added sample_dry_impl

This commit is contained in:
l3utterfly 2024-07-29 19:41:47 +09:00
parent 2f9a36a4f9
commit 802ddd78bf

View file

@ -232,6 +232,96 @@ void llama_sample_min_p_impl(struct llama_sampling * smpl, llama_token_data_arra
}
}
void llama_sample_dry_impl(llama_token_data_array * candidates, const llama_token * last_tokens, size_t last_tokens_size, float dry_base, float dry_multiplier, int dry_allowed_length, const llama_token * dry_seq_breakers, size_t dry_seq_breakers_size) {
// skip dry sampler if we don't have a previous token
if (last_tokens_size < 1) return;
// get the last token
auto last_token = last_tokens[last_tokens_size - 1];
// if last token is part of the sequence breakers, skip whole sampler
if (std::find(dry_seq_breakers, dry_seq_breakers + dry_seq_breakers_size, last_token) != dry_seq_breakers + dry_seq_breakers_size) {
return;
}
// create an unordered map of "next tokens" <-> max match length
std::unordered_map<llama_token, size_t> match_lengths;
// loop through each previous token (exclude the last token)
for (size_t i = 0; i < last_tokens_size - 1; ++i) {
// skip if the compare token is not the same as the last token
if (last_tokens[i] != last_token) {
continue;
}
// get the next token (i + 1 is always less than last_tokens_size)
auto next_token = last_tokens[i + 1];
// if next token is part of the sequence breakers, skip
if (std::find(dry_seq_breakers, dry_seq_breakers + dry_seq_breakers_size, next_token) != dry_seq_breakers + dry_seq_breakers_size) {
continue;
}
// try to extend the match backwards (match length starts at 1 because last token is already matched)
size_t match_length = 1;
// loop through the previous tokens
for (;; match_length++) {
// if we have reached the start of our last tokens, break
if (i < match_length) break;
// compare token starts at our prev index, going backwards by match length
auto compare_token = last_tokens[i - match_length];
// head token starts at the end of last tokens, going backwards by match length, minus 1 because we start at the last token itself
auto head_token = last_tokens[last_tokens_size - 1 - match_length];
// break out of the match if any tokens don't match
if (compare_token != head_token) {
break;
}
// if compare token is part of the sequence breakers, break out of the match
if (std::find(dry_seq_breakers, dry_seq_breakers + dry_seq_breakers_size, compare_token) != dry_seq_breakers + dry_seq_breakers_size) {
break;
}
}
// Check if the next token exists in the map
auto it = match_lengths.find(next_token);
if (it == match_lengths.end()) {
// Key does not exist, insert the new value
match_lengths[next_token] = match_length;
} else {
// Key exists, update it with the max of the new value or the existing value
it->second = std::max(it->second, match_length);
}
}
// apply penalties
for (const auto& pair : match_lengths) {
auto next_token = pair.first;
auto match_length = pair.second;
// if the match length is greater than or equal to our allowed length in config, we apply penalities
if (match_length >= dry_allowed_length) {
// find our next token in the candidates->data
for (size_t i = 0; i < candidates->size; ++i) {
if (candidates->data[i].id == next_token) {
// calculate the penalty
float penalty = dry_multiplier * pow(dry_base, match_length - dry_allowed_length);
// apply the dry penalty
candidates->data[i].logit -= penalty;
break;
}
}
}
}
}
void llama_sample_tail_free_impl(struct llama_sampling * smpl, llama_token_data_array * candidates, float z, size_t min_keep) {
if (z >= 1.0f || candidates->size <= 2) {
return;