llama : refactor sampling v2 (#9294)
- Add `struct llama_sampler` and `struct llama_sampler_i` - Add `llama_sampler_` API - Add `llama_sampler_chain_` API for chaining multiple samplers - Remove `LLAMA_API_INTERNAL` - Add `llama_perf_` API and remove old `llama_print_timings` and `llama_reset_timings`
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48 changed files with 3497 additions and 2914 deletions
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@ -1,9 +1,5 @@
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#define LLAMA_API_INTERNAL
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#include "grammar-parser.h"
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#include "ggml.h"
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#include "llama.h"
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#include "unicode.h"
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#include "llama-grammar.h"
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#include <cstdio>
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#include <cstdlib>
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@ -12,29 +8,28 @@
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#include <string>
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#include <vector>
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static bool llama_sample_grammar_string(struct llama_grammar * grammar, const std::string & input_str, size_t & error_pos, std::string & error_msg) {
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auto decoded = decode_utf8(input_str, {});
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const auto & code_points = decoded.first;
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static bool llama_grammar_validate(struct llama_grammar * grammar, const std::string & input_str, size_t & error_pos, std::string & error_msg) {
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const auto cpts = unicode_cpts_from_utf8(input_str);
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const llama_grammar_rules & rules = llama_grammar_get_rules (grammar);
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llama_grammar_stacks & cur_stacks = llama_grammar_get_stacks(grammar);
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llama_grammar_stacks & stacks_cur = llama_grammar_get_stacks(grammar);
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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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const llama_grammar_stacks prev_stacks = llama_grammar_get_stacks(grammar); // copy
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for (const auto & cpt : cpts) {
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const llama_grammar_stacks stacks_prev = llama_grammar_get_stacks(grammar); // copy
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llama_grammar_accept(rules, prev_stacks, *it, cur_stacks);
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llama_grammar_accept(rules, stacks_prev, cpt, stacks_cur);
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if (cur_stacks.empty()) {
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if (stacks_cur.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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cur_stacks = prev_stacks;
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error_msg = "Unexpected character '" + unicode_cpt_to_utf8(cpt) + "'";
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stacks_cur = stacks_prev;
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return false;
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}
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++pos;
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}
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for (const auto & stack : cur_stacks) {
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for (const auto & stack : stacks_cur) {
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if (stack.empty()) {
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return true;
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}
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@ -85,27 +80,7 @@ int main(int argc, char** argv) {
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grammar_str = buffer.str();
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}
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// Parse the GBNF grammar
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auto parsed_grammar = grammar_parser::parse(grammar_str.c_str());
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// will be empty (default) if there are parse errors
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if (parsed_grammar.rules.empty()) {
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fprintf(stdout, "%s: failed to parse grammar\n", __func__);
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return 1;
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}
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// Ensure that there is a "root" node.
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if (parsed_grammar.symbol_ids.find("root") == parsed_grammar.symbol_ids.end()) {
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fprintf(stdout, "%s: grammar does not contain a 'root' symbol\n", __func__);
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return 1;
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}
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std::vector<const llama_grammar_element *> grammar_rules(parsed_grammar.c_rules());
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// Create the LLAMA grammar
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auto grammar = llama_grammar_init(
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grammar_rules.data(),
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grammar_rules.size(), parsed_grammar.symbol_ids.at("root"));
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llama_grammar * grammar = llama_grammar_init_impl(nullptr, grammar_str.c_str(), "root");
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if (grammar == nullptr) {
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throw std::runtime_error("Failed to initialize llama_grammar");
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}
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@ -122,7 +97,7 @@ int main(int argc, char** argv) {
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// Validate the input string against the grammar
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size_t error_pos;
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std::string error_msg;
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bool is_valid = llama_sample_grammar_string(grammar, input_str, error_pos, error_msg);
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bool is_valid = llama_grammar_validate(grammar, input_str, error_pos, error_msg);
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if (is_valid) {
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fprintf(stdout, "Input string is valid according to the grammar.\n");
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@ -131,7 +106,7 @@ int main(int argc, char** argv) {
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}
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// Clean up
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llama_grammar_free(grammar);
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llama_grammar_free_impl(grammar);
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return 0;
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}
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