/src/llama.cpp/src/llama-grammar.cpp
Line | Count | Source |
1 | | #include "llama-grammar.h" |
2 | | |
3 | | #include "llama-impl.h" |
4 | | #include "llama-vocab.h" |
5 | | #include "llama-sampling.h" |
6 | | |
7 | | #include <cmath> |
8 | | #include <algorithm> |
9 | | #include <cstdint> |
10 | | #include <stdexcept> |
11 | | |
12 | 0 | #define MAX_REPETITION_THRESHOLD 2000 |
13 | | // |
14 | | // helpers |
15 | | // |
16 | | |
17 | | // NOTE: assumes valid utf8 (but checks for overrun) |
18 | 0 | static std::pair<uint32_t, const char *> decode_utf8(const char * src) { |
19 | 0 | static const int lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 4 }; |
20 | 0 | uint8_t first_byte = static_cast<uint8_t>(*src); |
21 | 0 | uint8_t highbits = first_byte >> 4; |
22 | 0 | int len = lookup[highbits]; |
23 | 0 | uint8_t mask = (1 << (8 - len)) - 1; |
24 | 0 | uint32_t value = first_byte & mask; |
25 | 0 | const char * end = src + len; // may overrun! |
26 | 0 | const char * pos = src + 1; |
27 | 0 | for ( ; pos < end && *pos; pos++) { |
28 | 0 | value = (value << 6) + (static_cast<uint8_t>(*pos) & 0x3F); |
29 | 0 | } |
30 | 0 | return std::make_pair(value, pos); |
31 | 0 | } |
32 | | |
33 | | static std::pair<std::vector<uint32_t>, llama_partial_utf8> decode_utf8( |
34 | | const std::string & src, |
35 | 0 | llama_partial_utf8 partial_start) { |
36 | 0 | static const int lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 2, 2, 3, 4 }; |
37 | 0 | const char * pos = src.c_str(); |
38 | 0 | std::vector<uint32_t> code_points; |
39 | | |
40 | | // common english strings have the same number of codepoints and bytes. `+ 1` for the terminating 0. |
41 | 0 | code_points.reserve(src.size() + 1); |
42 | 0 | uint32_t value = partial_start.value; |
43 | 0 | int n_remain = partial_start.n_remain; |
44 | | |
45 | | // continue previous decode, if applicable |
46 | 0 | while (*pos != 0 && n_remain > 0) { |
47 | 0 | uint8_t next_byte = static_cast<uint8_t>(*pos); |
48 | 0 | if ((next_byte >> 6) != 2) { |
49 | | // invalid sequence, abort |
50 | 0 | code_points.push_back(0); |
51 | 0 | return std::make_pair(std::move(code_points), llama_partial_utf8{ 0, -1 }); |
52 | 0 | } |
53 | 0 | value = (value << 6) + (next_byte & 0x3F); |
54 | 0 | ++pos; |
55 | 0 | --n_remain; |
56 | 0 | } |
57 | | |
58 | 0 | if (partial_start.n_remain > 0 && n_remain == 0) { |
59 | 0 | code_points.push_back(value); |
60 | 0 | } |
61 | | |
62 | | // decode any subsequent utf-8 sequences, which may end in an incomplete one |
63 | 0 | while (*pos != 0) { |
64 | 0 | uint8_t first_byte = static_cast<uint8_t>(*pos); |
65 | 0 | uint8_t highbits = first_byte >> 4; |
66 | 0 | n_remain = lookup[highbits] - 1; |
67 | |
|
68 | 0 | if (n_remain < 0) { |
69 | | // invalid sequence, abort |
70 | 0 | code_points.clear(); |
71 | 0 | code_points.push_back(0); |
72 | 0 | return std::make_pair(std::move(code_points), llama_partial_utf8{ 0, n_remain }); |
73 | 0 | } |
74 | | |
75 | 0 | uint8_t mask = (1 << (7 - n_remain)) - 1; |
76 | 0 | value = first_byte & mask; |
77 | |
|
78 | 0 | ++pos; |
79 | 0 | while (*pos != 0 && n_remain > 0) { |
80 | 0 | value = (value << 6) + (static_cast<uint8_t>(*pos) & 0x3F); |
81 | 0 | ++pos; |
82 | 0 | --n_remain; |
83 | 0 | } |
84 | 0 | if (n_remain == 0) { |
85 | 0 | code_points.push_back(value); |
86 | 0 | } |
87 | 0 | } |
88 | 0 | code_points.push_back(0); |
89 | |
|
90 | 0 | return std::make_pair(std::move(code_points), llama_partial_utf8{ value, n_remain }); |
91 | 0 | } |
92 | | |
93 | 0 | static bool is_digit_char(char c) { |
94 | 0 | return '0' <= c && c <= '9'; |
95 | 0 | } |
96 | | |
97 | 0 | static bool is_word_char(char c) { |
98 | 0 | return ('a' <= c && c <= 'z') || ('A' <= c && c <= 'Z') || c == '-' || is_digit_char(c); |
99 | 0 | } |
100 | | |
101 | 0 | static std::pair<uint32_t, const char *> parse_hex(const char * src, int size) { |
102 | 0 | const char * pos = src; |
103 | 0 | const char * end = src + size; |
104 | 0 | uint32_t value = 0; |
105 | 0 | for ( ; pos < end && *pos; pos++) { |
106 | 0 | value <<= 4; |
107 | 0 | char c = *pos; |
108 | 0 | if ('a' <= c && c <= 'f') { |
109 | 0 | value += c - 'a' + 10; |
110 | 0 | } else if ('A' <= c && c <= 'F') { |
111 | 0 | value += c - 'A' + 10; |
112 | 0 | } else if ('0' <= c && c <= '9') { |
113 | 0 | value += c - '0'; |
114 | 0 | } else { |
115 | 0 | break; |
116 | 0 | } |
117 | 0 | } |
118 | 0 | if (pos != end) { |
119 | 0 | throw std::runtime_error("expecting " + std::to_string(size) + " hex chars at " + src); |
120 | 0 | } |
121 | 0 | return std::make_pair(value, pos); |
122 | 0 | } |
123 | | |
124 | 0 | static const char * parse_space(const char * src, bool newline_ok) { |
125 | 0 | const char * pos = src; |
126 | 0 | while (*pos == ' ' || *pos == '\t' || *pos == '#' || |
127 | 0 | (newline_ok && (*pos == '\r' || *pos == '\n'))) { |
128 | 0 | if (*pos == '#') { |
129 | 0 | while (*pos && *pos != '\r' && *pos != '\n') { |
130 | 0 | pos++; |
131 | 0 | } |
132 | 0 | } else { |
133 | 0 | pos++; |
134 | 0 | } |
135 | 0 | } |
136 | 0 | return pos; |
137 | 0 | } |
138 | | |
139 | 0 | static const char * parse_name(const char * src) { |
140 | 0 | const char * pos = src; |
141 | 0 | while (is_word_char(*pos)) { |
142 | 0 | pos++; |
143 | 0 | } |
144 | 0 | if (pos == src) { |
145 | 0 | throw std::runtime_error(std::string("expecting name at ") + src); |
146 | 0 | } |
147 | 0 | return pos; |
148 | 0 | } |
149 | | |
150 | 0 | static const char * parse_int(const char * src) { |
151 | 0 | const char * pos = src; |
152 | 0 | while (is_digit_char(*pos)) { |
153 | 0 | pos++; |
154 | 0 | } |
155 | 0 | if (pos == src) { |
156 | 0 | throw std::runtime_error(std::string("expecting integer at ") + src); |
157 | 0 | } |
158 | 0 | return pos; |
159 | 0 | } |
160 | | |
161 | 0 | static std::pair<uint32_t, const char *> parse_char(const char * src) { |
162 | 0 | if (*src == '\\') { |
163 | 0 | switch (src[1]) { |
164 | 0 | case 'x': return parse_hex(src + 2, 2); |
165 | 0 | case 'u': return parse_hex(src + 2, 4); |
166 | 0 | case 'U': return parse_hex(src + 2, 8); |
167 | 0 | case 't': return std::make_pair('\t', src + 2); |
168 | 0 | case 'r': return std::make_pair('\r', src + 2); |
169 | 0 | case 'n': return std::make_pair('\n', src + 2); |
170 | 0 | case '\\': |
171 | 0 | case '"': |
172 | 0 | case '[': |
173 | 0 | case ']': |
174 | 0 | return std::make_pair(src[1], src + 2); |
175 | 0 | default: |
176 | 0 | throw std::runtime_error(std::string("unknown escape at ") + src); |
177 | 0 | } |
178 | 0 | } else if (*src) { |
179 | 0 | return decode_utf8(src); |
180 | 0 | } |
181 | 0 | throw std::runtime_error("unexpected end of input"); |
182 | 0 | } |
183 | | |
184 | 0 | static void print_grammar_char(FILE * file, uint32_t c) { |
185 | 0 | if (0x20 <= c && c <= 0x7f) { |
186 | 0 | fprintf(file, "%c", static_cast<char>(c)); |
187 | 0 | } else { |
188 | | // cop out of encoding UTF-8 |
189 | 0 | fprintf(file, "<U+%04X>", c); |
190 | 0 | } |
191 | 0 | } |
192 | | |
193 | 0 | static bool is_char_element(llama_grammar_element elem) { |
194 | 0 | switch (elem.type) { |
195 | 0 | case LLAMA_GRETYPE_CHAR: return true; |
196 | 0 | case LLAMA_GRETYPE_CHAR_NOT: return true; |
197 | 0 | case LLAMA_GRETYPE_CHAR_ALT: return true; |
198 | 0 | case LLAMA_GRETYPE_CHAR_RNG_UPPER: return true; |
199 | 0 | case LLAMA_GRETYPE_CHAR_ANY: return true; |
200 | 0 | default: return false; |
201 | 0 | } |
202 | 0 | } |
203 | | |
204 | 0 | static void print_rule_binary(FILE * file, const llama_grammar_rule & rule) { |
205 | 0 | for (auto elem : rule) { |
206 | 0 | switch (elem.type) { |
207 | 0 | case LLAMA_GRETYPE_END: fprintf(file, "END"); break; |
208 | 0 | case LLAMA_GRETYPE_ALT: fprintf(file, "ALT"); break; |
209 | 0 | case LLAMA_GRETYPE_RULE_REF: fprintf(file, "RULE_REF"); break; |
210 | 0 | case LLAMA_GRETYPE_CHAR: fprintf(file, "CHAR"); break; |
211 | 0 | case LLAMA_GRETYPE_CHAR_NOT: fprintf(file, "CHAR_NOT"); break; |
212 | 0 | case LLAMA_GRETYPE_CHAR_RNG_UPPER: fprintf(file, "CHAR_RNG_UPPER"); break; |
213 | 0 | case LLAMA_GRETYPE_CHAR_ALT: fprintf(file, "CHAR_ALT"); break; |
214 | 0 | case LLAMA_GRETYPE_CHAR_ANY: fprintf(file, "CHAR_ANY"); break; |
215 | 0 | } |
216 | 0 | switch (elem.type) { |
217 | 0 | case LLAMA_GRETYPE_END: |
218 | 0 | case LLAMA_GRETYPE_ALT: |
219 | 0 | case LLAMA_GRETYPE_RULE_REF: |
220 | 0 | fprintf(file, "(%u) ", elem.value); |
221 | 0 | break; |
222 | 0 | case LLAMA_GRETYPE_CHAR: |
223 | 0 | case LLAMA_GRETYPE_CHAR_NOT: |
224 | 0 | case LLAMA_GRETYPE_CHAR_RNG_UPPER: |
225 | 0 | case LLAMA_GRETYPE_CHAR_ALT: |
226 | 0 | case LLAMA_GRETYPE_CHAR_ANY: |
227 | 0 | fprintf(file, "(\""); |
228 | 0 | print_grammar_char(file, elem.value); |
229 | 0 | fprintf(file, "\") "); |
230 | 0 | break; |
231 | 0 | } |
232 | 0 | } |
233 | 0 | fprintf(file, "\n"); |
234 | 0 | } |
235 | | |
236 | | static void print_rule( |
237 | | FILE * file, |
238 | | uint32_t rule_id, |
239 | | const llama_grammar_rule & rule, |
240 | 0 | const std::map<uint32_t, std::string> & symbol_id_names) { |
241 | 0 | if (rule.empty() || rule.back().type != LLAMA_GRETYPE_END) { |
242 | 0 | throw std::runtime_error( |
243 | 0 | "malformed rule, does not end with LLAMA_GRETYPE_END: " + std::to_string(rule_id)); |
244 | 0 | } |
245 | 0 | fprintf(file, "%s ::= ", symbol_id_names.at(rule_id).c_str()); |
246 | 0 | for (size_t i = 0, end = rule.size() - 1; i < end; i++) { |
247 | 0 | llama_grammar_element elem = rule[i]; |
248 | 0 | switch (elem.type) { |
249 | 0 | case LLAMA_GRETYPE_END: |
250 | 0 | throw std::runtime_error( |
251 | 0 | "unexpected end of rule: " + std::to_string(rule_id) + "," + |
252 | 0 | std::to_string(i)); |
253 | 0 | case LLAMA_GRETYPE_ALT: |
254 | 0 | fprintf(file, "| "); |
255 | 0 | break; |
256 | 0 | case LLAMA_GRETYPE_RULE_REF: |
257 | 0 | fprintf(file, "%s ", symbol_id_names.at(elem.value).c_str()); |
258 | 0 | break; |
259 | 0 | case LLAMA_GRETYPE_CHAR: |
260 | 0 | fprintf(file, "["); |
261 | 0 | print_grammar_char(file, elem.value); |
262 | 0 | break; |
263 | 0 | case LLAMA_GRETYPE_CHAR_NOT: |
264 | 0 | fprintf(file, "[^"); |
265 | 0 | print_grammar_char(file, elem.value); |
266 | 0 | break; |
267 | 0 | case LLAMA_GRETYPE_CHAR_RNG_UPPER: |
268 | 0 | if (i == 0 || !is_char_element(rule[i - 1])) { |
269 | 0 | throw std::runtime_error( |
270 | 0 | "LLAMA_GRETYPE_CHAR_RNG_UPPER without preceding char: " + |
271 | 0 | std::to_string(rule_id) + "," + std::to_string(i)); |
272 | 0 | } |
273 | 0 | fprintf(file, "-"); |
274 | 0 | print_grammar_char(file, elem.value); |
275 | 0 | break; |
276 | 0 | case LLAMA_GRETYPE_CHAR_ALT: |
277 | 0 | if (i == 0 || !is_char_element(rule[i - 1])) { |
278 | 0 | throw std::runtime_error( |
279 | 0 | "LLAMA_GRETYPE_CHAR_ALT without preceding char: " + |
280 | 0 | std::to_string(rule_id) + "," + std::to_string(i)); |
281 | 0 | } |
282 | 0 | print_grammar_char(file, elem.value); |
283 | 0 | break; |
284 | 0 | case LLAMA_GRETYPE_CHAR_ANY: |
285 | 0 | fprintf(file, "."); |
286 | 0 | break; |
287 | 0 | } |
288 | 0 | if (is_char_element(elem)) { |
289 | 0 | switch (rule[i + 1].type) { |
290 | 0 | case LLAMA_GRETYPE_CHAR_ALT: |
291 | 0 | case LLAMA_GRETYPE_CHAR_RNG_UPPER: |
292 | 0 | case LLAMA_GRETYPE_CHAR_ANY: |
293 | 0 | break; |
294 | 0 | default: |
295 | 0 | fprintf(file, "] "); |
296 | 0 | } |
297 | 0 | } |
298 | 0 | } |
299 | 0 | fprintf(file, "\n"); |
300 | 0 | } |
301 | | |
302 | | // |
303 | | // implementation |
304 | | // |
305 | | |
306 | 0 | uint32_t llama_grammar_parser::get_symbol_id(const char * src, size_t len) { |
307 | 0 | uint32_t next_id = static_cast<uint32_t>(symbol_ids.size()); |
308 | 0 | auto result = symbol_ids.emplace(std::string(src, len), next_id); |
309 | 0 | return result.first->second; |
310 | 0 | } |
311 | | |
312 | 0 | uint32_t llama_grammar_parser::generate_symbol_id(const std::string & base_name) { |
313 | 0 | uint32_t next_id = static_cast<uint32_t>(symbol_ids.size()); |
314 | 0 | symbol_ids[base_name + '_' + std::to_string(next_id)] = next_id; |
315 | 0 | return next_id; |
316 | 0 | } |
317 | | |
318 | 0 | void llama_grammar_parser::add_rule(uint32_t rule_id, const llama_grammar_rule & rule) { |
319 | 0 | if (rules.size() <= rule_id) { |
320 | 0 | rules.resize(rule_id + 1); |
321 | 0 | } |
322 | 0 | rules[rule_id] = rule; |
323 | 0 | } |
324 | | |
325 | | const char * llama_grammar_parser::parse_alternates( |
326 | | const char * src, |
327 | | const std::string & rule_name, |
328 | | uint32_t rule_id, |
329 | 0 | bool is_nested) { |
330 | 0 | llama_grammar_rule rule; |
331 | 0 | const char * pos = parse_sequence(src, rule_name, rule, is_nested); |
332 | 0 | while (*pos == '|') { |
333 | 0 | rule.push_back({LLAMA_GRETYPE_ALT, 0}); |
334 | 0 | pos = parse_space(pos + 1, true); |
335 | 0 | pos = parse_sequence(pos, rule_name, rule, is_nested); |
336 | 0 | } |
337 | 0 | rule.push_back({LLAMA_GRETYPE_END, 0}); |
338 | 0 | add_rule(rule_id, rule); |
339 | 0 | return pos; |
340 | 0 | } |
341 | | |
342 | | const char * llama_grammar_parser::parse_sequence( |
343 | | const char * src, |
344 | | const std::string & rule_name, |
345 | | llama_grammar_rule & rule, |
346 | 0 | bool is_nested) { |
347 | 0 | size_t last_sym_start = rule.size(); |
348 | 0 | const char * pos = src; |
349 | | |
350 | | // use UINT64_MAX as the empty value because we aligned to the proper uint64_t type so -1 can't be used |
351 | | // (though it's technically the same as -1 now) |
352 | 0 | auto handle_repetitions = [&](uint64_t min_times, uint64_t max_times) { |
353 | 0 | bool no_max = max_times == UINT64_MAX; |
354 | 0 | if (last_sym_start == rule.size()) { |
355 | 0 | throw std::runtime_error(std::string("expecting preceding item to */+/?/{ at ") + pos); |
356 | 0 | } |
357 | | |
358 | | // apply transformation to previous symbol (last_sym_start to end) according to |
359 | | // the following rewrite rules: |
360 | | // S{m,n} --> S S S (m times) S'(n-m) |
361 | | // S'(x) ::= S S'(x-1) | |
362 | | // (... n-m definitions of these S' rules ...) |
363 | | // S'(1) ::= S | |
364 | | // S{m,} --> S S S (m times) S' |
365 | | // S' ::= S S' | |
366 | | // S* --> S{0,} |
367 | | // --> S' ::= S S' | |
368 | | // S+ --> S{1,} |
369 | | // --> S S' |
370 | | // S' ::= S S' | |
371 | | // S? --> S{0,1} |
372 | | // --> S' |
373 | | // S' ::= S | |
374 | | |
375 | 0 | llama_grammar_rule prev_rule(rule.begin() + last_sym_start, rule.end()); |
376 | 0 | if (min_times == 0) { |
377 | 0 | rule.resize(last_sym_start); |
378 | 0 | } else { |
379 | | // Repeat the previous elements (min_times - 1) times |
380 | 0 | for (uint64_t i = 1; i < min_times; i++) { |
381 | 0 | rule.insert(rule.end(), prev_rule.begin(), prev_rule.end()); |
382 | 0 | } |
383 | 0 | } |
384 | |
|
385 | 0 | uint32_t last_rec_rule_id = 0; |
386 | 0 | auto n_opt = no_max ? 1 : max_times - min_times; |
387 | |
|
388 | 0 | llama_grammar_rule rec_rule(prev_rule); |
389 | 0 | for (uint64_t i = 0; i < n_opt; i++) { |
390 | 0 | rec_rule.resize(prev_rule.size()); |
391 | 0 | uint32_t rec_rule_id = generate_symbol_id( rule_name); |
392 | 0 | if (i > 0 || no_max) { |
393 | 0 | rec_rule.push_back({LLAMA_GRETYPE_RULE_REF, no_max ? rec_rule_id : last_rec_rule_id}); |
394 | 0 | } |
395 | 0 | rec_rule.push_back({LLAMA_GRETYPE_ALT, 0}); |
396 | 0 | rec_rule.push_back({LLAMA_GRETYPE_END, 0}); |
397 | 0 | add_rule( rec_rule_id, rec_rule); |
398 | 0 | last_rec_rule_id = rec_rule_id; |
399 | 0 | } |
400 | 0 | if (n_opt > 0) { |
401 | 0 | rule.push_back({LLAMA_GRETYPE_RULE_REF, last_rec_rule_id}); |
402 | 0 | } |
403 | 0 | }; |
404 | |
|
405 | 0 | while (*pos) { |
406 | 0 | if (*pos == '"') { // literal string |
407 | 0 | pos++; |
408 | 0 | last_sym_start = rule.size(); |
409 | 0 | while (*pos != '"') { |
410 | 0 | if (!*pos) { |
411 | 0 | throw std::runtime_error("unexpected end of input"); |
412 | 0 | } |
413 | 0 | auto char_pair = parse_char(pos); |
414 | 0 | pos = char_pair.second; |
415 | 0 | rule.push_back({LLAMA_GRETYPE_CHAR, char_pair.first}); |
416 | 0 | } |
417 | 0 | pos = parse_space(pos + 1, is_nested); |
418 | 0 | } else if (*pos == '[') { // char range(s) |
419 | 0 | pos++; |
420 | 0 | enum llama_gretype start_type = LLAMA_GRETYPE_CHAR; |
421 | 0 | if (*pos == '^') { |
422 | 0 | pos++; |
423 | 0 | start_type = LLAMA_GRETYPE_CHAR_NOT; |
424 | 0 | } |
425 | 0 | last_sym_start = rule.size(); |
426 | 0 | while (*pos != ']') { |
427 | 0 | if (!*pos) { |
428 | 0 | throw std::runtime_error("unexpected end of input"); |
429 | 0 | } |
430 | 0 | auto char_pair = parse_char(pos); |
431 | 0 | pos = char_pair.second; |
432 | 0 | enum llama_gretype type = last_sym_start < rule.size() |
433 | 0 | ? LLAMA_GRETYPE_CHAR_ALT |
434 | 0 | : start_type; |
435 | |
|
436 | 0 | rule.push_back({type, char_pair.first}); |
437 | 0 | if (pos[0] == '-' && pos[1] != ']') { |
438 | 0 | if (!pos[1]) { |
439 | 0 | throw std::runtime_error("unexpected end of input"); |
440 | 0 | } |
441 | 0 | auto endchar_pair = parse_char(pos + 1); |
442 | 0 | pos = endchar_pair.second; |
443 | 0 | rule.push_back({LLAMA_GRETYPE_CHAR_RNG_UPPER, endchar_pair.first}); |
444 | 0 | } |
445 | 0 | } |
446 | 0 | pos = parse_space(pos + 1, is_nested); |
447 | 0 | } else if (is_word_char(*pos)) { // rule reference |
448 | 0 | const char * name_end = parse_name(pos); |
449 | 0 | uint32_t ref_rule_id = get_symbol_id(pos, name_end - pos); |
450 | 0 | pos = parse_space(name_end, is_nested); |
451 | 0 | last_sym_start = rule.size(); |
452 | 0 | rule.push_back({LLAMA_GRETYPE_RULE_REF, ref_rule_id}); |
453 | 0 | } else if (*pos == '(') { // grouping |
454 | | // parse nested alternates into synthesized rule |
455 | 0 | pos = parse_space(pos + 1, true); |
456 | 0 | uint32_t sub_rule_id = generate_symbol_id(rule_name); |
457 | 0 | pos = parse_alternates(pos, rule_name, sub_rule_id, true); |
458 | 0 | last_sym_start = rule.size(); |
459 | | // output reference to synthesized rule |
460 | 0 | rule.push_back({LLAMA_GRETYPE_RULE_REF, sub_rule_id}); |
461 | 0 | if (*pos != ')') { |
462 | 0 | throw std::runtime_error(std::string("expecting ')' at ") + pos); |
463 | 0 | } |
464 | 0 | pos = parse_space(pos + 1, is_nested); |
465 | 0 | } else if (*pos == '.') { // any char |
466 | 0 | last_sym_start = rule.size(); |
467 | 0 | rule.push_back({LLAMA_GRETYPE_CHAR_ANY, 0}); |
468 | 0 | pos = parse_space(pos + 1, is_nested); |
469 | 0 | } else if (*pos == '*') { |
470 | 0 | pos = parse_space(pos + 1, is_nested); |
471 | 0 | handle_repetitions(0, -1); |
472 | 0 | } else if (*pos == '+') { |
473 | 0 | pos = parse_space(pos + 1, is_nested); |
474 | 0 | handle_repetitions(1, -1); |
475 | 0 | } else if (*pos == '?') { |
476 | 0 | pos = parse_space(pos + 1, is_nested); |
477 | 0 | handle_repetitions(0, 1); |
478 | 0 | } else if (*pos == '{') { |
479 | 0 | pos = parse_space(pos + 1, is_nested); |
480 | |
|
481 | 0 | if (!is_digit_char(*pos)) { |
482 | 0 | throw std::runtime_error(std::string("expecting an int at ") + pos); |
483 | 0 | } |
484 | 0 | const char * int_end = parse_int(pos); |
485 | 0 | uint64_t min_times = std::stoul(std::string(pos, int_end - pos)); |
486 | 0 | pos = parse_space(int_end, is_nested); |
487 | |
|
488 | 0 | uint64_t max_times = UINT64_MAX; // default: no max limit |
489 | |
|
490 | 0 | if (*pos == '}') { |
491 | 0 | max_times = min_times; |
492 | 0 | pos = parse_space(pos + 1, is_nested); |
493 | 0 | } else if (*pos == ',') { |
494 | 0 | pos = parse_space(pos + 1, is_nested); |
495 | |
|
496 | 0 | if (is_digit_char(*pos)) { |
497 | 0 | const char * int_end = parse_int(pos); |
498 | 0 | max_times = std::stoul(std::string(pos, int_end - pos)); |
499 | 0 | pos = parse_space(int_end, is_nested); |
500 | 0 | } |
501 | |
|
502 | 0 | if (*pos != '}') { |
503 | 0 | throw std::runtime_error(std::string("expecting '}' at ") + pos); |
504 | 0 | } |
505 | 0 | pos = parse_space(pos + 1, is_nested); |
506 | 0 | } else { |
507 | 0 | throw std::runtime_error(std::string("expecting ',' at ") + pos); |
508 | 0 | } |
509 | 0 | bool has_max = max_times != UINT64_MAX; |
510 | 0 | if (min_times > MAX_REPETITION_THRESHOLD || (has_max && max_times > MAX_REPETITION_THRESHOLD)) { |
511 | 0 | throw std::runtime_error(std::string("number of repetitions exceeds sane defaults, please reduce the number of repetitions")); |
512 | 0 | } |
513 | 0 | handle_repetitions(min_times, max_times); |
514 | 0 | } else { |
515 | 0 | break; |
516 | 0 | } |
517 | 0 | } |
518 | 0 | return pos; |
519 | 0 | } |
520 | | |
521 | 0 | const char * llama_grammar_parser::parse_rule(const char * src) { |
522 | 0 | const char * name_end = parse_name(src); |
523 | 0 | const char * pos = parse_space(name_end, false); |
524 | 0 | size_t name_len = name_end - src; |
525 | 0 | uint32_t rule_id = get_symbol_id(src, name_len); |
526 | 0 | const std::string name(src, name_len); |
527 | |
|
528 | 0 | if (!(pos[0] == ':' && pos[1] == ':' && pos[2] == '=')) { |
529 | 0 | throw std::runtime_error(std::string("expecting ::= at ") + pos); |
530 | 0 | } |
531 | 0 | pos = parse_space(pos + 3, true); |
532 | |
|
533 | 0 | pos = parse_alternates(pos, name, rule_id, false); |
534 | |
|
535 | 0 | if (*pos == '\r') { |
536 | 0 | pos += pos[1] == '\n' ? 2 : 1; |
537 | 0 | } else if (*pos == '\n') { |
538 | 0 | pos++; |
539 | 0 | } else if (*pos) { |
540 | 0 | throw std::runtime_error(std::string("expecting newline or end at ") + pos); |
541 | 0 | } |
542 | 0 | return parse_space(pos, true); |
543 | 0 | } |
544 | | |
545 | 0 | bool llama_grammar_parser::parse(const char * src) { |
546 | 0 | try { |
547 | 0 | const char * pos = parse_space(src, true); |
548 | 0 | while (*pos) { |
549 | 0 | pos = parse_rule(pos); |
550 | 0 | } |
551 | | // Validate the state to ensure that all rules are defined |
552 | 0 | for (const auto & rule : rules) { |
553 | 0 | if (rule.empty()) { |
554 | 0 | throw std::runtime_error("Undefined rule"); |
555 | 0 | } |
556 | 0 | for (const auto & elem : rule) { |
557 | 0 | if (elem.type == LLAMA_GRETYPE_RULE_REF) { |
558 | | // Ensure that the rule at that location exists |
559 | 0 | if (elem.value >= rules.size() || rules[elem.value].empty()) { |
560 | | // Get the name of the rule that is missing |
561 | 0 | for (const auto & kv : symbol_ids) { |
562 | 0 | if (kv.second == elem.value) { |
563 | 0 | throw std::runtime_error("Undefined rule identifier '" + kv.first + "'"); |
564 | 0 | } |
565 | 0 | } |
566 | 0 | } |
567 | 0 | } |
568 | 0 | } |
569 | 0 | } |
570 | 0 | } catch (const std::exception & err) { |
571 | 0 | fprintf(stderr, "%s: error parsing grammar: %s\n\n%s\n", __func__, err.what(), src); |
572 | 0 | rules.clear(); |
573 | 0 | return false; |
574 | 0 | } |
575 | | |
576 | 0 | return true; |
577 | 0 | } |
578 | | |
579 | 0 | void llama_grammar_parser::print(FILE * file) { |
580 | 0 | try { |
581 | 0 | std::map<uint32_t, std::string> symbol_id_names; |
582 | 0 | for (const auto & kv : symbol_ids) { |
583 | 0 | symbol_id_names[kv.second] = kv.first; |
584 | 0 | } |
585 | 0 | for (size_t i = 0, end = rules.size(); i < end; i++) { |
586 | | // fprintf(file, "%zu: ", i); |
587 | | // print_rule_binary(file, rules[i]); |
588 | 0 | print_rule(file, uint32_t(i), rules[i], symbol_id_names); |
589 | | // fprintf(file, "\n"); |
590 | 0 | } |
591 | 0 | } catch (const std::exception & err) { |
592 | 0 | fprintf(stderr, "\n%s: error printing grammar: %s\n", __func__, err.what()); |
593 | 0 | } |
594 | 0 | } |
595 | | |
596 | 0 | llama_grammar_stack llama_grammar_parser::c_rules() const { |
597 | 0 | llama_grammar_stack ret; |
598 | 0 | ret.reserve(rules.size()); |
599 | 0 | for (const auto & rule : rules) { |
600 | 0 | ret.push_back(rule.data()); |
601 | 0 | } |
602 | 0 | return ret; |
603 | 0 | } |
604 | | |
605 | | // returns true iff pos points to the end of one of the definitions of a rule |
606 | 0 | static bool llama_grammar_is_end_of_sequence(const llama_grammar_element * pos) { |
607 | 0 | switch (pos->type) { |
608 | 0 | case LLAMA_GRETYPE_END: return true; // NOLINT |
609 | 0 | case LLAMA_GRETYPE_ALT: return true; // NOLINT |
610 | 0 | default: return false; |
611 | 0 | } |
612 | 0 | } |
613 | | |
614 | | // returns true iff chr satisfies the char range at pos (regular or inverse range) |
615 | | // asserts that pos is pointing to a char range element |
616 | | static std::pair<bool, const llama_grammar_element *> llama_grammar_match_char( |
617 | | const llama_grammar_element * pos, |
618 | 0 | const uint32_t chr) { |
619 | 0 | bool found = false; |
620 | 0 | bool is_positive_char = pos->type == LLAMA_GRETYPE_CHAR || pos->type == LLAMA_GRETYPE_CHAR_ANY; |
621 | |
|
622 | 0 | GGML_ASSERT(is_positive_char || pos->type == LLAMA_GRETYPE_CHAR_NOT); // NOLINT |
623 | |
|
624 | 0 | do { |
625 | 0 | if (pos[1].type == LLAMA_GRETYPE_CHAR_RNG_UPPER) { |
626 | | // inclusive range, e.g. [a-z] |
627 | 0 | found = found || (pos->value <= chr && chr <= pos[1].value); |
628 | 0 | pos += 2; |
629 | 0 | } else if (pos->type == LLAMA_GRETYPE_CHAR_ANY) { |
630 | | // Any character matches "." |
631 | 0 | found = true; |
632 | 0 | pos += 1; |
633 | 0 | } else { |
634 | | // exact char match, e.g. [a] or "a" |
635 | 0 | found = found || pos->value == chr; |
636 | 0 | pos += 1; |
637 | 0 | } |
638 | 0 | } while (pos->type == LLAMA_GRETYPE_CHAR_ALT); |
639 | |
|
640 | 0 | return std::make_pair(found == is_positive_char, pos); |
641 | 0 | } |
642 | | |
643 | | // returns true iff some continuation of the given partial UTF-8 sequence could satisfy the char |
644 | | // range at pos (regular or inverse range) |
645 | | // asserts that pos is pointing to a char range element |
646 | | static bool llama_grammar_match_partial_char( |
647 | | const llama_grammar_element * pos, |
648 | 0 | const llama_partial_utf8 partial_utf8) { |
649 | 0 | bool is_positive_char = pos->type == LLAMA_GRETYPE_CHAR || pos->type == LLAMA_GRETYPE_CHAR_ANY; |
650 | 0 | GGML_ASSERT(is_positive_char || pos->type == LLAMA_GRETYPE_CHAR_NOT); |
651 | |
|
652 | 0 | uint32_t partial_value = partial_utf8.value; |
653 | 0 | int n_remain = partial_utf8.n_remain; |
654 | | |
655 | | // invalid sequence or 7-bit char split across 2 bytes (overlong) |
656 | 0 | if (n_remain < 0 || (n_remain == 1 && partial_value < 2)) { |
657 | 0 | return false; |
658 | 0 | } |
659 | | |
660 | | // range of possible code points this partial UTF-8 sequence could complete to |
661 | 0 | uint32_t low = partial_value << (n_remain * 6); |
662 | 0 | uint32_t high = low | ((1 << (n_remain * 6)) - 1); |
663 | |
|
664 | 0 | if (low == 0) { |
665 | 0 | if (n_remain == 2) { |
666 | 0 | low = 1 << 11; |
667 | 0 | } else if (n_remain == 3) { |
668 | 0 | low = 1 << 16; |
669 | 0 | } |
670 | 0 | } |
671 | |
|
672 | 0 | do { |
673 | 0 | if (pos[1].type == LLAMA_GRETYPE_CHAR_RNG_UPPER) { |
674 | | // inclusive range, e.g. [a-z] |
675 | 0 | if (pos->value <= high && low <= pos[1].value) { |
676 | 0 | return is_positive_char; |
677 | 0 | } |
678 | 0 | pos += 2; |
679 | 0 | } else if (pos->type == LLAMA_GRETYPE_CHAR_ANY) { |
680 | | // Any character matches "." |
681 | 0 | return true; |
682 | 0 | } else { |
683 | | // exact char match, e.g. [a] or "a" |
684 | 0 | if (low <= pos->value && pos->value <= high) { |
685 | 0 | return is_positive_char; |
686 | 0 | } |
687 | 0 | pos += 1; |
688 | 0 | } |
689 | 0 | } while (pos->type == LLAMA_GRETYPE_CHAR_ALT); |
690 | | |
691 | 0 | return !is_positive_char; |
692 | 0 | } |
693 | | |
694 | | // transforms a grammar pushdown stack into N possible stacks, all ending |
695 | | // at a character range (terminal element) |
696 | | static void llama_grammar_advance_stack( |
697 | | const llama_grammar_rules & rules, |
698 | | const llama_grammar_stack & stack, |
699 | 0 | llama_grammar_stacks & new_stacks) { |
700 | 0 | if (stack.empty()) { |
701 | 0 | if (std::find(new_stacks.begin(), new_stacks.end(), stack) == new_stacks.end()) { |
702 | 0 | new_stacks.emplace_back(stack); |
703 | 0 | } |
704 | 0 | return; |
705 | 0 | } |
706 | | |
707 | 0 | const llama_grammar_element * pos = stack.back(); |
708 | |
|
709 | 0 | switch (pos->type) { |
710 | 0 | case LLAMA_GRETYPE_RULE_REF: { |
711 | 0 | const size_t rule_id = static_cast<size_t>(pos->value); |
712 | 0 | const llama_grammar_element * subpos = rules[rule_id].data(); |
713 | 0 | do { |
714 | | // init new stack without the top (pos) |
715 | 0 | llama_grammar_stack new_stack(stack.begin(), stack.end() - 1); |
716 | 0 | if (!llama_grammar_is_end_of_sequence(pos + 1)) { |
717 | | // if this rule ref is followed by another element, add that to stack |
718 | 0 | new_stack.push_back(pos + 1); |
719 | 0 | } |
720 | 0 | if (!llama_grammar_is_end_of_sequence(subpos)) { |
721 | | // if alternate is nonempty, add to stack |
722 | 0 | new_stack.push_back(subpos); |
723 | 0 | } |
724 | 0 | llama_grammar_advance_stack(rules, new_stack, new_stacks); |
725 | 0 | while (!llama_grammar_is_end_of_sequence(subpos)) { |
726 | | // scan to end of alternate def |
727 | 0 | subpos++; |
728 | 0 | } |
729 | 0 | if (subpos->type == LLAMA_GRETYPE_ALT) { |
730 | | // there's another alternate def of this rule to process |
731 | 0 | subpos++; |
732 | 0 | } else { |
733 | 0 | break; |
734 | 0 | } |
735 | 0 | } while (true); |
736 | 0 | break; |
737 | 0 | } |
738 | 0 | case LLAMA_GRETYPE_CHAR: |
739 | 0 | case LLAMA_GRETYPE_CHAR_NOT: |
740 | 0 | case LLAMA_GRETYPE_CHAR_ANY: |
741 | 0 | if (std::find(new_stacks.begin(), new_stacks.end(), stack) == new_stacks.end()) { |
742 | | // only add the stack if it's not a duplicate of one we already have |
743 | 0 | new_stacks.emplace_back(stack); |
744 | 0 | } |
745 | 0 | break; |
746 | 0 | default: |
747 | | // end of alternate (LLAMA_GRETYPE_END, LLAMA_GRETYPE_ALT) or middle of char range |
748 | | // (LLAMA_GRETYPE_CHAR_ALT, LLAMA_GRETYPE_CHAR_RNG_UPPER); stack should never be left on |
749 | | // those |
750 | 0 | GGML_ABORT("fatal error"); |
751 | 0 | } |
752 | 0 | } |
753 | | |
754 | | static llama_grammar_candidates llama_grammar_reject_candidates( |
755 | | const llama_grammar_rules & rules, |
756 | | const llama_grammar_stacks & stacks, |
757 | 0 | const llama_grammar_candidates & candidates) { |
758 | 0 | GGML_ASSERT(!stacks.empty()); // REVIEW |
759 | |
|
760 | 0 | if (candidates.empty()) { |
761 | 0 | return {}; |
762 | 0 | } |
763 | | |
764 | 0 | auto rejects = llama_grammar_reject_candidates_for_stack(rules, stacks.front(), candidates); |
765 | |
|
766 | 0 | for (size_t i = 1, size = stacks.size(); i < size; ++i) { |
767 | 0 | rejects = llama_grammar_reject_candidates_for_stack(rules, stacks[i], rejects); |
768 | 0 | } |
769 | |
|
770 | 0 | return rejects; |
771 | 0 | } |
772 | | |
773 | | static bool llama_grammar_detect_left_recursion( |
774 | | const llama_grammar_rules & rules, |
775 | | size_t rule_index, |
776 | | std::vector<bool> * rules_visited, |
777 | | std::vector<bool> * rules_in_progress, |
778 | 0 | std::vector<bool> * rules_may_be_empty) { |
779 | 0 | if ((*rules_in_progress)[rule_index]) { |
780 | 0 | return true; |
781 | 0 | } |
782 | | |
783 | 0 | (*rules_in_progress)[rule_index] = true; |
784 | |
|
785 | 0 | const llama_grammar_rule & rule = rules[rule_index]; |
786 | | |
787 | | // First check if the rule might produce the empty string. This could be done combined with the second |
788 | | // step but it's more readable as two steps. |
789 | 0 | bool at_rule_start = true; |
790 | 0 | for (size_t i = 0; i < rule.size(); i++) { |
791 | 0 | if (llama_grammar_is_end_of_sequence(&rule[i])) { |
792 | 0 | if (at_rule_start) { |
793 | 0 | (*rules_may_be_empty)[rule_index] = true; |
794 | 0 | break; |
795 | 0 | } |
796 | 0 | at_rule_start = true; |
797 | 0 | } else { |
798 | 0 | at_rule_start = false; |
799 | 0 | } |
800 | 0 | } |
801 | | |
802 | | // Second, recurse into leftmost nonterminals (or next-leftmost as long as the previous nonterminal may |
803 | | // be empty) |
804 | 0 | bool recurse_into_nonterminal = true; |
805 | 0 | for (size_t i = 0; i < rule.size(); i++) { |
806 | 0 | if (rule[i].type == LLAMA_GRETYPE_RULE_REF && recurse_into_nonterminal) { |
807 | 0 | if (llama_grammar_detect_left_recursion(rules, (size_t)rule[i].value, rules_visited, rules_in_progress, rules_may_be_empty)) { |
808 | 0 | return true; |
809 | 0 | } |
810 | 0 | if (!((*rules_may_be_empty)[(size_t)rule[i].value])) { |
811 | 0 | recurse_into_nonterminal = false; |
812 | 0 | } |
813 | 0 | } else if (llama_grammar_is_end_of_sequence(&rule[i])) { |
814 | 0 | recurse_into_nonterminal = true; |
815 | 0 | } else { |
816 | 0 | recurse_into_nonterminal = false; |
817 | 0 | } |
818 | 0 | } |
819 | | |
820 | 0 | (*rules_in_progress)[rule_index] = false; |
821 | 0 | (*rules_visited)[rule_index] = true; |
822 | |
|
823 | 0 | return false; |
824 | 0 | } |
825 | | |
826 | 0 | const llama_grammar_rules & llama_grammar_get_rules(const struct llama_grammar * grammar) { |
827 | 0 | return grammar->rules; |
828 | 0 | } |
829 | | |
830 | 0 | llama_grammar_stacks & llama_grammar_get_stacks(struct llama_grammar * grammar) { |
831 | 0 | return grammar->stacks; |
832 | 0 | } |
833 | | |
834 | 0 | void llama_grammar_accept(struct llama_grammar * grammar, uint32_t chr) { |
835 | 0 | llama_grammar_stacks stacks_new; |
836 | 0 | stacks_new.reserve(grammar->stacks.size()); |
837 | |
|
838 | 0 | for (const auto & stack : grammar->stacks) { |
839 | 0 | if (stack.empty()) { |
840 | 0 | continue; |
841 | 0 | } |
842 | | |
843 | 0 | auto match = llama_grammar_match_char(stack.back(), chr); |
844 | 0 | if (match.first) { |
845 | 0 | const llama_grammar_element * pos = match.second; |
846 | | |
847 | | // update top of stack to next element, if any |
848 | 0 | llama_grammar_stack new_stack(stack.begin(), stack.end() - 1); |
849 | 0 | if (!llama_grammar_is_end_of_sequence(pos)) { |
850 | 0 | new_stack.push_back(pos); |
851 | 0 | } |
852 | 0 | llama_grammar_advance_stack(grammar->rules, new_stack, stacks_new); |
853 | 0 | } |
854 | 0 | } |
855 | |
|
856 | 0 | grammar->stacks = std::move(stacks_new); |
857 | 0 | } |
858 | | |
859 | | llama_grammar_candidates llama_grammar_reject_candidates_for_stack( |
860 | | const llama_grammar_rules & rules, |
861 | | const llama_grammar_stack & stack, |
862 | 0 | const llama_grammar_candidates & candidates) { |
863 | |
|
864 | 0 | llama_grammar_candidates rejects; |
865 | 0 | rejects.reserve(candidates.size()); |
866 | |
|
867 | 0 | if (stack.empty()) { |
868 | 0 | for (const auto & tok : candidates) { |
869 | 0 | if (*tok.code_points != 0 || tok.partial_utf8.n_remain != 0) { |
870 | 0 | rejects.push_back(tok); |
871 | 0 | } |
872 | 0 | } |
873 | 0 | return rejects; |
874 | 0 | } |
875 | | |
876 | 0 | const llama_grammar_element * stack_pos = stack.back(); |
877 | |
|
878 | 0 | llama_grammar_candidates next_candidates; |
879 | 0 | next_candidates.reserve(candidates.size()); |
880 | |
|
881 | 0 | for (const auto & tok : candidates) { |
882 | 0 | if (*tok.code_points == 0) { |
883 | | // reached end of full codepoints in token, reject iff it ended in a partial sequence |
884 | | // that cannot satisfy this position in grammar |
885 | 0 | if (tok.partial_utf8.n_remain != 0 && |
886 | 0 | !llama_grammar_match_partial_char(stack_pos, tok.partial_utf8)) { |
887 | 0 | rejects.push_back(tok); |
888 | 0 | } |
889 | 0 | } else if (llama_grammar_match_char(stack_pos, *tok.code_points).first) { |
890 | 0 | next_candidates.push_back({ tok.index, tok.code_points + 1, tok.partial_utf8 }); |
891 | 0 | } else { |
892 | 0 | rejects.push_back(tok); |
893 | 0 | } |
894 | 0 | } |
895 | |
|
896 | 0 | const auto * stack_pos_after = llama_grammar_match_char(stack_pos, 0).second; |
897 | | |
898 | | // update top of stack to next element, if any |
899 | 0 | llama_grammar_stack stack_after(stack.begin(), stack.end() - 1); |
900 | 0 | if (!llama_grammar_is_end_of_sequence(stack_pos_after)) { |
901 | 0 | stack_after.push_back(stack_pos_after); |
902 | 0 | } |
903 | 0 | llama_grammar_stacks next_stacks; |
904 | 0 | llama_grammar_advance_stack(rules, stack_after, next_stacks); |
905 | |
|
906 | 0 | auto next_rejects = llama_grammar_reject_candidates(rules, next_stacks, next_candidates); |
907 | 0 | for (const auto & tok : next_rejects) { |
908 | 0 | rejects.push_back({ tok.index, tok.code_points - 1, tok.partial_utf8 }); |
909 | 0 | } |
910 | |
|
911 | 0 | return rejects; |
912 | 0 | } |
913 | | |
914 | | //////////////////// |
915 | | |
916 | | struct llama_grammar * llama_grammar_init_impl( |
917 | | const struct llama_vocab * vocab, |
918 | | const llama_grammar_element ** rules, |
919 | | size_t n_rules, |
920 | 0 | size_t start_rule_index) { |
921 | 0 | const llama_grammar_element * pos; |
922 | | |
923 | | // copy rule definitions into vectors |
924 | 0 | llama_grammar_rules vec_rules(n_rules); |
925 | 0 | for (size_t i = 0; i < n_rules; i++) { |
926 | 0 | for (pos = rules[i]; pos->type != LLAMA_GRETYPE_END; pos++) { |
927 | 0 | vec_rules[i].push_back(*pos); |
928 | 0 | } |
929 | 0 | vec_rules[i].push_back({LLAMA_GRETYPE_END, 0}); |
930 | 0 | } |
931 | | |
932 | | // Check for left recursion |
933 | 0 | std::vector<bool> rules_visited(n_rules); |
934 | 0 | std::vector<bool> rules_in_progress(n_rules); |
935 | 0 | std::vector<bool> rules_may_be_empty(n_rules); |
936 | 0 | for (size_t i = 0; i < n_rules; i++) { |
937 | 0 | if (rules_visited[i]) { |
938 | 0 | continue; |
939 | 0 | } |
940 | 0 | if (llama_grammar_detect_left_recursion(vec_rules, i, &rules_visited, &rules_in_progress, &rules_may_be_empty)) { |
941 | 0 | LLAMA_LOG_ERROR("unsupported grammar, left recursion detected for nonterminal at index %zu", i); |
942 | 0 | return nullptr; |
943 | 0 | } |
944 | 0 | } |
945 | | |
946 | | // loop over alternates of start rule to build initial stacks |
947 | 0 | llama_grammar_stacks stacks; |
948 | 0 | pos = vec_rules[start_rule_index].data(); |
949 | 0 | do { |
950 | 0 | llama_grammar_stack stack; |
951 | 0 | if (!llama_grammar_is_end_of_sequence(pos)) { |
952 | | // if alternate is nonempty, add to stack |
953 | 0 | stack.push_back(pos); |
954 | 0 | } |
955 | 0 | llama_grammar_advance_stack(vec_rules, stack, stacks); |
956 | 0 | while (!llama_grammar_is_end_of_sequence(pos)) { |
957 | | // scan to end of alternate def |
958 | 0 | pos++; |
959 | 0 | } |
960 | 0 | if (pos->type == LLAMA_GRETYPE_ALT) { |
961 | | // there's another alternate def of this rule to process |
962 | 0 | pos++; |
963 | 0 | } else { |
964 | 0 | break; |
965 | 0 | } |
966 | 0 | } while (true); |
967 | | |
968 | | // Important: vec_rules has to be moved here, not copied, because stacks contains |
969 | | // pointers to elements of vec_rules. If vec_rules were copied into llama_grammar |
970 | | // then the pointers would be invalidated when the local vec_rules goes out of scope. |
971 | 0 | return new llama_grammar { |
972 | 0 | vocab, |
973 | 0 | std::move(vec_rules), |
974 | 0 | std::move(stacks), |
975 | 0 | /* .partial_utf8 = */ {}, |
976 | 0 | /* .lazy =*/ false, |
977 | 0 | /* .awaiting_trigger = */ false, |
978 | 0 | /* .trigger_buffer = */ "", |
979 | 0 | /* .trigger_tokens = */ {}, |
980 | 0 | /* .trigger_patterns = */ {}, |
981 | 0 | }; |
982 | 0 | } |
983 | | |
984 | | struct llama_grammar * llama_grammar_init_impl( |
985 | | const struct llama_vocab * vocab, |
986 | | const char * grammar_str, |
987 | | const char * grammar_root, |
988 | | bool lazy, |
989 | | const char ** trigger_patterns, |
990 | | size_t num_trigger_patterns, |
991 | | const llama_token * trigger_tokens, |
992 | 0 | size_t num_trigger_tokens) { |
993 | 0 | llama_grammar_parser parser; |
994 | | |
995 | | // if there is a grammar, parse it |
996 | | // rules will be empty (default) if there are parse errors |
997 | 0 | if (!parser.parse(grammar_str) || parser.rules.empty()) { |
998 | 0 | fprintf(stderr, "%s: failed to parse grammar\n", __func__); |
999 | 0 | return nullptr; |
1000 | 0 | } |
1001 | | |
1002 | | // Ensure that there is a "root" node. |
1003 | 0 | if (parser.symbol_ids.find("root") == parser.symbol_ids.end()) { |
1004 | 0 | fprintf(stderr, "%s: grammar does not contain a 'root' symbol\n", __func__); |
1005 | 0 | return nullptr; |
1006 | 0 | } |
1007 | | |
1008 | 0 | std::vector<const llama_grammar_element *> grammar_rules(parser.c_rules()); |
1009 | |
|
1010 | 0 | const size_t n_rules = grammar_rules.size(); |
1011 | 0 | const size_t start_rule_index = parser.symbol_ids.at(grammar_root); |
1012 | |
|
1013 | 0 | const llama_grammar_element * pos; |
1014 | | |
1015 | | // copy rule definitions into vectors |
1016 | 0 | llama_grammar_rules vec_rules(n_rules); |
1017 | 0 | for (size_t i = 0; i < n_rules; i++) { |
1018 | 0 | for (pos = grammar_rules[i]; pos->type != LLAMA_GRETYPE_END; pos++) { |
1019 | 0 | vec_rules[i].push_back(*pos); |
1020 | 0 | } |
1021 | 0 | vec_rules[i].push_back({LLAMA_GRETYPE_END, 0}); |
1022 | 0 | } |
1023 | | |
1024 | | // Check for left recursion |
1025 | 0 | std::vector<bool> rules_visited(n_rules); |
1026 | 0 | std::vector<bool> rules_in_progress(n_rules); |
1027 | 0 | std::vector<bool> rules_may_be_empty(n_rules); |
1028 | 0 | for (size_t i = 0; i < n_rules; i++) { |
1029 | 0 | if (rules_visited[i]) { |
1030 | 0 | continue; |
1031 | 0 | } |
1032 | 0 | if (llama_grammar_detect_left_recursion(vec_rules, i, &rules_visited, &rules_in_progress, &rules_may_be_empty)) { |
1033 | 0 | LLAMA_LOG_ERROR("unsupported grammar, left recursion detected for nonterminal at index %zu", i); |
1034 | 0 | return nullptr; |
1035 | 0 | } |
1036 | 0 | } |
1037 | | |
1038 | | // loop over alternates of start rule to build initial stacks |
1039 | 0 | llama_grammar_stacks stacks; |
1040 | 0 | pos = vec_rules[start_rule_index].data(); |
1041 | 0 | do { |
1042 | 0 | llama_grammar_stack stack; |
1043 | 0 | if (!llama_grammar_is_end_of_sequence(pos)) { |
1044 | | // if alternate is nonempty, add to stack |
1045 | 0 | stack.push_back(pos); |
1046 | 0 | } |
1047 | 0 | llama_grammar_advance_stack(vec_rules, stack, stacks); |
1048 | 0 | while (!llama_grammar_is_end_of_sequence(pos)) { |
1049 | | // scan to end of alternate def |
1050 | 0 | pos++; |
1051 | 0 | } |
1052 | 0 | if (pos->type == LLAMA_GRETYPE_ALT) { |
1053 | | // there's another alternate def of this rule to process |
1054 | 0 | pos++; |
1055 | 0 | } else { |
1056 | 0 | break; |
1057 | 0 | } |
1058 | 0 | } while (true); |
1059 | |
|
1060 | 0 | std::vector<llama_token> vec_trigger_tokens; |
1061 | 0 | std::vector<llama_grammar_trigger_pattern> vec_trigger_patterns; |
1062 | 0 | for (size_t i = 0; i < num_trigger_tokens; i++) { |
1063 | 0 | GGML_ASSERT(trigger_tokens != nullptr); |
1064 | 0 | vec_trigger_tokens.push_back(trigger_tokens[i]); |
1065 | 0 | } |
1066 | 0 | for (size_t i = 0; i < num_trigger_patterns; i++) { |
1067 | 0 | GGML_ASSERT(trigger_patterns != nullptr); |
1068 | 0 | auto & trigger = vec_trigger_patterns.emplace_back(); |
1069 | 0 | trigger.pattern = trigger_patterns[i]; |
1070 | 0 | trigger.regex = std::regex(trigger.pattern); |
1071 | 0 | } |
1072 | | |
1073 | | // Important: vec_rules has to be moved here, not copied, because stacks contains |
1074 | | // pointers to elements of vec_rules. If vec_rules were copied into llama_grammar |
1075 | | // then the pointers would be invalidated when the local vec_rules goes out of scope. |
1076 | 0 | return new llama_grammar { |
1077 | 0 | vocab, |
1078 | 0 | std::move(vec_rules), |
1079 | 0 | std::move(stacks), |
1080 | 0 | /* .partial_utf8 = */ {}, |
1081 | 0 | /* .lazy = */ lazy, |
1082 | 0 | /* .awaiting_trigger = */ lazy, |
1083 | 0 | /* .trigger_buffer = */ "", |
1084 | 0 | std::move(vec_trigger_tokens), |
1085 | 0 | std::move(vec_trigger_patterns), |
1086 | 0 | }; |
1087 | 0 | } |
1088 | | |
1089 | 0 | void llama_grammar_free_impl(struct llama_grammar * grammar) { |
1090 | 0 | if (grammar == nullptr) { |
1091 | 0 | return; |
1092 | 0 | } |
1093 | | |
1094 | 0 | delete grammar; |
1095 | 0 | } |
1096 | | |
1097 | 0 | struct llama_grammar * llama_grammar_clone_impl(const struct llama_grammar & grammar) { |
1098 | 0 | auto * result = new llama_grammar { |
1099 | 0 | grammar.vocab, |
1100 | 0 | grammar.rules, |
1101 | 0 | grammar.stacks, |
1102 | 0 | grammar.partial_utf8, |
1103 | 0 | grammar.lazy, |
1104 | 0 | grammar.awaiting_trigger, |
1105 | 0 | grammar.trigger_buffer, |
1106 | 0 | grammar.trigger_tokens, |
1107 | 0 | grammar.trigger_patterns, |
1108 | 0 | }; |
1109 | | |
1110 | | // redirect elements in stacks to point to new rules |
1111 | 0 | for (size_t is = 0; is < result->stacks.size(); is++) { |
1112 | 0 | for (size_t ie = 0; ie < result->stacks[is].size(); ie++) { |
1113 | 0 | for (size_t ir0 = 0; ir0 < grammar.rules.size(); ir0++) { |
1114 | 0 | for (size_t ir1 = 0; ir1 < grammar.rules[ir0].size(); ir1++) { |
1115 | 0 | if (grammar.stacks[is][ie] == &grammar.rules[ir0][ir1]) { |
1116 | 0 | result->stacks[is][ie] = &result->rules[ir0][ir1]; |
1117 | 0 | } |
1118 | 0 | } |
1119 | 0 | } |
1120 | 0 | } |
1121 | 0 | } |
1122 | |
|
1123 | 0 | return result; |
1124 | 0 | } |
1125 | | |
1126 | 0 | void llama_grammar_apply_impl(const struct llama_grammar & grammar, llama_token_data_array * cur_p) { |
1127 | 0 | GGML_ASSERT(grammar.vocab != nullptr); |
1128 | |
|
1129 | 0 | if (grammar.awaiting_trigger) { |
1130 | 0 | return; |
1131 | 0 | } |
1132 | | |
1133 | 0 | bool allow_eog = false; |
1134 | 0 | for (const auto & stack : grammar.stacks) { |
1135 | 0 | if (stack.empty()) { |
1136 | 0 | allow_eog = true; |
1137 | 0 | break; |
1138 | 0 | } |
1139 | 0 | } |
1140 | |
|
1141 | 0 | std::vector<std::pair<std::vector<uint32_t>, llama_partial_utf8>> candidates_decoded; |
1142 | 0 | candidates_decoded.reserve(cur_p->size); |
1143 | |
|
1144 | 0 | llama_grammar_candidates candidates_grammar; |
1145 | 0 | candidates_grammar.reserve(cur_p->size); |
1146 | |
|
1147 | 0 | for (size_t i = 0; i < cur_p->size; ++i) { |
1148 | 0 | const llama_token id = cur_p->data[i].id; |
1149 | 0 | const std::string & piece = grammar.vocab->token_to_piece(id); |
1150 | |
|
1151 | 0 | if (grammar.vocab->is_eog(id)) { |
1152 | 0 | if (!allow_eog) { |
1153 | 0 | cur_p->data[i].logit = -INFINITY; |
1154 | 0 | } |
1155 | 0 | } else if (piece.empty() || piece[0] == 0) { |
1156 | 0 | cur_p->data[i].logit = -INFINITY; |
1157 | 0 | } else { |
1158 | 0 | candidates_decoded.push_back(decode_utf8(piece, grammar.partial_utf8)); |
1159 | 0 | candidates_grammar.push_back({ i, candidates_decoded.back().first.data(), candidates_decoded.back().second }); |
1160 | 0 | } |
1161 | 0 | } |
1162 | |
|
1163 | 0 | const auto rejects = llama_grammar_reject_candidates(grammar.rules, grammar.stacks, candidates_grammar); |
1164 | 0 | for (const auto & reject : rejects) { |
1165 | 0 | cur_p->data[reject.index].logit = -INFINITY; |
1166 | 0 | } |
1167 | 0 | } |
1168 | | |
1169 | 0 | void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token) { |
1170 | 0 | GGML_ASSERT(grammar.vocab != nullptr); |
1171 | |
|
1172 | 0 | const auto & piece = grammar.vocab->token_to_piece(token); |
1173 | |
|
1174 | 0 | if (grammar.awaiting_trigger) { |
1175 | 0 | if (std::find(grammar.trigger_tokens.begin(), grammar.trigger_tokens.end(), token) != grammar.trigger_tokens.end()) { |
1176 | 0 | grammar.awaiting_trigger = false; |
1177 | 0 | grammar.trigger_buffer.clear(); |
1178 | 0 | llama_grammar_accept_str(grammar, piece); |
1179 | 0 | LLAMA_LOG_DEBUG("Grammar triggered on token %u (`%s`)", token, piece.c_str()); |
1180 | 0 | return; |
1181 | 0 | } else { |
1182 | 0 | grammar.trigger_buffer += piece; |
1183 | |
|
1184 | 0 | std::smatch match; |
1185 | 0 | for (const auto & trigger_pattern : grammar.trigger_patterns) { |
1186 | 0 | if (std::regex_match(grammar.trigger_buffer, match, trigger_pattern.regex)) { |
1187 | 0 | grammar.awaiting_trigger = false; |
1188 | | // get from the first matched capturing group to the end of the string |
1189 | 0 | size_t start = std::string::npos; |
1190 | 0 | for (auto i = 1u; i < match.size(); i++) { |
1191 | 0 | if (match.length(i) > 0) { |
1192 | 0 | start = match.position(i); |
1193 | 0 | break; |
1194 | 0 | } |
1195 | 0 | } |
1196 | 0 | if (start == std::string::npos) { |
1197 | 0 | start = match.position(0); |
1198 | 0 | } |
1199 | 0 | auto constrained_str = grammar.trigger_buffer.substr(start); |
1200 | | // std::string constrained_str(match[1].first, grammar.trigger_buffer.end()); |
1201 | 0 | grammar.trigger_buffer.clear(); |
1202 | 0 | llama_grammar_accept_str(grammar, constrained_str); |
1203 | 0 | LLAMA_LOG_DEBUG("Grammar triggered on regex: '%s'\n", constrained_str.c_str()); |
1204 | 0 | return; |
1205 | 0 | } |
1206 | 0 | } |
1207 | 0 | LLAMA_LOG_DEBUG("Grammar still awaiting trigger after token %d (`%s`)\n", token, piece.c_str()); |
1208 | 0 | return; |
1209 | 0 | } |
1210 | 0 | } |
1211 | | |
1212 | 0 | if (grammar.vocab->is_eog(token)) { |
1213 | 0 | for (const auto & stack : grammar.stacks) { |
1214 | 0 | if (stack.empty()) { |
1215 | 0 | return; |
1216 | 0 | } |
1217 | 0 | } |
1218 | 0 | GGML_ABORT("fatal error"); |
1219 | 0 | } |
1220 | | |
1221 | 0 | llama_grammar_accept_str(grammar, piece); |
1222 | 0 | } |
1223 | | |
1224 | 0 | void llama_grammar_accept_str(struct llama_grammar & grammar, const std::string & piece) { |
1225 | | // Note terminating 0 in decoded string |
1226 | 0 | const auto decoded = decode_utf8(piece, grammar.partial_utf8); |
1227 | 0 | const auto & code_points = decoded.first; |
1228 | |
|
1229 | 0 | for (auto it = code_points.begin(), end = code_points.end() - 1; it != end; ++it) { |
1230 | 0 | llama_grammar_accept(&grammar, *it); |
1231 | 0 | } |
1232 | |
|
1233 | 0 | grammar.partial_utf8 = decoded.second; |
1234 | 0 | if (grammar.stacks.empty()) { |
1235 | 0 | throw std::runtime_error("Unexpected empty grammar stack after accepting piece: " + piece); |
1236 | 0 | } |
1237 | 0 | } |