spec : fix the check-rate logic of ngram-simple (#19261)
* spec : fix the check-rate logic of ngram-simple * cont : refactor + fix checks
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@ -47,21 +47,15 @@ static std::string common_tokens_to_str(const llama_tokens & inp, size_t start,
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* @return Vector of draft tokens, empty if no matching pattern is found
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*/
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llama_tokens common_ngram_simple_draft(
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common_ngram_simple_state & state,
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const common_ngram_simple_config & config,
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const llama_tokens & tokens, llama_token sampled) {
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// Simple implementation of self-speculative decoding without a draft model.
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//
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const size_t cur_len = tokens.size();
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// Only check every check_rate tokens to save compute
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// i.e., perform check if (cur_len - idx_last_check) >= check_rate
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if (state.idx_last_check + state.config.check_rate > cur_len) {
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llama_tokens draft_tokens;
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return draft_tokens;
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}
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size_t n_draft_min = state.config.size_ngram; // size of n-gram to lookup in token history
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size_t n_draft_max = state.config.size_mgram; // the m-gram following the found n-gram is used for draft
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const size_t n_draft_min = config.size_ngram; // size of n-gram to lookup in token history
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const size_t n_draft_max = config.size_mgram; // the m-gram following the found n-gram is used for draft
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// vector for tokens we want to verify.
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// return empty vector if there is no match.
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@ -80,9 +74,6 @@ llama_tokens common_ngram_simple_draft(
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}
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pattern.push_back(sampled); // add the last token to the pattern
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// We do a search in the token history.
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state.idx_last_check = cur_len;
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size_t match_pos = 0; // we ignore position 0, position 0 == no match
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// search backwards, but skip the current match (we are currently there)
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for (size_t j = cur_len - n_draft_min - 1; j > 0; --j) {
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@ -27,23 +27,9 @@ struct common_ngram_simple_config {
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uint16_t check_rate; // check for speculative decoding without draft model for each check_rate token
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};
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// current state (and config) of n-gram simple.
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struct common_ngram_simple_state {
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common_ngram_simple_config config;
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size_t idx_last_check = 0; // index of last check in context history (mutable)
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common_ngram_simple_state(const common_ngram_simple_config & config)
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: config(config) {}
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};
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// Searches for a n-gram in the history and checks whether a draft sequence should be generated.
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// state: the ngram simple state to search in.
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// inp: the tokens generated so far.
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// sampled: the token that was just sampled.
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// draft: vector to store the draft tokens, initially empty.
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llama_tokens common_ngram_simple_draft(
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common_ngram_simple_state & state,
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const common_ngram_simple_config & config,
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const llama_tokens & tokens, llama_token sampled);
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@ -463,12 +463,14 @@ struct common_speculative_state_eagle3 : public common_speculative_state {
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// state of self-speculation (simple implementation, not ngram-map)
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struct common_speculative_state_ngram_simple : public common_speculative_state {
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common_ngram_simple_state state;
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common_ngram_simple_config config;
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uint16_t check_id = 0; // used to control the frequency of generating drafts
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common_speculative_state_ngram_simple(
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enum common_speculative_type type,
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common_ngram_simple_state state)
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: common_speculative_state(type), state(state) {}
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common_ngram_simple_config config)
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: common_speculative_state(type), config(config) {}
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void begin(const llama_tokens & prompt) override {
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GGML_UNUSED(prompt);
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@ -479,7 +481,13 @@ struct common_speculative_state_ngram_simple : public common_speculative_state {
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const llama_tokens & prompt_tgt,
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llama_token id_last,
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llama_tokens & result) override {
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result = common_ngram_simple_draft(state, prompt_tgt, id_last);
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++check_id;
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if (check_id < config.check_rate) {
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return;
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}
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check_id = 0;
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result = common_ngram_simple_draft(config, prompt_tgt, id_last);
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GGML_UNUSED(params);
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}
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@ -889,14 +897,14 @@ common_speculative * common_speculative_init(
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uint16_t mgram_size_value = ngram_map.size_value;
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uint16_t check_rate = ngram_map.check_rate;
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auto config_simple = common_ngram_simple_config{
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auto config_simple = common_ngram_simple_config {
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/* .size_ngram = */ ngram_size_key,
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/* .size_mgram = */ mgram_size_value,
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/* .check_rate = */ check_rate
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};
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auto state = std::make_unique<common_speculative_state_ngram_simple>(
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/* .type = */ config.type,
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/* .state = */ common_ngram_simple_state(config_simple)
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/* .state = */ config_simple
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);
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impls.push_back(std::move(state));
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break;
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