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@@ -2077,37 +2077,81 @@ static std::vector<llama_vocab::id> llama_tokenize(const llama_vocab & vocab, co
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// grammar - internal
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//
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+struct llama_partial_utf8 {
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+ uint32_t value; // bit value so far (unshifted)
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+ int n_remain; // num bytes remaining; -1 indicates invalid sequence
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+};
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+
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struct llama_grammar {
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const std::vector<std::vector<llama_grammar_element>> rules;
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std::vector<std::vector<const llama_grammar_element *>> stacks;
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+
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+ // buffer for partially generated UTF-8 sequence from accepted tokens
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+ llama_partial_utf8 partial_utf8;
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};
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struct llama_grammar_candidate {
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- size_t index;
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- const uint32_t * code_points;
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+ size_t index;
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+ const uint32_t * code_points;
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+ llama_partial_utf8 partial_utf8;
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};
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-// NOTE: assumes valid utf8 (but checks for overrun)
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-// adds a terminating 0 for use as pointer
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-std::vector<uint32_t> decode_utf8(const char * src) {
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- static const int lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 4 };
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+// Decodes a UTF-8 string which may end in an incomplete sequence. Adds a terminating 0 for use as
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+// pointer. If an invalid sequence is encountered, returns `llama_partial_utf8.n_remain == -1`.
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+std::pair<std::vector<uint32_t>, llama_partial_utf8> decode_utf8(
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+ const char * src,
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+ llama_partial_utf8 partial_start) {
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+ static const int lookup[] = { 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 2, 2, 3, 4 };
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const char * pos = src;
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std::vector<uint32_t> code_points;
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+ uint32_t value = partial_start.value;
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+ int n_remain = partial_start.n_remain;
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+
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+ // continue previous decode, if applicable
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+ while (*pos != 0 && n_remain > 0) {
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+ uint8_t next_byte = static_cast<uint8_t>(*pos);
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+ if ((next_byte >> 6) != 2) {
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+ // invalid sequence, abort
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+ code_points.push_back(0);
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+ return std::make_pair(std::move(code_points), llama_partial_utf8{ 0, -1 });
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+ }
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+ value = (value << 6) + (next_byte & 0x3F);
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+ ++pos;
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+ --n_remain;
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+ }
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+
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+ if (partial_start.n_remain > 0 && n_remain == 0) {
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+ code_points.push_back(value);
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+ }
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+
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+ // decode any subsequent utf-8 sequences, which may end in an incomplete one
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while (*pos != 0) {
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uint8_t first_byte = static_cast<uint8_t>(*pos);
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uint8_t highbits = first_byte >> 4;
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- int len = lookup[highbits];
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- uint8_t mask = (1 << (8 - len)) - 1;
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- uint32_t value = first_byte & mask;
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- const char * end = pos + len; // may overrun!
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+ n_remain = lookup[highbits] - 1;
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+
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+ if (n_remain < 0) {
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+ // invalid sequence, abort
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+ code_points.clear();
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+ code_points.push_back(0);
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+ return std::make_pair(std::move(code_points), llama_partial_utf8{ 0, n_remain });
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+ }
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+
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+ uint8_t mask = (1 << (7 - n_remain)) - 1;
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+ value = first_byte & mask;
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++pos;
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- for ( ; pos < end && *pos != 0; ++pos) {
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+ while (*pos != 0 && n_remain > 0) {
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value = (value << 6) + (static_cast<uint8_t>(*pos) & 0x3F);
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+ ++pos;
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+ --n_remain;
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+ }
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+ if (n_remain == 0) {
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+ code_points.push_back(value);
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}
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- code_points.push_back(value);
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}
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code_points.push_back(0);
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- return code_points;
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+
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+ return std::make_pair(std::move(code_points), llama_partial_utf8{ value, n_remain });
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}
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// returns true iff pos points to the end of one of the definitions of a rule
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@@ -2144,6 +2188,56 @@ static std::pair<bool, const llama_grammar_element *> llama_grammar_match_char(
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return std::make_pair(found == is_positive_char, pos);
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}
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+// returns true iff some continuation of the given partial UTF-8 sequence could satisfy the char
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+// range at pos (regular or inverse range)
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+// asserts that pos is pointing to a char range element
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+static bool llama_grammar_match_partial_char(
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+ const llama_grammar_element * pos,
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+ const llama_partial_utf8 partial_utf8) {
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+
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+ bool is_positive_char = pos->type == LLAMA_GRETYPE_CHAR;
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+ LLAMA_ASSERT(is_positive_char || pos->type == LLAMA_GRETYPE_CHAR_NOT);
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+
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+ uint32_t partial_value = partial_utf8.value;
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+ int n_remain = partial_utf8.n_remain;
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+
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+ // invalid sequence or 7-bit char split across 2 bytes (overlong)
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+ if (n_remain < 0 || (n_remain == 1 && partial_value < 2)) {
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+ return false;
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+ }
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+
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+ // range of possible code points this partial UTF-8 sequence could complete to
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+ uint32_t low = partial_value << (n_remain * 6);
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+ uint32_t high = low | ((1 << (n_remain * 6)) - 1);
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+
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+ if (low == 0) {
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+ if (n_remain == 2) {
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+ low = 1 << 11;
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+ } else if (n_remain == 3) {
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+ low = 1 << 16;
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+ }
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+ }
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+
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+ do {
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+ if (pos[1].type == LLAMA_GRETYPE_CHAR_RNG_UPPER) {
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+ // inclusive range, e.g. [a-z]
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+ if (pos->value <= high && low <= pos[1].value) {
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+ return is_positive_char;
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+ }
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+ pos += 2;
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+ } else {
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+ // exact char match, e.g. [a] or "a"
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+ if (low <= pos->value && pos->value <= high) {
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+ return is_positive_char;
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+ }
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+ pos += 1;
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+ }
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+ } while (pos->type == LLAMA_GRETYPE_CHAR_ALT);
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+
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+ return !is_positive_char;
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+}
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+
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+
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// transforms a grammar pushdown stack into N possible stacks, all ending
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// at a character range (terminal element)
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static void llama_grammar_advance_stack(
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@@ -2244,8 +2338,11 @@ static std::vector<llama_grammar_candidate> llama_grammar_reject_candidates_for_
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std::vector<llama_grammar_candidate> rejects;
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if (stack.empty()) {
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- // accept nothing; EOS is handled elsewhere
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- rejects.insert(rejects.end(), candidates.begin(), candidates.end());
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+ for (auto tok : candidates) {
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+ if (*tok.code_points != 0 || tok.partial_utf8.n_remain != 0) {
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+ rejects.push_back(tok);
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+ }
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+ }
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return rejects;
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}
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@@ -2253,10 +2350,15 @@ static std::vector<llama_grammar_candidate> llama_grammar_reject_candidates_for_
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std::vector<llama_grammar_candidate> next_candidates;
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for (auto tok : candidates) {
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- if (llama_grammar_match_char(stack_pos, tok.code_points[0]).first) {
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- if (tok.code_points[1] != 0) {
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- next_candidates.push_back({ tok.index, tok.code_points + 1 });
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+ if (*tok.code_points == 0) {
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+ // reached end of full codepoints in token, reject iff it ended in a partial sequence
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+ // that cannot satisfy this position in grammar
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+ if (tok.partial_utf8.n_remain != 0 &&
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+ !llama_grammar_match_partial_char(stack_pos, tok.partial_utf8)) {
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+ rejects.push_back(tok);
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}
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+ } else if (llama_grammar_match_char(stack_pos, *tok.code_points).first) {
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+ next_candidates.push_back({ tok.index, tok.code_points + 1, tok.partial_utf8 });
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} else {
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rejects.push_back(tok);
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}
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@@ -2274,7 +2376,7 @@ static std::vector<llama_grammar_candidate> llama_grammar_reject_candidates_for_
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auto next_rejects = llama_grammar_reject_candidates(rules, next_stacks, next_candidates);
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for (auto tok : next_rejects) {
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- rejects.push_back({ tok.index, tok.code_points - 1 });
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+ rejects.push_back({ tok.index, tok.code_points - 1, tok.partial_utf8 });
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}
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return rejects;
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@@ -2339,7 +2441,7 @@ struct llama_grammar * llama_grammar_init(
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}
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} while (true);
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- return new llama_grammar{ std::move(vec_rules), std::move(stacks) };
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+ return new llama_grammar{ std::move(vec_rules), std::move(stacks), {} };
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}
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void llama_grammar_free(struct llama_grammar * grammar) {
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@@ -2645,8 +2747,8 @@ void llama_sample_grammar(struct llama_context * ctx, llama_token_data_array * c
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const llama_token eos = llama_token_eos();
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- std::vector<std::vector<uint32_t>> candidates_decoded;
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- std::vector<llama_grammar_candidate> candidates_grammar;
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+ std::vector<std::pair<std::vector<uint32_t>, llama_partial_utf8>> candidates_decoded;
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+ std::vector<llama_grammar_candidate> candidates_grammar;
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for (size_t i = 0; i < candidates->size; ++i) {
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const llama_token id = candidates->data[i].id;
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@@ -2658,8 +2760,10 @@ void llama_sample_grammar(struct llama_context * ctx, llama_token_data_array * c
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} else if (*str == 0) {
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candidates->data[i].logit = -INFINITY;
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} else {
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- candidates_decoded.push_back(decode_utf8(str));
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- candidates_grammar.push_back({ i, candidates_decoded.back().data() });
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+ candidates_decoded.push_back(decode_utf8(str, grammar->partial_utf8));
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+ candidates_grammar.push_back({
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+ i, candidates_decoded.back().first.data(), candidates_decoded.back().second
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+ });
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}
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}
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@@ -2860,11 +2964,14 @@ void llama_grammar_accept_token(struct llama_context * ctx, struct llama_grammar
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}
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const char * str = llama_token_to_str(ctx, token);
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+
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// Note terminating 0 in decoded string
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- auto code_points = decode_utf8(str);
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+ const auto decoded = decode_utf8(str, grammar->partial_utf8);
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+ const auto & code_points = decoded.first;
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for (auto it = code_points.begin(), end = code_points.end() - 1; it != end; ++it) {
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grammar->stacks = llama_grammar_accept(grammar->rules, grammar->stacks, *it);
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}
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+ grammar->partial_utf8 = decoded.second;
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LLAMA_ASSERT(!grammar->stacks.empty());
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ctx->t_sample_us += ggml_time_us() - t_start_sample_us;
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