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#pragma once
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <unistd.h>
#include <fcntl.h>
#include "utils.h"
#ifndef MAX_VOCAB_SIZE
#define MAX_VOCAB_SIZE 32000
#endif
#ifndef MAX_WORD_LEN
#define MAX_WORD_LEN 16
#endif
STRUCTURE(tokenizer_t,
int vocab_size;
char vocab[MAX_VOCAB_SIZE][MAX_WORD_LEN];
int (*add_word) (tokenizer_t *, char *);
int (*encode_word) (tokenizer_t *, char *);
int (*encode_stream) (tokenizer_t *, char **);
int (*encode_file) (tokenizer_t *, int);
char *(*decode) (tokenizer_t *, int);
char *(*decode_file) (tokenizer_t *, int);
void (*save_vocab) (tokenizer_t *, char *);
void (*load_vocab) (tokenizer_t *, char *);
void (*save_tokenizer) (tokenizer_t *, char *);
void (*load_tokenizer) (tokenizer_t *, char *);
);
char rdchar(int fd) { char c; return read(fd, &c, sizeof(c)) < sizeof(c) ? EOF : c; }
int rdint(int fd) { int d; return read(fd, &d, sizeof(d)) < sizeof(d) ? EOF : d; }
void seekback(int fd, int n) { lseek(fd, -n, SEEK_CUR); }
char *strcpy(char *dst, const char *src) { for (; (*dst++ = *src++); ); return dst; }
int strcmp(const char *a, const char *b) {
for (; *a && *a == *b; ++a, ++b);
return *a - *b;
}
int tokenizer_add_word(tokenizer_t *t, char *word) {
if (t->vocab_size >= MAX_VOCAB_SIZE) return -1;
strcpy(t->vocab[t->vocab_size], word);
return t->vocab_size++;
}
int tokenizer_encode_word(tokenizer_t *t, char* word) {
int left = 0,
right = t->vocab_size - 1;
for (; left <= right; ) {
int mid = left + (right - left) / 2,
cmp = strcmp(word, t->vocab[mid]);
if (cmp == 0) return mid;
else if (cmp < 0) right = mid - 1;
else left = mid + 1;
}
return -1;
}
int tokenizer_encode_stream(tokenizer_t *t, char **stream) {
char word[MAX_WORD_LEN] = {};
int id = -1, i = 0, j = 0;
for (; (*stream)[i] && i < MAX_WORD_LEN; ++i) {
word[i] = (*stream)[i];
int tmp = t->encode_word(t, word);
if (tmp != -1) id = tmp, j = i + 1;
}
*stream += j;
return id;
}
int tokenizer_encode_file(tokenizer_t *t, int fd) {
char c, word[MAX_WORD_LEN] = {};
int id = -1, i = 0, j = 0;
for (; (c = rdchar(fd)) != EOF && i < MAX_WORD_LEN; ++i) {
word[i] = c;
int tmp = t->encode_word(t, word);
if (tmp != -1) id = tmp, j = i + 1;
}
seekback(fd, MAX_WORD_LEN - j + 1);
return id;
}
char *tokenizer_decode(tokenizer_t *t, int id) { return t->vocab[id]; }
char *tokenizer_decode_file(tokenizer_t *t, int fd) {
int id = rdint(fd);
if (id == EOF) ERROR("read EOF from file\n");
return t->decode(t, id);
}
void tokenizer_save_vocab(tokenizer_t *t, char *fname) {
int fd = open(fname, O_WRONLY | O_CREAT | O_TRUNC, 0644);
if (fd < 0) ERROR("failed to open \"%s\"\n", fname);
int max_len = 0;
for (int i = 0; i < t->vocab_size; ++i) {
char *str = t->vocab[i];
int len = strlen(str),
n = write(fd, str, len);
max_len = len > max_len ? len : max_len;
if (n != len) ERROR("failed to write to %s, only wrote %d bytes out of %d\n", fname, n, len);
}
printf("wrote %d tokens to file \"%s\"\nMax token length was %d\n", t->vocab_size, fname, max_len);
close(fd);
}
void tokenizer_load_vocab(tokenizer_t *t, char *fname) {
int fd = open(fname, O_RDONLY);
if (fd < 0) ERROR("failed to open \"%s\"\n", fname);
char c, word[MAX_WORD_LEN];
for (; (c = rdchar(fd)) != EOF; ) {
for (int i = 0; i < MAX_WORD_LEN; ++i, c = rdchar(fd)) {
word[i] = c;
if (word[i] == EOF || word[i] == '\n') {
word[i] = '\0';
break;
}
}
t->add_word(t, word);
}
}
void tokenizer_save_tokenizer(tokenizer_t *t, char *fname) {
int fd = open(fname, O_WRONLY | O_CREAT | O_TRUNC, 0644);
if (fd < 0) ERROR("failed to open \"%s\"\n", fname);
int n = write(fd, t->vocab, sizeof(t->vocab));
if (n != sizeof(t->vocab)) ERROR("failed to write to %s, only wrote %d bytes out of %ld\n", fname, n, sizeof(t->vocab));
printf("wrote %d bytes (%d tokens) to \"%s\"\n", n, t->vocab_size, fname);
close(fd);
}
void tokenizer_load_tokenizer(tokenizer_t *t, char *fname) {
int fd = open(fname, O_RDONLY);
if (fd < 0) ERROR("failed to open \"%s\"\n", fname);
int n = read(fd, t->vocab, sizeof(t->vocab));
if (n != sizeof(t->vocab)) ERROR("failed to read from %s, only read %d bytes out of %ld\n", fname, n, sizeof(t->vocab));
t->vocab_size = n / MAX_WORD_LEN;
printf("read %d bytes (%d tokens) from \"%s\"\n", n, t->vocab_size, fname);
close(fd);
}
tokenizer_t _tokenizer;
tokenizer_t *Tokenizer(char *fname) {
_tokenizer = (tokenizer_t) {
.vocab_size = 0,
.add_word = tokenizer_add_word,
.encode_word = tokenizer_encode_word,
.encode_stream = tokenizer_encode_stream,
.encode_file = tokenizer_encode_file,
.decode = tokenizer_decode,
.decode_file = tokenizer_decode_file,
.save_vocab = tokenizer_save_vocab,
.load_vocab = tokenizer_load_vocab,
.save_tokenizer = tokenizer_save_tokenizer,
.load_tokenizer = tokenizer_load_tokenizer
};
if (fname) _tokenizer.load_tokenizer(&_tokenizer, fname);
INFO("vocabulary size: %d (%d max)\n", _tokenizer.vocab_size, MAX_VOCAB_SIZE);
INFO("max token length: %d\n", MAX_WORD_LEN);
INFO("size of structure: %ld bytes\n", sizeof(tokenizer_t));
return &_tokenizer;
} |