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