spec : remove check rate (#19377)
* spec: remove parameter spec-ngram-check-rate * spec : renamed statistics vars * spec : add n_call_begin, n_call_accept * spec : don't enable key-map-stats
This commit is contained in:
@@ -3437,16 +3437,6 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
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params.speculative.ngram_size_m = value;
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}
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).set_examples({LLAMA_EXAMPLE_SERVER}));
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add_opt(common_arg(
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{"--spec-ngram-check-rate"}, "N",
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string_format("ngram check rate for ngram-simple/ngram-map speculative decoding (default: %d)", params.speculative.ngram_check_rate),
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[](common_params & params, int value) {
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if (value < 1) {
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throw std::invalid_argument("ngram check rate must be at least 1");
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}
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params.speculative.ngram_check_rate = value;
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}
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).set_examples({LLAMA_EXAMPLE_SERVER}));
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add_opt(common_arg(
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{"--spec-ngram-min-hits"}, "N",
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string_format("minimum hits for ngram-map speculative decoding (default: %d)", params.speculative.ngram_min_hits),
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@@ -269,7 +269,6 @@ struct common_params_speculative {
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uint16_t ngram_size_n = 12; // ngram size for lookup
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uint16_t ngram_size_m = 48; // mgram size for speculative tokens
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uint16_t ngram_check_rate = 1; // check rate for ngram lookup
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uint16_t ngram_min_hits = 1; // minimum hits at ngram/mgram lookup for mgram to be proposed
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std::shared_ptr<common_ngram_mod> ngram_mod;
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@@ -231,10 +231,9 @@ void common_ngram_map_draft(common_ngram_map & map,
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GGML_ABORT("%s: cur_len exceeds UINT32_MAX: %zu", __func__, cur_len);
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}
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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 (map.idx_last_check + map.check_rate > cur_len) {
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return;
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if (map.idx_last_check > cur_len) {
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// Should not happen because of common_ngram_map_begin().
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GGML_ABORT("%s: map.idx_last_check > cur_len: %zu > %zu", __func__, map.idx_last_check, cur_len);
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}
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map.idx_last_check = cur_len;
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+3
-5
@@ -24,7 +24,6 @@
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struct common_ngram_simple_config {
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uint16_t size_ngram; // size of n-grams to lookup in self-mode
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uint16_t size_mgram; // size of m-grams to draft in self-mode
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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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// Searches for a n-gram in the history and checks whether a draft sequence should be generated.
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@@ -66,15 +65,14 @@ struct common_ngram_map {
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bool key_only; // true if only key n-grams are used, no values.
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std::vector<common_ngram_map_key> keys; // key n-grams which occur several times in token-history
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uint16_t check_rate; // check for speculative decoding without draft model for each check_rate token
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uint16_t min_hits; // minimum number of key hits to consider a draft
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bool show_key_map_stats = false; // true, if statitics of the key_map should be printed.
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bool show_key_map_stats = false; // true, if statistics of the key_map should be printed.
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common_ngram_map(uint16_t sz_key, uint16_t sz_value, bool only_keys,
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uint16_t check_rate, uint16_t min_hits)
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uint16_t min_hits)
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: size_key(sz_key), size_value(sz_value), key_only(only_keys),
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check_rate(check_rate), min_hits(min_hits) {
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min_hits(min_hits) {
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key_map.resize(COMMON_NGRAM_HASH_MAP_SIZE); // 2^18 hash entries, 0 entries if key_map shouldn't be used
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}
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+24
-31
@@ -113,13 +113,14 @@ static bool common_speculative_are_compatible(
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struct common_speculative_state {
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const enum common_speculative_type type;
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// TODO: rename to n_call_draft, n_gen_drafts, n_acc_drafts, n_gen_tokens, n_acc_tokens
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// TODO: add n_call_begin, n_call_accept
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size_t drafts_call_count = 0; // number of times this implementation was called.
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size_t drafts_generated_count = 0; // number of times a draft or part was generated by this implementation.
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size_t drafts_accepted_count = 0; // number of times a draft or part was accepted by the target model.
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size_t drafts_generated_tokens = 0; // number of tokens generated by this implementation.
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size_t drafts_accepted_tokens = 0; // number of tokens accepted by the target model.
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size_t n_call_begin = 0; // number of times this implementation was called for refresh.
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size_t n_call_draft = 0; // number of times this implementation was called for generation.
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size_t n_call_accept = 0; // number of times this implementation was called for accumulation.
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size_t n_gen_drafts = 0; // number of times a draft or part was generated by this implementation.
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size_t n_acc_drafts = 0; // number of times a draft or part was accepted by the target model.
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size_t n_gen_tokens = 0; // number of tokens generated by this implementation.
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size_t n_acc_tokens = 0; // number of tokens accepted by the target model.
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// TODO: track performance of most recent calls
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const bool gen_perf = true; // whether to generate performance stats.
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@@ -465,8 +466,6 @@ struct common_speculative_state_eagle3 : public common_speculative_state {
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struct common_speculative_state_ngram_simple : public common_speculative_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_config config)
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@@ -481,11 +480,6 @@ 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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++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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@@ -752,10 +746,9 @@ static common_ngram_map get_common_ngram_map(const common_speculative_config & c
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uint16_t size_key = config.params.ngram_size_n;
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uint16_t size_value = config.params.ngram_size_m;
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bool key_only = (config.type == COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K);
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uint16_t check_rate = config.params.ngram_check_rate;
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uint16_t min_hits = config.params.ngram_min_hits;
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return common_ngram_map(size_key, size_value, key_only, check_rate, min_hits);
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return common_ngram_map(size_key, size_value, key_only, min_hits);
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}
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static common_speculative_state_ngram_cache create_state_ngram_cache(
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@@ -931,12 +924,10 @@ common_speculative * common_speculative_init(
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uint16_t ngram_size_key = ngram_map.size_key;
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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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/* .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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/* .size_mgram = */ mgram_size_value
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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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@@ -997,6 +988,7 @@ void common_speculative_begin(common_speculative * spec, const llama_tokens & pr
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for (auto & impl : spec->impls) {
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common_time_meas tm(impl->t_begin_us, !impl->gen_perf);
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impl->begin(prompt);
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impl->n_call_begin++;
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}
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}
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@@ -1013,17 +1005,17 @@ llama_tokens common_speculative_draft(
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{
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common_time_meas tm(impl->t_draft_us, !impl->gen_perf);
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impl->draft(params, prompt_tgt, id_last, result);
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impl->drafts_call_count++;
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impl->n_call_draft++;
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}
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if (!result.empty()) {
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LOG_DBG("%s: called impl %s, hist size = %zu, call_count = %zu, gen = %zu\n", __func__,
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common_speculative_type_to_str(impl.get()->type).c_str(), prompt_tgt.size(),
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impl.get()->drafts_call_count, result.size());
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impl.get()->n_call_draft, result.size());
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spec->curr_impl = impl.get(); // set current implementation for stats
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impl->drafts_generated_count++;
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impl->drafts_generated_tokens += result.size();
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impl->n_gen_drafts++;
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impl->n_gen_tokens += result.size();
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break; // We have a draft, so break out of the loop and return it.
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}
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@@ -1044,11 +1036,12 @@ void common_speculative_accept(common_speculative * spec, uint16_t n_accepted) {
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{
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common_time_meas tm(impl->t_accept_us, !impl->gen_perf);
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if (n_accepted > 0) {
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impl->drafts_accepted_count++;
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impl->drafts_accepted_tokens += n_accepted;
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impl->n_acc_drafts++;
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impl->n_acc_tokens += n_accepted;
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}
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impl->accept(n_accepted);
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impl->n_call_accept++;
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}
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}
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@@ -1069,13 +1062,13 @@ void common_speculative_print_stats(const common_speculative * spec) {
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str_perf = "";
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}
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LOG_INF("statistics %s: #calls = %zu, #gen drafts = %zu, #acc drafts = %zu, #gen tokens = %zu, #acc tokens = %zu%s\n",
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LOG_INF("statistics %s: #calls(b,g,a) = %zu %zu %zu, #gen drafts = %zu, #acc drafts = %zu, #gen tokens = %zu, #acc tokens = %zu%s\n",
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common_speculative_type_to_str(impl->type).c_str(),
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impl->drafts_call_count,
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impl->drafts_generated_count,
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impl->drafts_accepted_count,
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impl->drafts_generated_tokens,
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impl->drafts_accepted_tokens,
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impl->n_call_begin, impl->n_call_draft, impl->n_call_accept,
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impl->n_gen_drafts,
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impl->n_acc_drafts,
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impl->n_gen_tokens,
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impl->n_acc_tokens,
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str_perf.c_str());
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}
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}
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