Text Classification
syfox
decision-engine
decision-making
decision-model
structured-prediction
system-one
si-substrate
intent-classification
routing
abstention
uncertainty-quantification
selective-prediction
hebbian
energy-based-model
associative-memory
no-transformer
no-neural-network
no-pattern-matching
moderation
spam-detection
multilingual
File size: 20,141 Bytes
c97bd71 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 | // ============================================================================
// SyFox — normalize.hpp
// Input-boundary normalization: synonym folding + Porter stemming.
//
// Scope guard (v2.1): this file lives at the ENCODING boundary, not in the
// physics. si_substrate.hpp is byte-identical to v0.2 — energy, decay,
// diffusion, lanes, readout untouched. What changes is only which token
// string enters the substrate: "reimbursement" now lands on the same node
// as "refund", "urgently" on the same node as "urgent". Teach and decide
// share one deterministic pipeline, so the fabric stays consistent.
//
// normalize(text) = scan alnum runs -> Porter(1980) -> synonym fold
//
// Determinism: pure functions, fixed tables, no randomness, no neural net.
// The synonym table is loaded from data/synonyms.txt when present
// (--synonyms overrides the path); otherwise an embedded copy of the same
// table applies. Table keys and values are stemmed AT LOAD TIME, so fold
// order (porter -> synonyms) is self-consistent no matter how Porter stems
// a given word.
// ============================================================================
#pragma once
#include "si_substrate.hpp"
#include "script.hpp"
#include <algorithm>
#include <cctype>
#include <cstdint>
#include <fstream>
#include <map>
#include <sstream>
#include <string>
#include <vector>
namespace si {
namespace norm {
// ---------------------------------------------------------------------------
// Porter stemmer — faithful port of M.F. Porter's reference implementation
// (program: Porter, 1980; the classic ANSI C version). Compact, iterative,
// deterministic. Words of length <= 2 pass through untouched (same as the
// reference driver).
// ---------------------------------------------------------------------------
struct Porter {
std::string b;
int k = 0, k0 = 0, j = 0; // b[0..k] is the word; j is a scratch offset
explicit Porter(std::string w) : b(std::move(w)) {
k = static_cast<int>(b.size()) - 1;
}
bool cons(int i) const {
switch (b[i]) {
case 'a': case 'e': case 'i': case 'o': case 'u': return false;
case 'y': return (i == k0) ? true : !cons(i - 1);
default: return true;
}
}
// m() counts consonant-vowel sequences: <c><v> -> 0, <c>vc<v> -> 1, ...
int m() const {
int n = 0, i = k0;
while (true) { if (i > j) return n; if (!cons(i)) break; ++i; }
++i;
while (true) {
while (true) { if (i > j) return n; if (cons(i)) break; ++i; }
++i; ++n;
while (true) { if (i > j) return n; if (!cons(i)) break; ++i; }
++i;
}
}
bool vowel_in_stem() const {
for (int i = k0; i <= j; ++i) if (!cons(i)) return true;
return false;
}
bool doublec(int i) const {
if (i < k0 + 1) return false;
if (b[i] != b[i - 1]) return false;
return cons(i);
}
bool cvc(int i) const {
if (i < k0 + 2 || !cons(i) || cons(i - 1) || !cons(i - 2)) return false;
const char ch = b[i];
return !(ch == 'w' || ch == 'x' || ch == 'y');
}
// ends(): mirrors the reference — on success sets j = k - length.
bool ends_j(const char* s) {
const int length = s[0]; // first byte = length (Pascal-style)
if (b[k] != s[length]) return false;
if (length > k - k0 + 1) return false;
if (b.compare(k - length + 1, static_cast<std::size_t>(length), s + 1,
static_cast<std::size_t>(length)) != 0) return false;
j = k - length;
return true;
}
void setto(const char* s) {
const int length = s[0];
b.replace(static_cast<std::size_t>(j) + 1, static_cast<std::size_t>(length), s + 1,
static_cast<std::size_t>(length));
k = j + length;
}
void r(const char* s) { if (m() > 0) setto(s); }
void step1ab() {
if (b[k] == 's') {
if (ends_j("\04" "sses")) k -= 2;
else if (ends_j("\03" "ies")) setto("\01" "i");
else if (b[k - 1] != 's') k--;
}
if (ends_j("\03" "eed")) { if (m() > 0) k--; }
else if ((ends_j("\02" "ed") || ends_j("\03" "ing")) && vowel_in_stem()) {
k = j;
if (ends_j("\02" "at")) setto("\03" "ate");
else if (ends_j("\02" "bl")) setto("\03" "ble");
else if (ends_j("\02" "iz")) setto("\03" "ize");
else if (doublec(k)) {
k--;
const char ch = b[k];
if (ch == 'l' || ch == 's' || ch == 'z') k++;
}
else if (m() == 1 && cvc(k)) setto("\01" "e");
}
}
void step1c() {
if (ends_j("\01" "y") && vowel_in_stem()) b[k] = 'i';
}
void step2() {
if (k < k0 + 1) return;
switch (b[k - 1]) {
case 'a': if (ends_j("\07" "ational")) { r("\03" "ate"); break; }
if (ends_j("\06" "tional")) { r("\04" "tion"); break; } break;
case 'c': if (ends_j("\04" "enci")) { r("\04" "ence"); break; }
if (ends_j("\04" "anci")) { r("\04" "ance"); break; } break;
case 'e': if (ends_j("\04" "izer")) { r("\04" "ize"); break; } break;
case 'l': if (ends_j("\03" "bli")) { r("\03" "ble"); break; }
if (ends_j("\04" "alli")) { r("\02" "al"); break; }
if (ends_j("\05" "entli")) { r("\03" "ent"); break; }
if (ends_j("\03" "eli")) { r("\01" "e"); break; }
if (ends_j("\05" "ousli")) { r("\03" "ous"); break; } break;
case 'o': if (ends_j("\07" "ization")) { r("\03" "ize"); break; }
if (ends_j("\05" "ation")) { r("\03" "ate"); break; }
if (ends_j("\04" "ator")) { r("\03" "ate"); break; } break;
case 's': if (ends_j("\05" "alism")) { r("\02" "al"); break; }
if (ends_j("\07" "iveness")) { r("\03" "ive"); break; }
if (ends_j("\07" "fulness")) { r("\03" "ful"); break; }
if (ends_j("\07" "ousness")) { r("\03" "ous"); break; } break;
case 't': if (ends_j("\05" "aliti")) { r("\02" "al"); break; }
if (ends_j("\05" "iviti")) { r("\03" "ive"); break; }
if (ends_j("\06" "biliti")) { r("\03" "ble"); break; } break;
case 'g': if (ends_j("\04" "logi")) { r("\03" "log"); break; } break;
}
}
void step3() {
switch (b[k]) {
case 'e': if (ends_j("\05" "icate")) { r("\02" "ic"); break; }
if (ends_j("\05" "ative")) { r("\00" ""); break; }
if (ends_j("\05" "alize")) { r("\02" "al"); break; } break;
case 'i': if (ends_j("\05" "iciti")) { r("\02" "ic"); break; } break;
case 'l': if (ends_j("\04" "ical")) { r("\02" "ic"); break; } break;
case 'f': if (ends_j("\03" "ful")) { r("\00" ""); break; } break;
case 's': if (ends_j("\04" "ness")) { r("\00" ""); break; } break;
}
}
void step4() {
static const char* const kSuffs[] = {
"\02" "al", "\04" "ance", "\04" "ence", "\02" "er", "\02" "ic",
"\04" "able", "\04" "ible", "\03" "ant", "\05" "ement",
"\04" "ment", "\03" "ent", "\03" "ion", "\02" "ou", "\03" "ism",
"\03" "ate", "\03" "iti", "\03" "ous", "\03" "ive", "\03" "ize" };
// Faithful scan semantics: the FIRST suffix whose ending matches stops
// the scan; "ion" (index 11) additionally requires the stem to end in
// s/t (b[j] is the stem's last char — j was set by ends_j). If the
// condition fails the scan CONTINUES (a later suffix may still fire).
int i = 0;
for (; i < 19; ++i) {
if (ends_j(kSuffs[i])) {
if (i != 11 || b[j] == 's' || b[j] == 't') break;
}
}
if (i < 19 && m() > 1) k = j;
}
void step5() {
j = k;
if (b[k] == 'e') {
const int a = m();
if (a > 1 || (a == 1 && !cvc(k - 1))) k--;
}
if (b[k] == 'l' && doublec(k) && m() > 1) k--;
}
void stem() {
if (k <= k0 + 1) return; // reference driver: len <= 2 untouched
step1ab(); step1c(); step2(); step3(); step4(); step5();
b.resize(static_cast<std::size_t>(k) + 1);
}
};
inline std::string porter_stem(const std::string& w) {
if (w.size() <= 2) return w;
Porter p(w);
p.stem();
return p.b;
}
// ---------------------------------------------------------------------------
// Synonym folding table: word (stemmed) -> stemmed canonical.
// ---------------------------------------------------------------------------
using SynTable = std::map<std::string, std::string>;
inline SynTable& syn_table() { static SynTable t; return t; }
inline bool& syn_loaded() { static bool loaded = false; return loaded; }
// Embedded copy of data/synonyms.txt (kept in lockstep; the file, when present,
// is authoritative). Same conservative rules: single words, label-safe swaps.
inline const char* default_synonyms_text() {
return
"refund: reimbursement, reimburse\n"
"urgent: asap, immediately, urgently, hurry\n"
"angry: furious, mad, upset\n"
"broken: faulty, busted\n"
"fix: repair, mend\n"
"problem: issue, trouble, glitch\n"
"slow: delayed, sluggish, laggy\n"
"crash: freeze, hang, froze\n"
"price: cost\n"
"scared: afraid, fearful\n"
"money: cash\n"
"wrong: incorrect, mistaken\n";
}
// Parse "canonical: variant, variant, ..." lines. Keys and values are stemmed
// here, so the fold is applied AFTER Porter and stays self-consistent.
inline void parse_synonyms_text(const std::string& text) {
std::string line;
std::istringstream ss(text);
while (std::getline(ss, line)) {
if (line.empty() || line[0] == '#') continue;
const std::size_t colon = line.find(':');
if (colon == std::string::npos) continue;
auto trim = [](std::string s) {
const auto a = s.find_first_not_of(" \t\r\n");
if (a == std::string::npos) return std::string();
const auto b = s.find_last_not_of(" \t\r\n");
return s.substr(a, b - a + 1);
};
auto lower = [](std::string s) {
for (char& c : s) c = static_cast<char>(std::tolower(static_cast<unsigned char>(c)));
return s;
};
const std::string canon_raw = lower(trim(line.substr(0, colon)));
if (canon_raw.empty()) continue;
const std::string canon = porter_stem(canon_raw);
syn_table()[canon] = canon; // canonical maps to itself
std::string rest = line.substr(colon + 1);
std::size_t start = 0;
while (start <= rest.size()) {
std::size_t comma = rest.find(',', start);
if (comma == std::string::npos) comma = rest.size();
const std::string var_raw = lower(trim(rest.substr(start, comma - start)));
if (!var_raw.empty()) syn_table()[porter_stem(var_raw)] = canon;
start = comma + 1;
}
}
}
inline void load_synonyms(const std::string& path) {
std::ifstream f(path);
if (!f) return; // missing file: embedded default stays
std::string buf((std::istreambuf_iterator<char>(f)), std::istreambuf_iterator<char>());
parse_synonyms_text(buf);
syn_loaded() = true;
}
inline void ensure_synonyms() {
if (syn_loaded()) return;
parse_synonyms_text(default_synonyms_text());
syn_loaded() = true;
}
// ---------------------------------------------------------------------------
// The one normalization pipeline (teach, decide, recall, harvest — everyone).
//
// v2.2 — multilingual boundary. The v2.1 pipeline scanned BYTES with
// std::isalnum, which in the C locale splits every multi-byte UTF-8
// sequence apart: a Bengali or Hindi query produced ZERO tokens (the actual
// language barrier). The pipeline is now codepoint-aware:
//
// * pure-ASCII input takes the SAME byte path as v2.1 — output is
// byte-identical (guarded by test), so existing fabrics are unaffected;
// * non-ASCII input decodes UTF-8 and scans letter/digit codepoint runs;
// a run splits where the SCRIPT changes (tokens are script-homogeneous);
// * Latin tokens: lowercased (ASCII fast case + Latin-1/Extended-A map),
// Porter + synonyms apply to pure-ASCII tokens only — Porter(1980) is
// an English algorithm and would corrupt accented bytes;
// * Cyrillic/Greek: codepoint lowercase map, no Porter, no synonyms
// (the fold table is English by design; forcing it would be wrong);
// * all other scripts: codepoints pass through as UTF-8, untouched;
// * token length limits 2..24 CODEPOINTS (same intent as the old
// 2..24 bytes rule);
// * malformed UTF-8 bytes are separators (deterministic, never a crash);
// * still no NLP pipeline, no neural net: ranges, maps, and counters.
//
// Character n-gram lanes live in ngram.hpp and are appended by
// state_tokens(), NOT here — labels, instructions, and readout probes
// stay gram-free by construction.
// ---------------------------------------------------------------------------
// codepoint lowercase for Latin-1 + Latin Extended-A (Cyrillic/Greek have
// their own maps below). Deterministic range arithmetic, no locale.
inline std::uint32_t lower_latin(std::uint32_t cp) {
if (cp >= 0x0041 && cp <= 0x005A) return cp + 0x20; // ASCII A-Z
if (cp >= 0x00C0 && cp <= 0x00DE && cp != 0x00D7) return cp + 0x20; // À..Þ -> à..þ
if (cp >= 0x0100 && cp <= 0x0137) return (cp % 2 == 0) ? cp + 1 : cp; // A-macron pairs
if (cp >= 0x0139 && cp <= 0x0148) return (cp % 2 == 1) ? cp + 1 : cp;
if (cp >= 0x014A && cp <= 0x0177) return (cp % 2 == 0) ? cp + 1 : cp;
if (cp == 0x0178) return 0x00FF; // Ÿ -> ÿ
if (cp >= 0x0179 && cp <= 0x017E) return (cp % 2 == 1) ? cp + 1 : cp;
if (cp >= 0x0180 && cp <= 0x01BF && cp % 2 == 1) return cp + 1;
if (cp >= 0x01CD && cp <= 0x01DC && cp % 2 == 1) return cp + 1;
if (cp >= 0x01DE && cp <= 0x01EF && cp % 2 == 0) return cp + 1;
if (cp >= 0x01F1 && cp <= 0x01F3) return cp + 2; // DZ/Dd/dz digraphs
if (cp >= 0x01F4 && cp <= 0x01F5) return (cp == 0x01F4) ? cp + 1 : cp;
if (cp >= 0x01FA && cp <= 0x0217 && cp % 2 == 0) return cp + 1;
if (cp >= 0x1E00 && cp <= 0x1EF9 && cp % 2 == 0) return cp + 1; // Vietnamese block
return cp;
}
inline std::uint32_t lower_cyrillic(std::uint32_t cp) {
if (cp >= 0x0410 && cp <= 0x042F) return cp + 0x20; // А..Я -> а..я
if (cp >= 0x0400 && cp <= 0x040F) return cp + 0x50; // Ѐ..Џ -> ѐ..џ
if ((cp >= 0x0460 && cp <= 0x0481 && cp % 2 == 0) ||
(cp >= 0x048A && cp <= 0x04BF && cp % 2 == 0)) return cp + 1;
if (cp == 0x04C0) return 0x04CF; // Пalochka
if (cp >= 0x04C1 && cp <= 0x04CE && cp % 2 == 1) return cp - 1;
return cp;
}
inline std::uint32_t lower_greek(std::uint32_t cp) {
if ((cp >= 0x0391 && cp <= 0x03A1) || (cp >= 0x03A3 && cp <= 0x03AB))
return cp + 0x20; // Α..Ω -> α..ω
return cp;
}
inline std::uint32_t lower_cp(std::uint32_t cp, script::Script sc) {
switch (sc) {
case script::Script::Latin: return lower_latin(cp);
case script::Script::Cyrillic: return lower_cyrillic(cp);
case script::Script::Greek: return lower_greek(cp);
default: return cp;
}
}
inline void append_utf8(std::string& s, std::uint32_t cp) {
if (cp < 0x80) { s.push_back(static_cast<char>(cp)); return; }
if (cp < 0x800) {
s.push_back(static_cast<char>(0xC0 | (cp >> 6)));
s.push_back(static_cast<char>(0x80 | (cp & 0x3F)));
return;
}
if (cp < 0x10000) {
s.push_back(static_cast<char>(0xE0 | (cp >> 12)));
s.push_back(static_cast<char>(0x80 | ((cp >> 6) & 0x3F)));
s.push_back(static_cast<char>(0x80 | (cp & 0x3F)));
return;
}
s.push_back(static_cast<char>(0xF0 | (cp >> 18)));
s.push_back(static_cast<char>(0x80 | ((cp >> 12) & 0x3F)));
s.push_back(static_cast<char>(0x80 | ((cp >> 6) & 0x3F)));
s.push_back(static_cast<char>(0x80 | (cp & 0x3F)));
}
// Latin-token post-processing: identical to v2.1 for pure-ASCII tokens
// (porter -> synonyms); non-ASCII Latin passes through lowercased only.
inline std::string fold_latin_token(std::string t) {
bool pure_ascii = true;
for (char c : t) if (static_cast<unsigned char>(c) >= 0x80) { pure_ascii = false; break; }
if (!pure_ascii) return t;
t = porter_stem(t);
auto it = syn_table().find(t);
if (it != syn_table().end()) t = it->second;
return t;
}
inline std::vector<std::string> normalize(const std::string& text) {
struct Once { Once() { ensure_synonyms(); } };
static Once once;
// ASCII fast path: byte-for-byte the v2.1 pipeline (guarded by test).
bool ascii_only = true;
for (char raw : text)
if (static_cast<unsigned char>(raw) >= 0x80) { ascii_only = false; break; }
std::vector<std::string> out;
if (ascii_only) {
std::string cur;
auto emit = [&]() {
if (cur.size() >= 2 && cur.size() <= 24) {
std::string t = porter_stem(cur);
auto it = syn_table().find(t);
if (it != syn_table().end()) t = it->second;
out.push_back(std::move(t));
}
cur.clear();
};
for (char raw : text) {
unsigned char c = static_cast<unsigned char>(raw);
if (std::isalnum(c)) cur.push_back(static_cast<char>(std::tolower(c)));
else if (!cur.empty()) emit();
}
if (!cur.empty()) emit();
return out;
}
// UTF-8 codepoint path (the multilingual boundary).
std::string cur; // current token, UTF-8
std::uint32_t cur_script = 0xFFFFFFFFu; // dominant script of `cur`
std::size_t cur_cps = 0; // codepoint count
auto emit = [&]() {
if (cur_cps >= 2 && cur_cps <= 24) {
const script::Script sc = static_cast<script::Script>(cur_script);
out.push_back(sc == script::Script::Latin
? fold_latin_token(cur) : cur);
}
cur.clear(); cur_cps = 0; cur_script = 0xFFFFFFFFu;
};
std::uint32_t cp = 0;
std::size_t i = 0;
while (i < text.size()) {
i += script::decode_utf8(text, i, cp);
if (cp == 0xFFFFFFFFu) { if (!cur.empty()) emit(); continue; } // malformed: separator
if (script::is_letter_cp(cp)) {
const std::uint32_t sc = static_cast<std::uint32_t>(script::codepoint_script(cp));
if (cur_script != 0xFFFFFFFFu && sc != cur_script) emit(); // script change splits
if (cur.empty()) cur_script = sc;
append_utf8(cur, lower_cp(cp, static_cast<script::Script>(sc)));
++cur_cps;
} else if (script::is_digit_cp(cp)) {
if (cur_script != 0xFFFFFFFFu &&
cur_script != static_cast<std::uint32_t>(script::Script::Latin)) emit();
if (cur.empty()) cur_script = static_cast<std::uint32_t>(script::Script::Latin);
append_utf8(cur, cp); // digits: script-neutral, ASCII order
++cur_cps;
} else {
if (!cur.empty()) emit(); // separator
}
}
if (!cur.empty()) emit();
return out;
}
} // namespace norm
} // namespace si
|