#pragma once // // common/ngram-map.h: structures used to manage a map from n-grams to a list of m-grams // // These structures are used to do a lookup of n-grams followed by m-grams in token history. // // There are two algorithms implemented: // 1. ngram_simple: lookup of n-grams followed by m-grams in token history. // 2. ngram_map: lookup of n-grams followed by m-grams in token history using a map. // The map is a vector of key n-grams, and for each key n-gram there is a list of value m-grams. // // ref: https://github.com/ggml-org/llama.cpp/pull/18471 // #include "llama.h" #include "common.h" #include // n-gram simple // // config of n-gram simple. struct common_ngram_simple_config { uint16_t size_ngram; // size of n-grams to lookup in self-mode uint16_t size_mgram; // size of m-grams to draft in self-mode uint16_t check_rate; // check for speculative decoding without draft model for each check_rate token }; // Searches for a n-gram in the history and checks whether a draft sequence should be generated. llama_tokens common_ngram_simple_draft( const common_ngram_simple_config & config, const llama_tokens & tokens, llama_token sampled); // n-gram map // // maximum number of m-gram values stored for each key n-gram. #define COMMON_NGRAM_MAX_VALUES 4 // number of entries in the (optional, size 0 to disable) map from ngram-hash to ngram-index. #define COMMON_NGRAM_HASH_MAP_SIZE 262144 // statistics of a m-gram after a known n-gram struct common_ngram_map_value { size_t value_idx = 0; // index of value m-gram in token-history (0 if unused) uint16_t value_num = 0; // number of occurences of this value m-gram after the key n-gram (0 in an unused values-slot) int16_t n_accepted = -1; // number of accepted tokens at last draft (-1 if unused) }; // statistics of a n-gram struct common_ngram_map_key { size_t key_idx; // index of key n-gram in token-history size_t stat_idx; // index of last token of stastistics computation (key_num, values) uint16_t key_num; // number of occurences of this key n-gram in token-history common_ngram_map_value values[COMMON_NGRAM_MAX_VALUES]; // some known values after the key }; // map from n-grams to following m-grams in token-history struct common_ngram_map { uint16_t size_key; // size of key n-grams uint16_t size_value; // size of value m-grams bool key_only; // true if only key n-grams are used, no values. std::vector keys; // key n-grams which occur several times in token-history uint16_t check_rate; // check for speculative decoding without draft model for each check_rate token uint16_t min_hits; // minimum number of key hits to consider a draft bool show_key_map_stats = false; // true, if statitics of the key_map should be printed. common_ngram_map(uint16_t sz_key, uint16_t sz_value, bool only_keys, uint16_t check_rate, uint16_t min_hits) : size_key(sz_key), size_value(sz_value), key_only(only_keys), check_rate(check_rate), min_hits(min_hits) { key_map.resize(COMMON_NGRAM_HASH_MAP_SIZE); // 2^18 hash entries, 0 entries if key_map shouldn't be used } // In reasoning chats the previous reasoning block will be removed from context history. // A rebuild of the ngram map is needed after that. size_t size_last_begin = 0; // number of tokens at previous start of generation bool last_draft_created = false; // true if a draft was created at last call. size_t last_draft_key_idx = 0; // index of last key used for draft generation (0 = no draft) uint16_t last_draft_value_idx = 0; // index of last value used for draft generation. size_t idx_last_check = 0; // index of last check in context history // optional map "hash to ngram-index" for faster lookup of n-grams. map is empty if unused. // // uint32_t instead of size_t (size of current histories is << UINT32_MAX) std::vector key_map; // key_map[hash] = index of ngram in context window uint32_t key_map_last_idx = 0; // index of the last ngram added to key_map }; // Initialize the n-gram map with the given token history. // map: the ngram map to initialize. // tokens: the token history to base the map on. void common_ngram_map_begin( common_ngram_map & map, const llama_tokens & tokens); // Searches for the n-gram in the history and checks whether a draft sequence should be generated. // map: the ngram map to search in. // inp: the tokens generated so far. // sampled: the token that was just sampled. // draft: vector to store the draft tokens, initially empty. void common_ngram_map_draft( common_ngram_map & map, const llama_tokens & inp, llama_token sampled, llama_tokens & draft); // Update the statistics of a value after a draft was processed. void common_ngram_map_accept(common_ngram_map & map, uint16_t n_accepted);