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qwen_asr_tokenizer.c
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650 lines (571 loc) · 18.7 KB
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/*
* qwen_asr_tokenizer.c - Qwen2/Qwen3 BPE tokenizer (GPT-2 byte-level)
*
* Supports:
* - decode token IDs to UTF-8 text (for ASR output assembly)
* - encode UTF-8 text to token IDs using vocab.json + merges.txt
*/
#include "qwen_asr_tokenizer.h"
#include "qwen_asr_kernels.h"
#include <limits.h>
#include <stdint.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
/* ========================================================================
* GPT-2 Bytes-to-Unicode Mapping
* ======================================================================== */
static int gpt2_byte_to_unicode[256];
static int gpt2_unicode_to_byte[512]; /* codepoints up to ~384 */
static int gpt2_mapping_initialized = 0;
static void init_gpt2_mapping(void) {
if (gpt2_mapping_initialized) return;
memset(gpt2_unicode_to_byte, -1, sizeof(gpt2_unicode_to_byte));
int n = 0;
for (int b = 0; b < 256; b++) {
int is_normal = 0;
if (b >= 33 && b <= 126) is_normal = 1; /* '!'..'~' */
if (b >= 161 && b <= 172) is_normal = 1; /* '¡'..'¬' */
if (b >= 174 && b <= 255) is_normal = 1; /* '®'..'ÿ' */
if (is_normal) gpt2_byte_to_unicode[b] = b;
else gpt2_byte_to_unicode[b] = 256 + n++;
}
for (int b = 0; b < 256; b++) {
int cp = gpt2_byte_to_unicode[b];
if (cp < 512) gpt2_unicode_to_byte[cp] = b;
}
gpt2_mapping_initialized = 1;
}
/* Convert one Unicode codepoint to UTF-8 bytes. Returns bytes written. */
static int utf8_encode_cp(int cp, char out[4]) {
if (cp < 0x80) {
out[0] = (char)cp;
return 1;
}
if (cp < 0x800) {
out[0] = (char)(0xC0 | (cp >> 6));
out[1] = (char)(0x80 | (cp & 0x3F));
return 2;
}
out[0] = (char)(0xE0 | (cp >> 12));
out[1] = (char)(0x80 | ((cp >> 6) & 0x3F));
out[2] = (char)(0x80 | (cp & 0x3F));
return 3;
}
/*
* Decode a GPT-2 encoded token string (vocab key) to raw bytes/UTF-8 text.
* Returns allocated string (caller must free).
*/
static char *decode_gpt2_token(const char *token_str) {
init_gpt2_mapping();
size_t len = strlen(token_str);
unsigned char *bytes = (unsigned char *)malloc(len + 1);
if (!bytes) return NULL;
int byte_count = 0;
const unsigned char *p = (const unsigned char *)token_str;
const unsigned char *end = p + len;
while (p < end) {
int cp;
int nbytes;
if ((*p & 0x80) == 0) {
cp = *p;
nbytes = 1;
} else if ((*p & 0xE0) == 0xC0) {
cp = (*p & 0x1F) << 6;
if (p + 1 < end) cp |= (p[1] & 0x3F);
nbytes = 2;
} else if ((*p & 0xF0) == 0xE0) {
cp = (*p & 0x0F) << 12;
if (p + 1 < end) cp |= (p[1] & 0x3F) << 6;
if (p + 2 < end) cp |= (p[2] & 0x3F);
nbytes = 3;
} else if ((*p & 0xF8) == 0xF0) {
cp = (*p & 0x07) << 18;
if (p + 1 < end) cp |= (p[1] & 0x3F) << 12;
if (p + 2 < end) cp |= (p[2] & 0x3F) << 6;
if (p + 3 < end) cp |= (p[3] & 0x3F);
nbytes = 4;
} else {
cp = *p;
nbytes = 1;
}
p += nbytes;
if (cp < 512 && gpt2_unicode_to_byte[cp] >= 0) {
bytes[byte_count++] = (unsigned char)gpt2_unicode_to_byte[cp];
} else {
bytes[byte_count++] = '?';
}
}
bytes[byte_count] = '\0';
return (char *)bytes;
}
/* ========================================================================
* Simple JSON parser for vocab.json
* ======================================================================== */
static void skip_ws(const char **p) {
while (**p == ' ' || **p == '\n' || **p == '\r' || **p == '\t') (*p)++;
}
static int parse_json_string(const char **p, char *out, size_t max_len) {
skip_ws(p);
if (**p != '"') return -1;
(*p)++;
size_t i = 0;
while (**p && **p != '"' && i < max_len - 1) {
if (**p == '\\') {
(*p)++;
if (**p == 'n') out[i++] = '\n';
else if (**p == 't') out[i++] = '\t';
else if (**p == '"') out[i++] = '"';
else if (**p == '\\') out[i++] = '\\';
else if (**p == '/') out[i++] = '/';
else if (**p == 'u') {
(*p)++;
unsigned int cp = 0;
for (int j = 0; j < 4 && **p; j++, (*p)++) {
cp <<= 4;
char c = **p;
if (c >= '0' && c <= '9') cp |= (unsigned)(c - '0');
else if (c >= 'a' && c <= 'f') cp |= (unsigned)(c - 'a' + 10);
else if (c >= 'A' && c <= 'F') cp |= (unsigned)(c - 'A' + 10);
}
if (cp < 0x80 && i + 1 < max_len) {
out[i++] = (char)cp;
} else if (cp < 0x800 && i + 2 < max_len) {
out[i++] = (char)(0xC0 | (cp >> 6));
out[i++] = (char)(0x80 | (cp & 0x3F));
} else if (i + 3 < max_len) {
out[i++] = (char)(0xE0 | (cp >> 12));
out[i++] = (char)(0x80 | ((cp >> 6) & 0x3F));
out[i++] = (char)(0x80 | (cp & 0x3F));
}
continue;
} else {
out[i++] = **p;
}
} else {
out[i++] = **p;
}
(*p)++;
}
out[i] = '\0';
if (**p != '"') return -1;
(*p)++;
return 0;
}
static int64_t parse_json_int(const char **p) {
skip_ws(p);
int neg = 0;
if (**p == '-') { neg = 1; (*p)++; }
int64_t val = 0;
while (**p >= '0' && **p <= '9') {
val = val * 10 + (**p - '0');
(*p)++;
}
return neg ? -val : val;
}
/* ========================================================================
* String->int hash map (open addressing)
* ======================================================================== */
typedef struct {
char *key; /* NULL means empty slot */
int value;
} str_int_entry_t;
static uint64_t fnv1a_hash(const char *s) {
uint64_t h = 1469598103934665603ULL;
while (*s) {
h ^= (unsigned char)*s++;
h *= 1099511628211ULL;
}
return h;
}
static int next_pow2(int x) {
int p = 1;
while (p < x) p <<= 1;
return p;
}
static int map_insert(str_int_entry_t *map, int cap, char *key, int value) {
if (!map || cap <= 0 || !key) return -1;
int mask = cap - 1;
int pos = (int)(fnv1a_hash(key) & (uint64_t)mask);
for (int i = 0; i < cap; i++) {
int idx = (pos + i) & mask;
if (!map[idx].key) {
map[idx].key = key;
map[idx].value = value;
return 0;
}
if (strcmp(map[idx].key, key) == 0) {
map[idx].value = value;
return 0;
}
}
return -1;
}
static int map_get(const str_int_entry_t *map, int cap, const char *key) {
if (!map || cap <= 0 || !key) return -1;
int mask = cap - 1;
int pos = (int)(fnv1a_hash(key) & (uint64_t)mask);
for (int i = 0; i < cap; i++) {
int idx = (pos + i) & mask;
if (!map[idx].key) return -1;
if (strcmp(map[idx].key, key) == 0) return map[idx].value;
}
return -1;
}
/* ========================================================================
* BPE helpers
* ======================================================================== */
static int utf8_char_len(unsigned char c) {
if ((c & 0x80) == 0) return 1;
if ((c & 0xE0) == 0xC0) return 2;
if ((c & 0xF0) == 0xE0) return 3;
if ((c & 0xF8) == 0xF0) return 4;
return 1;
}
static int split_utf8_symbols(const char *s, char ***out_syms, int *out_n) {
*out_syms = NULL;
*out_n = 0;
if (!s || !*s) return 0;
int n = 0;
for (const unsigned char *p = (const unsigned char *)s; *p; ) {
int l = utf8_char_len(*p);
p += l;
n++;
}
if (n <= 0) return 0;
char **syms = (char **)calloc((size_t)n, sizeof(char *));
if (!syms) return -1;
int i = 0;
for (const unsigned char *p = (const unsigned char *)s; *p; ) {
int l = utf8_char_len(*p);
syms[i] = (char *)malloc((size_t)l + 1);
if (!syms[i]) {
for (int j = 0; j < i; j++) free(syms[j]);
free(syms);
return -1;
}
memcpy(syms[i], p, (size_t)l);
syms[i][l] = '\0';
p += l;
i++;
}
*out_syms = syms;
*out_n = n;
return 0;
}
static char *str_concat2(const char *a, const char *b) {
size_t la = strlen(a), lb = strlen(b);
char *r = (char *)malloc(la + lb + 1);
if (!r) return NULL;
memcpy(r, a, la);
memcpy(r + la, b, lb);
r[la + lb] = '\0';
return r;
}
static int merge_rank(const qwen_tokenizer_t *tok, const char *a, const char *b) {
if (!tok->merge_map || tok->merge_map_cap <= 0) return INT_MAX;
size_t la = strlen(a), lb = strlen(b);
char *pair = (char *)malloc(la + 1 + lb + 1);
if (!pair) return INT_MAX;
memcpy(pair, a, la);
pair[la] = ' ';
memcpy(pair + la + 1, b, lb);
pair[la + 1 + lb] = '\0';
int rank = map_get((const str_int_entry_t *)tok->merge_map, tok->merge_map_cap, pair);
free(pair);
return rank >= 0 ? rank : INT_MAX;
}
static int append_id(int **arr, int *n, int *cap, int id) {
if (*n >= *cap) {
int new_cap = (*cap == 0) ? 16 : (*cap * 2);
int *tmp = (int *)realloc(*arr, (size_t)new_cap * sizeof(int));
if (!tmp) return -1;
*arr = tmp;
*cap = new_cap;
}
(*arr)[(*n)++] = id;
return 0;
}
/* Convert UTF-8 bytes to GPT-2 byte-level unicode string. */
static char *text_to_bpe_unicode(const char *text) {
init_gpt2_mapping();
size_t len = strlen(text);
/* Every input byte becomes one codepoint up to 3 UTF-8 bytes. */
char *out = (char *)malloc(len * 3 + 1);
if (!out) return NULL;
size_t w = 0;
for (size_t i = 0; i < len; i++) {
int cp = gpt2_byte_to_unicode[(unsigned char)text[i]];
char tmp[4];
int n = utf8_encode_cp(cp, tmp);
for (int j = 0; j < n; j++) out[w++] = tmp[j];
}
out[w] = '\0';
return out;
}
/* Encode one mapped BPE unicode string to token IDs. */
static int encode_bpe_word(const qwen_tokenizer_t *tok, const char *mapped, int **out_ids, int *out_n) {
*out_ids = NULL;
*out_n = 0;
if (!mapped || !*mapped) return 0;
char **syms = NULL;
int n_syms = 0;
if (split_utf8_symbols(mapped, &syms, &n_syms) != 0) return -1;
if (n_syms <= 0) {
free(syms);
return 0;
}
while (n_syms > 1) {
int best_rank = INT_MAX;
int best_i = -1;
for (int i = 0; i < n_syms - 1; i++) {
int r = merge_rank(tok, syms[i], syms[i + 1]);
if (r < best_rank) {
best_rank = r;
best_i = i;
}
}
if (best_i < 0 || best_rank == INT_MAX) break;
char *merged = str_concat2(syms[best_i], syms[best_i + 1]);
if (!merged) {
for (int i = 0; i < n_syms; i++) free(syms[i]);
free(syms);
return -1;
}
free(syms[best_i]);
free(syms[best_i + 1]);
syms[best_i] = merged;
for (int j = best_i + 1; j < n_syms - 1; j++) syms[j] = syms[j + 1];
n_syms--;
}
int *ids = NULL;
int n_ids = 0, cap = 0;
for (int i = 0; i < n_syms; i++) {
int id = map_get((const str_int_entry_t *)tok->vocab_map, tok->vocab_map_cap, syms[i]);
if (id < 0) {
/* Should not happen with valid vocab + merges + byte-level mapping. */
for (int k = 0; k < n_syms; k++) free(syms[k]);
free(syms);
free(ids);
return -1;
}
if (append_id(&ids, &n_ids, &cap, id) != 0) {
for (int k = 0; k < n_syms; k++) free(syms[k]);
free(syms);
free(ids);
return -1;
}
}
for (int i = 0; i < n_syms; i++) free(syms[i]);
free(syms);
*out_ids = ids;
*out_n = n_ids;
return 0;
}
static int derive_merges_path(const char *vocab_path, char *out_path, size_t out_cap) {
const char *slash = strrchr(vocab_path, '/');
if (!slash) {
if (snprintf(out_path, out_cap, "merges.txt") >= (int)out_cap) return -1;
return 0;
}
size_t dir_len = (size_t)(slash - vocab_path);
if (dir_len + 12 >= out_cap) return -1;
memcpy(out_path, vocab_path, dir_len);
out_path[dir_len] = '\0';
snprintf(out_path + dir_len, out_cap - dir_len, "/merges.txt");
return 0;
}
static void trim_newline(char *line) {
size_t n = strlen(line);
while (n > 0 && (line[n - 1] == '\n' || line[n - 1] == '\r')) line[--n] = '\0';
}
static int parse_merge_pair(char *line, char **a, char **b) {
*a = NULL;
*b = NULL;
trim_newline(line);
if (line[0] == '\0') return -1;
if (line[0] == '#') return -1;
char *sp = strchr(line, ' ');
if (!sp) return -1;
*sp = '\0';
char *p2 = sp + 1;
while (*p2 == ' ') p2++;
if (*line == '\0' || *p2 == '\0') return -1;
*a = line;
*b = p2;
return 0;
}
static int load_merges_map(qwen_tokenizer_t *tok, const char *merges_path) {
FILE *f = fopen(merges_path, "rb");
if (!f) return -1;
int n_pairs = 0;
char line[8192];
while (fgets(line, sizeof(line), f)) {
char *a = NULL, *b = NULL;
if (parse_merge_pair(line, &a, &b) == 0) n_pairs++;
}
if (n_pairs <= 0) {
fclose(f);
return -1;
}
tok->merge_map_cap = next_pow2(n_pairs * 2);
tok->merge_map = calloc((size_t)tok->merge_map_cap, sizeof(str_int_entry_t));
if (!tok->merge_map) {
fclose(f);
tok->merge_map_cap = 0;
return -1;
}
rewind(f);
int rank = 0;
while (fgets(line, sizeof(line), f)) {
char *a = NULL, *b = NULL;
if (parse_merge_pair(line, &a, &b) != 0) continue;
size_t la = strlen(a), lb = strlen(b);
char *key = (char *)malloc(la + 1 + lb + 1);
if (!key) continue;
memcpy(key, a, la);
key[la] = ' ';
memcpy(key + la + 1, b, lb);
key[la + 1 + lb] = '\0';
if (map_insert((str_int_entry_t *)tok->merge_map, tok->merge_map_cap, key, rank) != 0) {
free(key);
}
rank++;
}
fclose(f);
return 0;
}
/* ========================================================================
* Public API
* ======================================================================== */
qwen_tokenizer_t *qwen_tokenizer_load(const char *vocab_json_path) {
FILE *f = fopen(vocab_json_path, "rb");
if (!f) {
fprintf(stderr, "qwen_tokenizer_load: cannot open %s\n", vocab_json_path);
return NULL;
}
fseek(f, 0, SEEK_END);
long file_size = ftell(f);
fseek(f, 0, SEEK_SET);
char *json = (char *)malloc((size_t)file_size + 1);
if (!json || fread(json, 1, (size_t)file_size, f) != (size_t)file_size) {
fclose(f);
free(json);
return NULL;
}
fclose(f);
json[file_size] = '\0';
int max_id = 0;
const char *p = json;
skip_ws(&p);
if (*p != '{') {
free(json);
return NULL;
}
p++;
const char *saved = p;
while (*p && *p != '}') {
skip_ws(&p);
if (*p == ',') { p++; continue; }
if (*p == '}') break;
char key[4096];
if (parse_json_string(&p, key, sizeof(key)) != 0) break;
skip_ws(&p);
if (*p != ':') break;
p++;
int64_t id = parse_json_int(&p);
if (id > max_id) max_id = (int)id;
}
int vocab_size = max_id + 1;
qwen_tokenizer_t *tok = (qwen_tokenizer_t *)calloc(1, sizeof(qwen_tokenizer_t));
if (!tok) {
free(json);
return NULL;
}
tok->vocab_size = vocab_size;
tok->id_to_text = (char **)calloc((size_t)vocab_size, sizeof(char *));
tok->id_to_bpe = (char **)calloc((size_t)vocab_size, sizeof(char *));
if (!tok->id_to_text || !tok->id_to_bpe) {
qwen_tokenizer_free(tok);
free(json);
return NULL;
}
p = saved;
while (*p && *p != '}') {
skip_ws(&p);
if (*p == ',') { p++; continue; }
if (*p == '}') break;
char key[4096];
if (parse_json_string(&p, key, sizeof(key)) != 0) break;
skip_ws(&p);
if (*p != ':') break;
p++;
int64_t id = parse_json_int(&p);
if (id >= 0 && id < vocab_size) {
free(tok->id_to_bpe[id]);
free(tok->id_to_text[id]);
tok->id_to_bpe[id] = strdup(key);
tok->id_to_text[id] = decode_gpt2_token(key);
}
}
free(json);
int n_vocab_entries = 0;
for (int i = 0; i < vocab_size; i++) if (tok->id_to_bpe[i]) n_vocab_entries++;
tok->vocab_map_cap = next_pow2(n_vocab_entries * 2 + 1);
tok->vocab_map = calloc((size_t)tok->vocab_map_cap, sizeof(str_int_entry_t));
if (!tok->vocab_map) {
qwen_tokenizer_free(tok);
return NULL;
}
for (int i = 0; i < vocab_size; i++) {
if (tok->id_to_bpe[i]) {
map_insert((str_int_entry_t *)tok->vocab_map, tok->vocab_map_cap, tok->id_to_bpe[i], i);
}
}
char merges_path[1024];
if (derive_merges_path(vocab_json_path, merges_path, sizeof(merges_path)) == 0) {
if (load_merges_map(tok, merges_path) != 0 && qwen_verbose >= 2) {
fprintf(stderr, "Tokenizer: merges not loaded from %s (encoding falls back to byte-level)\n",
merges_path);
}
}
return tok;
}
const char *qwen_tokenizer_decode(const qwen_tokenizer_t *tok, int token_id) {
if (!tok || token_id < 0 || token_id >= tok->vocab_size) return "";
return tok->id_to_text[token_id] ? tok->id_to_text[token_id] : "";
}
int *qwen_tokenizer_encode(const qwen_tokenizer_t *tok, const char *text, int *out_n_tokens) {
if (out_n_tokens) *out_n_tokens = 0;
if (!tok || !text || text[0] == '\0') return NULL;
char *mapped = text_to_bpe_unicode(text);
if (!mapped) return NULL;
int *ids = NULL;
int n_ids = 0;
if (encode_bpe_word(tok, mapped, &ids, &n_ids) != 0) {
free(mapped);
free(ids);
return NULL;
}
free(mapped);
if (out_n_tokens) *out_n_tokens = n_ids;
return ids;
}
void qwen_tokenizer_free(qwen_tokenizer_t *tok) {
if (!tok) return;
if (tok->id_to_text) {
for (int i = 0; i < tok->vocab_size; i++) free(tok->id_to_text[i]);
free(tok->id_to_text);
}
if (tok->id_to_bpe) {
for (int i = 0; i < tok->vocab_size; i++) free(tok->id_to_bpe[i]);
free(tok->id_to_bpe);
}
if (tok->merge_map) {
str_int_entry_t *m = (str_int_entry_t *)tok->merge_map;
for (int i = 0; i < tok->merge_map_cap; i++) free(m[i].key);
free(tok->merge_map);
}
free(tok->vocab_map);
free(tok);
}