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grammars: 1.5x faster inference w/ complex grammars (vector reserves / reuses) (#6609)
* grammars: reserve rejects & next candidates * grammars: reuse new_stacks * grammars: fix missing sig change in llama.h * grammars: fix test (api changed) * grammars: update gbnf-validator.cpp * grammars: simpler syntax (no swap)
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@ -17,7 +17,7 @@ static bool llama_sample_grammar_string(struct llama_grammar * grammar, const st
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size_t pos = 0;
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for (auto it = code_points.begin(), end = code_points.end() - 1; it != end; ++it) {
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auto prev_stacks = grammar->stacks;
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grammar->stacks = llama_grammar_accept(grammar->rules, grammar->stacks, *it);
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llama_grammar_accept(grammar->rules, prev_stacks, *it, grammar->stacks);
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if (grammar->stacks.empty()) {
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error_pos = pos;
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error_msg = "Unexpected character '" + unicode_cpt_to_utf8(*it) + "'";
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16
llama.cpp
16
llama.cpp
@ -11912,12 +11912,13 @@ static void llama_grammar_advance_stack(
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// be positioned at a character range (see `llama_grammar_advance_stack`), and
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// produces the N possible stacks if the given char is accepted at those
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// positions
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std::vector<std::vector<const llama_grammar_element *>> llama_grammar_accept(
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void llama_grammar_accept(
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const std::vector<std::vector<llama_grammar_element>> & rules,
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const std::vector<std::vector<const llama_grammar_element *>> & stacks,
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const uint32_t chr) {
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const uint32_t chr,
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std::vector<std::vector<const llama_grammar_element *>> & new_stacks) {
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std::vector<std::vector<const llama_grammar_element *>> new_stacks;
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new_stacks.clear();
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for (const auto & stack : stacks) {
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if (stack.empty()) {
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@ -11936,8 +11937,6 @@ std::vector<std::vector<const llama_grammar_element *>> llama_grammar_accept(
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llama_grammar_advance_stack(rules, new_stack, new_stacks);
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}
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}
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return new_stacks;
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}
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static std::vector<llama_grammar_candidate> llama_grammar_reject_candidates(
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@ -11951,6 +11950,7 @@ static std::vector<llama_grammar_candidate> llama_grammar_reject_candidates_for_
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const std::vector<llama_grammar_candidate> & candidates) {
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std::vector<llama_grammar_candidate> rejects;
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rejects.reserve(candidates.size());
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if (stack.empty()) {
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for (const auto & tok : candidates) {
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@ -11964,6 +11964,8 @@ static std::vector<llama_grammar_candidate> llama_grammar_reject_candidates_for_
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const llama_grammar_element * stack_pos = stack.back();
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std::vector<llama_grammar_candidate> next_candidates;
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next_candidates.reserve(candidates.size());
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for (const auto & tok : candidates) {
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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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@ -12771,8 +12773,10 @@ void llama_grammar_accept_token(struct llama_context * ctx, struct llama_grammar
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// Note terminating 0 in decoded string
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const auto decoded = decode_utf8(piece, grammar->partial_utf8);
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const auto & code_points = decoded.first;
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std::vector<std::vector<const llama_grammar_element *>> tmp_new_stacks;
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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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llama_grammar_accept(grammar->rules, grammar->stacks, *it, tmp_new_stacks);
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grammar->stacks = tmp_new_stacks;
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}
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grammar->partial_utf8 = decoded.second;
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GGML_ASSERT(!grammar->stacks.empty());
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5
llama.h
5
llama.h
@ -1097,10 +1097,11 @@ const std::vector<std::pair<std::string, struct ggml_tensor *>> & llama_internal
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struct llama_context * ctx
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);
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std::vector<std::vector<const llama_grammar_element *>> llama_grammar_accept(
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void llama_grammar_accept(
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const std::vector<std::vector<llama_grammar_element>> & rules,
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const std::vector<std::vector<const llama_grammar_element *>> & stacks,
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const uint32_t chr);
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const uint32_t chr,
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std::vector<std::vector<const llama_grammar_element *>> & new_stacks);
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std::pair<std::vector<uint32_t>, llama_partial_utf8> decode_utf8(
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const std::string & src,
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@ -38,7 +38,7 @@ number ::= [0-9]+)""";
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for (auto it = code_points.begin(), end = code_points.end() - 1; it != end; ++it) {
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auto prev_stacks = grammar->stacks;
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grammar->stacks = llama_grammar_accept(grammar->rules, grammar->stacks, *it);
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llama_grammar_accept(grammar->rules, prev_stacks, *it, grammar->stacks);
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assert(!grammar->stacks.empty());
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}
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@ -138,7 +138,7 @@ ws ::= [ \t\n\r]?)""";
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for (auto it = code_points.begin(), end = code_points.end() - 1; it != end; ++it) {
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++pos;
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auto prev_stacks = grammar->stacks;
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grammar->stacks = llama_grammar_accept(grammar->rules, grammar->stacks, *it);
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llama_grammar_accept(grammar->rules, prev_stacks, *it, grammar->stacks);
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// Expect that each code point will not cause the grammar to fail
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if (grammar->stacks.empty()) {
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@ -173,7 +173,7 @@ ws ::= [ \t\n\r]?)""";
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for (auto it = code_points.begin(), end = code_points.end() - 1; it != end; ++it) {
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auto prev_stacks = grammar->stacks;
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grammar->stacks = llama_grammar_accept(grammar->rules, grammar->stacks, *it);
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llama_grammar_accept(grammar->rules, prev_stacks, *it, grammar->stacks);
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if (grammar->stacks.empty()) {
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parse_failed = true;
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break;
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