.tseg_base =
+ ckd_calloc((newbase->n_counts[1] + 1) / BG_SEG_SZ + 1, sizeof(int32));
+ }
+ else
+ tgptr = NULL;
+ /* Since bigrams and trigrams have to be contiguous with others
+ * with the same N-1-gram, we traverse them in depth-first order
+ * to build the bigram and trigram arrays. */
+ for (i = 0; i < newbase->n_counts[0]; ++i) {
+ ngram_iter_t *uitor;
+ bgcount = bgptr - model->lm3g.bigrams;
+ /* First bigram index (same as next if no bigrams...) */
+ model->lm3g.unigrams[i].bigrams = bgcount;
+ E_DEBUG(2, ("unigram %d: %s => bigram %d\n", i, newbase->word_str[i], bgcount));
+ /* All bigrams corresponding to unigram i */
+ uitor = ngram_ng_iter(base, i, NULL, 0);
+ for (itor = ngram_iter_successors(uitor);
+ itor; ++bgptr, itor = ngram_iter_next(itor)) {
+ int32 prob2, bo_wt2;
+ int32 const *wids;
+ ngram_iter_t *titor;
+
+ wids = ngram_iter_get(itor, &prob2, &bo_wt2);
+
+ assert (bgptr - model->lm3g.bigrams < newbase->n_counts[1]);
+
+ bgptr->wid = wids[1];
+ bgptr->prob2 = sorted_id(&sorted_prob2, &prob2);
+ if (newbase->n > 2) {
+ tgcount = (tgptr - model->lm3g.trigrams);
+ bgcount = (bgptr - model->lm3g.bigrams);
+
+ /* Backoff weight (only if there are trigrams...) */
+ bgptr->bo_wt2 = sorted_id(&sorted_bo_wt2, &bo_wt2);
+
+ /* Find bigram segment for this bigram (this isn't
+ * used unless there are trigrams) */
+ seg = bgcount >> LOG_BG_SEG_SZ;
+ /* If we just crossed a bigram segment boundary, then
+ * point tseg_base for the new segment to the current
+ * trigram pointer. */
+ if (seg != (bgcount - 1) >> LOG_BG_SEG_SZ)
+ model->lm3g.tseg_base[seg] = tgcount;
+ /* Now calculate the trigram offset. */
+ bgptr->trigrams = tgcount - model->lm3g.tseg_base[seg];
+ E_DEBUG(2, ("bigram %d %s %s => trigram %d:%d\n",
+ bgcount,
+ newbase->word_str[wids[0]],
+ newbase->word_str[wids[1]],
+ seg, bgptr->trigrams));
+
+ /* And fill in successors' trigram info. */
+ for (titor = ngram_iter_successors(itor);
+ titor; ++tgptr, titor = ngram_iter_next(titor)) {
+ int32 prob3, dummy;
+
+ assert(tgptr - model->lm3g.trigrams < newbase->n_counts[2]);
+ wids = ngram_iter_get(titor, &prob3, &dummy);
+ tgptr->wid = wids[2];
+ tgptr->prob3 = sorted_id(&sorted_prob3, &prob3);
+ E_DEBUG(2, ("trigram %d %s %s %s => prob %d\n",
+ tgcount,
+ newbase->word_str[wids[0]],
+ newbase->word_str[wids[1]],
+ newbase->word_str[wids[2]],
+ tgptr->prob3));
+ }
+ }
+ }
+ ngram_iter_free(uitor);
+ }
+ /* Add sentinal unigram and bigram records. */
+ bgcount = bgptr - model->lm3g.bigrams;
+ tgcount = tgptr - model->lm3g.trigrams;
+ seg = bgcount >> LOG_BG_SEG_SZ;
+ if (seg != (bgcount - 1) >> LOG_BG_SEG_SZ)
+ model->lm3g.tseg_base[seg] = tgcount;
+ model->lm3g.unigrams[i].bigrams = bgcount;
+ if (newbase->n > 2)
+ bgptr->trigrams = tgcount - model->lm3g.tseg_base[seg];
+
+ /* Now create probability tables. */
+ model->lm3g.n_prob2 = sorted_prob2.free;
+ model->lm3g.prob2 = vals_in_sorted_list(&sorted_prob2);
+ E_INFO("%8d = #bigrams created\n", newbase->n_counts[1]);
+ E_INFO("%8d = #prob2 entries\n", model->lm3g.n_prob2);
+ free_sorted_list(&sorted_prob2);
+ if (newbase->n > 2) {
+ /* Create trigram bo-wts array. */
+ model->lm3g.n_bo_wt2 = sorted_bo_wt2.free;
+ model->lm3g.bo_wt2 = vals_in_sorted_list(&sorted_bo_wt2);
+ free_sorted_list(&sorted_bo_wt2);
+ E_INFO("%8d = #bo_wt2 entries\n", model->lm3g.n_bo_wt2);
+ /* Create trigram probability table. */
+ model->lm3g.n_prob3 = sorted_prob3.free;
+ model->lm3g.prob3 = vals_in_sorted_list(&sorted_prob3);
+ E_INFO("%8d = #trigrams created\n", newbase->n_counts[2]);
+ E_INFO("%8d = #prob3 entries\n", model->lm3g.n_prob3);
+ free_sorted_list(&sorted_prob3);
+ /* Initialize tginfo */
+ model->lm3g.tginfo = ckd_calloc(newbase->n_counts[0], sizeof(tginfo_t *));
+ model->lm3g.le = listelem_alloc_init(sizeof(tginfo_t));
+ }
+
+ return model;
+}
+
+static void
+fwrite_int32(FILE *fh, int32 val)
+{
+ fwrite(&val, 4, 1, fh);
+}
+
+static void
+fwrite_ug(FILE *fh, unigram_t *ug, logmath_t *lmath)
+{
+ int32 bogus = -1;
+ float32 log10val;
+
+ /* Bogus dictionary mapping field. */
+ fwrite(&bogus, 4, 1, fh);
+ /* Convert values to log10. */
+ log10val = logmath_log_to_log10(lmath, ug->prob1.l);
+ fwrite(&log10val, 4, 1, fh);
+ log10val = logmath_log_to_log10(lmath, ug->bo_wt1.l);
+ fwrite(&log10val, 4, 1, fh);
+ fwrite_int32(fh, ug->bigrams);
+}
+
+static void
+fwrite_bg(FILE *fh, bigram_t *bg)
+{
+ fwrite(bg, sizeof(*bg), 1, fh);
+}
+
+static void
+fwrite_tg(FILE *fh, trigram_t *tg)
+{
+ fwrite(tg, sizeof(*tg), 1, fh);
+}
+
+/** Please look at the definition of
+ */
+static char const *fmtdesc[] = {
+ "BEGIN FILE FORMAT DESCRIPTION",
+ "Header string length (int32) and string (including trailing 0)",
+ "Original LM filename string-length (int32) and filename (including trailing 0)",
+ "(int32) version number (present iff value <= 0)",
+ "(int32) original LM file modification timestamp (iff version# present)",
+ "(int32) string-length and string (including trailing 0) (iff version# present)",
+ "... previous entry continued any number of times (iff version# present)",
+ "(int32) 0 (terminating sequence of strings) (iff version# present)",
+ "(int32) log_bg_seg_sz (present iff different from default value of LOG2_BG_SEG_SZ)",
+ "(int32) lm_t.ucount (must be > 0)",
+ "(int32) lm_t.bcount",
+ "(int32) lm_t.tcount",
+ "lm_t.ucount+1 unigrams (including sentinel)",
+ "lm_t.bcount+1 bigrams (including sentinel 64 bits (bg_t) each if version=-1/-2, 128 bits (bg32_t) each if version=-3",
+ "lm_t.tcount trigrams (present iff lm_t.tcount > 0 32 bits (tg_t) each if version=-1/-2, 64 bits (tg32_t) each if version=-3)",
+ "(int32) lm_t.n_prob2",
+ "(int32) lm_t.prob2[]",
+ "(int32) lm_t.n_bo_wt2 (present iff lm_t.tcount > 0)",
+ "(int32) lm_t.bo_wt2[] (present iff lm_t.tcount > 0)",
+ "(int32) lm_t.n_prob3 (present iff lm_t.tcount > 0)",
+ "(int32) lm_t.prob3[] (present iff lm_t.tcount > 0)",
+ "(int32) (lm_t.bcount+1)/BG_SEG_SZ+1 (present iff lm_t.tcount > 0)",
+ "(int32) lm_t.tseg_base[] (present iff lm_t.tcount > 0)",
+ "(int32) Sum(all word string-lengths, including trailing 0 for each)",
+ "All word strings (including trailing 0 for each)",
+ "END FILE FORMAT DESCRIPTION",
+ NULL,
+};
+
+static void
+ngram_model_dmp_write_header(FILE * fh)
+{
+ int32 k;
+ k = strlen(darpa_hdr) + 1;
+ fwrite_int32(fh, k);
+ fwrite(darpa_hdr, 1, k, fh);
+}
+
+static void
+ngram_model_dmp_write_lm_filename(FILE * fh, const char *lmfile)
+{
+ int32 k;
+
+ k = strlen(lmfile) + 1;
+ fwrite_int32(fh, k);
+ fwrite(lmfile, 1, k, fh);
+}
+
+#define LMDMP_VERSION_TG_16BIT -1 /**< VERSION 1 is the simplest DMP file which
+ is trigram or lower which used 16 bits in
+ bigram and trigram.*/
+
+static void
+ngram_model_dmp_write_version(FILE * fh, int32 mtime)
+{
+ fwrite_int32(fh, LMDMP_VERSION_TG_16BIT); /* version # */
+ fwrite_int32(fh, mtime);
+}
+
+static void
+ngram_model_dmp_write_ngram_counts(FILE * fh, ngram_model_t *model)
+{
+ fwrite_int32(fh, model->n_counts[0]);
+ fwrite_int32(fh, model->n_counts[1]);
+ fwrite_int32(fh, model->n_counts[2]);
+}
+
+static void
+ngram_model_dmp_write_fmtdesc(FILE * fh)
+{
+ int32 i, k;
+ long pos;
+
+ /* Write file format description into header */
+ for (i = 0; fmtdesc[i] != NULL; i++) {
+ k = strlen(fmtdesc[i]) + 1;
+ fwrite_int32(fh, k);
+ fwrite(fmtdesc[i], 1, k, fh);
+ }
+ /* Pad it out in order to achieve 32-bit alignment */
+ pos = ftell(fh);
+ k = pos & 3;
+ if (k) {
+ fwrite_int32(fh, 4-k);
+ fwrite("!!!!", 1, 4-k, fh);
+ }
+ fwrite_int32(fh, 0);
+}
+
+static void
+ngram_model_dmp_write_unigram(FILE *fh, ngram_model_t *model)
+{
+ ngram_model_dmp_t *lm = (ngram_model_dmp_t *)model;
+ int32 i;
+
+ for (i = 0; i <= model->n_counts[0]; i++) {
+ fwrite_ug(fh, &(lm->lm3g.unigrams[i]), model->lmath);
+ }
+}
+
+
+static void
+ngram_model_dmp_write_bigram(FILE *fh, ngram_model_t *model)
+{
+ ngram_model_dmp_t *lm = (ngram_model_dmp_t *)model;
+ int32 i;
+
+ for (i = 0; i <= model->n_counts[1]; i++) {
+ fwrite_bg(fh, &(lm->lm3g.bigrams[i]));
+ }
+
+}
+
+static void
+ngram_model_dmp_write_trigram(FILE *fh, ngram_model_t *model)
+{
+ ngram_model_dmp_t *lm = (ngram_model_dmp_t *)model;
+ int32 i;
+
+ for (i = 0; i < model->n_counts[2]; i++) {
+ fwrite_tg(fh, &(lm->lm3g.trigrams[i]));
+ }
+}
+
+static void
+ngram_model_dmp_write_bgprob(FILE *fh, ngram_model_t *model)
+{
+ ngram_model_dmp_t *lm = (ngram_model_dmp_t *)model;
+ int32 i;
+
+ fwrite_int32(fh, lm->lm3g.n_prob2);
+ for (i = 0; i < lm->lm3g.n_prob2; i++) {
+ float32 log10val = logmath_log_to_log10(model->lmath, lm->lm3g.prob2[i].l);
+ fwrite(&log10val, 4, 1, fh);
+ }
+}
+
+static void
+ngram_model_dmp_write_tgbowt(FILE *fh, ngram_model_t *model)
+{
+ ngram_model_dmp_t *lm = (ngram_model_dmp_t *)model;
+ int32 i;
+
+ fwrite_int32(fh, lm->lm3g.n_bo_wt2);
+ for (i = 0; i < lm->lm3g.n_bo_wt2; i++) {
+ float32 log10val = logmath_log_to_log10(model->lmath, lm->lm3g.bo_wt2[i].l);
+ fwrite(&log10val, 4, 1, fh);
+ }
+}
+
+static void
+ngram_model_dmp_write_tgprob(FILE *fh, ngram_model_t *model)
+{
+ ngram_model_dmp_t *lm = (ngram_model_dmp_t *)model;
+ int32 i;
+
+ fwrite_int32(fh, lm->lm3g.n_prob3);
+ for (i = 0; i < lm->lm3g.n_prob3; i++) {
+ float32 log10val = logmath_log_to_log10(model->lmath, lm->lm3g.prob3[i].l);
+ fwrite(&log10val, 4, 1, fh);
+ }
+}
+
+static void
+ngram_model_dmp_write_tg_segbase(FILE *fh, ngram_model_t *model)
+{
+ ngram_model_dmp_t *lm = (ngram_model_dmp_t *)model;
+ int32 i, k;
+
+ k = (model->n_counts[1] + 1) / BG_SEG_SZ + 1;
+ fwrite_int32(fh, k);
+ for (i = 0; i < k; i++)
+ fwrite_int32(fh, lm->lm3g.tseg_base[i]);
+}
+
+static void
+ngram_model_dmp_write_wordstr(FILE *fh, ngram_model_t *model)
+{
+ int32 i, k;
+
+ k = 0;
+ for (i = 0; i < model->n_counts[0]; i++)
+ k += strlen(model->word_str[i]) + 1;
+ fwrite_int32(fh, k);
+ for (i = 0; i < model->n_counts[0]; i++)
+ fwrite(model->word_str[i], 1,
+ strlen(model->word_str[i]) + 1, fh);
+}
+
+int
+ngram_model_dmp_write(ngram_model_t *base,
+ const char *file_name)
+{
+ ngram_model_dmp_t *model;
+ ngram_model_t *newbase;
+ FILE *fh;
+
+ /* First, construct a DMP model from the base model. */
+ model = ngram_model_dmp_build(base);
+ newbase = &model->base;
+
+ /* Now write it, confident in the knowledge that it's the right
+ * kind of language model internally. */
+ if ((fh = fopen(file_name, "wb")) == NULL) {
+ E_ERROR("Cannot create file %s\n", file_name);
+ return -1;
+ }
+ ngram_model_dmp_write_header(fh);
+ ngram_model_dmp_write_lm_filename(fh, file_name);
+ ngram_model_dmp_write_version(fh, 0);
+ ngram_model_dmp_write_fmtdesc(fh);
+ ngram_model_dmp_write_ngram_counts(fh, newbase);
+ ngram_model_dmp_write_unigram(fh, newbase);
+ if (newbase->n > 1) {
+ ngram_model_dmp_write_bigram(fh, newbase);
+ if (newbase->n > 2) {
+ ngram_model_dmp_write_trigram(fh, newbase);
+ }
+ ngram_model_dmp_write_bgprob(fh, newbase);
+ if (newbase->n > 2) {
+ ngram_model_dmp_write_tgbowt(fh, newbase);
+ ngram_model_dmp_write_tgprob(fh, newbase);
+ ngram_model_dmp_write_tg_segbase(fh, newbase);
+ }
+ }
+ ngram_model_dmp_write_wordstr(fh, newbase);
+ ngram_model_free(newbase);
+
+ return fclose(fh);
+}
+
+static int
+ngram_model_dmp_apply_weights(ngram_model_t *base, float32 lw,
+ float32 wip, float32 uw)
+{
+ ngram_model_dmp_t *model = (ngram_model_dmp_t *)base;
+ lm3g_apply_weights(base, &model->lm3g, lw, wip, uw);
+ return 0;
+}
+
+/* Lousy "templating" for things that are largely the same in DMP and
+ * ARPA models, except for the bigram and trigram types and some
+ * names. */
+#define NGRAM_MODEL_TYPE ngram_model_dmp_t
+#include "lm3g_templates.c"
+
+static void
+ngram_model_dmp_free(ngram_model_t *base)
+{
+ ngram_model_dmp_t *model = (ngram_model_dmp_t *)base;
+
+ ckd_free(model->lm3g.unigrams);
+ ckd_free(model->lm3g.prob2);
+ if (model->dump_mmap) {
+ mmio_file_unmap(model->dump_mmap);
+ }
+ else {
+ ckd_free(model->lm3g.bigrams);
+ if (base->n > 2) {
+ ckd_free(model->lm3g.trigrams);
+ ckd_free(model->lm3g.tseg_base);
+ }
+ }
+ if (base->n > 2) {
+ ckd_free(model->lm3g.bo_wt2);
+ ckd_free(model->lm3g.prob3);
+ }
+
+ lm3g_tginfo_free(base, &model->lm3g);
+}
+
+static ngram_funcs_t ngram_model_dmp_funcs = {
+ ngram_model_dmp_free, /* free */
+ ngram_model_dmp_apply_weights, /* apply_weights */
+ lm3g_template_score, /* score */
+ lm3g_template_raw_score, /* raw_score */
+ lm3g_template_add_ug, /* add_ug */
+ lm3g_template_flush, /* flush */
+ lm3g_template_iter, /* iter */
+ lm3g_template_mgrams, /* mgrams */
+ lm3g_template_successors, /* successors */
+ lm3g_template_iter_get, /* iter_get */
+ lm3g_template_iter_next, /* iter_next */
+ lm3g_template_iter_free /* iter_free */
+};