/* tokenizer.c - embedded cl100k_base BPE tokenizer (pure C, no deps). * * Counts tokens for arbitrary UTF-8 text using the OpenAI cl100k_base * vocabulary (embedded in tokenizer_data.c). The model served by this * gateway (Hunyuan) uses a different tokenizer, but cl100k_base is the * canonical multilingual OpenAI tokenizer and gives deterministic, * real subword counts that are far closer to the truth than a naive * bytes/4 heuristic. * * The pre-tokenizer mirrors tiktoken's cl100k regex: * '(?i:[sdmt]|ll|ve|re)|[^\r\n\p{L}\p{N}]?+\p{L}++|\p{N}{1,3}+| * ?[^\s\p{L}\p{N}]++[\r\n]*+|\s++$|\s*[\r\n]|\s+(?!\S)|\s * Unicode letter/number classification is approximated with compact * codepoint-range tables (covers Latin, CJK, Kana, Hangul, Cyrillic, * Greek and common digits); this only affects script boundaries, not * the BPE merge counts for in-script text. */ #include "hygate.h" #include #include #include extern const int tok_ntok; extern const unsigned char tok_blob[]; extern const int tok_rank[]; extern const uint16_t tok_len[]; /* ----------------------------- vocab hash ----------------------------- */ static int tok_inited = 0; static const char **tok_keys = NULL; static int *tok_ranks = NULL; static int *tok_klen = NULL;static unsigned int tok_mask = 0; static unsigned long tok_fnv1a(const unsigned char *s, int len) { unsigned long h = 1469598103934665603UL; for (int i = 0; i < len; i++) { h ^= (unsigned long)s[i]; h *= 1099511628211UL; } return h; } static void tok_init(void) { if (tok_inited) return; tok_inited = 1; unsigned int size = 1; while (size < (unsigned int)tok_ntok * 2u) size <<= 1; tok_mask = size - 1; tok_keys = (const char **)calloc(size, sizeof(char *)); tok_ranks = (int *)calloc(size, sizeof(int)); tok_klen = (int *)calloc(size, sizeof(int)); if (!tok_keys || !tok_ranks || !tok_klen) return; int offset = 0; for (int i = 0; i < tok_ntok; i++) { int klen = tok_len[i]; const char *key = (const char *)(tok_blob + offset); unsigned long h = tok_fnv1a((const unsigned char *)key, klen) & tok_mask; while (tok_keys[h]) { const char *k = tok_keys[h]; if (tok_klen[h] == klen && memcmp(k, key, klen) == 0) break; /* dup (none expected) */ h = (h + 1) & tok_mask; } tok_keys[h] = key; tok_ranks[h] = tok_rank[i]; tok_klen[h] = klen; offset += klen; } } static int tok_lookup(const unsigned char *s, int len) { if (!tok_inited) tok_init(); if (!tok_keys) return -1; unsigned long h = tok_fnv1a(s, len) & tok_mask; while (tok_keys[h]) { const char *k = tok_keys[h]; if (tok_klen[h] == len && memcmp(k, s, len) == 0) return tok_ranks[h]; h = (h + 1) & tok_mask; } return -1; } /* ----------------------------- unicode -------------------------------- */ static int u_is_space(int cp) { switch (cp) { case 0x20: case 0x09: case 0x0a: case 0x0d: case 0x0b: case 0x0c: case 0xa0: case 0x1680: case 0x2028: case 0x2029: case 0x202f: case 0x205f: case 0x3000: return 1; } if (cp >= 0x2000 && cp <= 0x200a) return 1; return 0; } static int u_is_number(int cp) { if (cp >= 0x30 && cp <= 0x39) return 1; /* ASCII digits */ if (cp >= 0xff10 && cp <= 0xff19) return 1; /* fullwidth digits */ if (cp >= 0x0660 && cp <= 0x0669) return 1; /* Arabic-Indic */ if (cp >= 0x06f0 && cp <= 0x06f9) return 1; /* Extended Arabic-Indic */ if (cp >= 0x0966 && cp <= 0x096f) return 1; /* Devanagari */ return 0; } static int u_is_letter(int cp) { if ((cp >= 'a' && cp <= 'z') || (cp >= 'A' && cp <= 'Z')) return 1; if (cp >= 0x00c0 && cp <= 0x024f) return 1; /* Latin-1 + Latin Extended-A/B */ if (cp >= 0x0370 && cp <= 0x03ff) return 1; /* Greek */ if (cp >= 0x0400 && cp <= 0x04ff) return 1; /* Cyrillic */ if (cp >= 0x3040 && cp <= 0x30ff) return 1; /* Hiragana + Katakana */ if (cp >= 0x3400 && cp <= 0x4dbf) return 1; /* CJK Ext A */ if (cp >= 0x4e00 && cp <= 0x9fff) return 1; /* CJK Unified Ideographs */ if (cp >= 0xac00 && cp <= 0xd7a3) return 1; /* Hangul Syllables */ if (cp >= 0xff21 && cp <= 0xff5a) return 1; /* fullwidth A-Z */ if (cp >= 0xff41 && cp <= 0xff5a) return 1; /* fullwidth a-z */ return 0; } /* Decode one UTF-8 codepoint at t[pos]; sets *cp and *cplen. */ static void decode_cp(const unsigned char *t, int len, int pos, int *cp, int *cplen) { unsigned char b = t[pos]; int c, l; if (b < 0x80) { c = b; l = 1; } else if ((b >> 5) == 0x6) { c = b & 0x1f; l = 2; } else if ((b >> 4) == 0xe) { c = b & 0x0f; l = 3; } else if ((b >> 3) == 0x1e) { c = b & 0x07; l = 4; } else { c = b; l = 1; } /* invalid lead byte: treat as single byte */ for (int j = 1; j < l; j++) { if (pos + j >= len) { c = b; l = 1; break; } c = (c << 6) | (t[pos + j] & 0x3f); } *cp = c; *cplen = l; } /* ----------------------------- pre-tokenizer -------------------------- */ /* Returns the exclusive end byte offset of the token piece that starts at * position i, implementing the cl100k regex alternatives in order. */ static int tok_piece_end(const unsigned char *t, int len, int i) { int cp, cplen; decode_cp(t, len, i, &cp, &cplen); int ni = i + cplen; int ncp = 0, ncl = 0; if (ni < len) decode_cp(t, len, ni, &ncp, &ncl); /* 1) '(?i:[sdmt]|ll|ve|re) */ if (cp == 0x27) { if (ni < len) { int j2 = ni + ncl; if (j2 < len) { int c2, l2; decode_cp(t, len, j2, &c2, &l2); int a = ncp, b = c2; if (a >= 'A' && a <= 'Z') a += 32; if (b >= 'A' && b <= 'Z') b += 32; if ((a == 'l' && b == 'l') || (a == 'v' && b == 'e') || (a == 'r' && b == 'e')) return j2 + l2; } int a = ncp; if (a >= 'A' && a <= 'Z') a += 32; if (a == 's' || a == 'd' || a == 'm' || a == 't') return ni + ncl; } /* apostrophe alone falls through to whitespace/other handling */ } int isL = u_is_letter(cp), isN = u_is_number(cp), isS = u_is_space(cp); int is_not_cln = (!isL && !isN && cp != 0x0d && cp != 0x0a); /* 2) [^\r\n\p{L}\p{N}]?+\p{L}++ */ if (isL) { int e = i; while (e < len) { int c, cl; decode_cp(t, len, e, &c, &cl); if (!u_is_letter(c)) break; e += cl; } return e; } if (is_not_cln && ni < len && u_is_letter(ncp)) { int e = ni; while (e < len) { int c, cl; decode_cp(t, len, e, &c, &cl); if (!u_is_letter(c)) break; e += cl; } return e; } /* 3) \p{N}{1,3}+ */ if (isN) { int e = i, cnt = 0; while (e < len && cnt < 3) { int c, cl; decode_cp(t, len, e, &c, &cl); if (!u_is_number(c)) break; e += cl; cnt++; } return e; } /* 4) ?[^\s\p{L}\p{N}]++[\r\n]*+ (leading space optional) */ int is_other = (!u_is_space(cp) && !u_is_letter(cp) && !u_is_number(cp)); if (cp == 0x20 && ni < len && (!u_is_space(ncp) && !u_is_letter(ncp) && !u_is_number(ncp))) { int e = ni; while (e < len) { int c, cl; decode_cp(t, len, e, &c, &cl); if (u_is_space(c) || u_is_letter(c) || u_is_number(c)) break; e += cl; } while (e < len) { int c, cl; decode_cp(t, len, e, &c, &cl); if (c != 0x0d && c != 0x0a) break; e += cl; } return e; } if (is_other) { int e = i; while (e < len) { int c, cl; decode_cp(t, len, e, &c, &cl); if (u_is_space(c) || u_is_letter(c) || u_is_number(c)) break; e += cl; } while (e < len) { int c, cl; decode_cp(t, len, e, &c, &cl); if (c != 0x0d && c != 0x0a) break; e += cl; } return e; } /* 5-8) whitespace runs */ if (isS) { int e = i; int last_ws_len = cplen; int has_nl = (cp == 0x0d || cp == 0x0a); while (e < len) { int c, cl; decode_cp(t, len, e, &c, &cl); if (!u_is_space(c)) break; last_ws_len = cl; if (c == 0x0d || c == 0x0a) has_nl = 1; e += cl; } if (e == len) return e; /* 5) trailing whitespace */ if (has_nl) return e; /* 6) whitespace containing a newline */ if ((e - i) > last_ws_len) return e - last_ws_len; /* 7) leave last whitespace */ return e; /* 8) single whitespace */ } return i + cplen; /* fallback */ } /* ----------------------------- BPE ------------------------------------ */ /* Count tokens in a single raw-byte piece via greedy lowest-rank merges. */ static int tok_bpe(const unsigned char *piece, int plen) { if (plen <= 0) return 0; if (plen > 4096) return plen / 4; /* pathological guard; estimate */ char **sym = (char **)malloc(sizeof(char *) * (size_t)plen); if (!sym) return plen / 4; int nsym = 0; for (int k = 0; k < plen; k++) { char *s = (char *)malloc(2); if (!s) { for (int j = 0; j < nsym; j++) free(sym[j]); free(sym); return plen / 4; } s[0] = (char)piece[k]; s[1] = 0; sym[nsym++] = s; } char buf[256]; while (nsym > 1) { int best = -1, bestr = 0x7fffffff; for (int k = 0; k < nsym - 1; k++) { int l1 = (int)strlen(sym[k]), l2 = (int)strlen(sym[k + 1]); if (l1 + l2 >= (int)sizeof(buf)) continue; memcpy(buf, sym[k], l1); memcpy(buf + l1, sym[k + 1], l2); buf[l1 + l2] = 0; int r = tok_lookup((const unsigned char *)buf, l1 + l2); if (r >= 0 && r < bestr) { bestr = r; best = k; } } if (best < 0) break; int l1 = (int)strlen(sym[best]), l2 = (int)strlen(sym[best + 1]); char *m = (char *)malloc((size_t)(l1 + l2 + 1)); memcpy(m, sym[best], l1); memcpy(m + l1, sym[best + 1], l2); m[l1 + l2] = 0; free(sym[best]); free(sym[best + 1]); sym[best] = m; for (int k = best + 1; k < nsym - 1; k++) sym[k] = sym[k + 1]; nsym--; } int n = nsym; for (int k = 0; k < nsym; k++) free(sym[k]); free(sym); return n; } /* ----------------------------- public --------------------------------- */ int tok_count(const char *text, int len) { if (!text || len <= 0) return 0; if (!tok_inited) tok_init(); const unsigned char *t = (const unsigned char *)text; int total = 0, i = 0; while (i < len) { int end = tok_piece_end(t, len, i); if (end <= i) end = i + 1; total += tok_bpe(t + i, end - i); i = end; } return total; } int tok_count_str(const char *text) { return tok_count(text, (int)strlen(text)); }