return nullptr;
}
- server_slot * get_available_slot(const std::string & prompt) {
+ server_slot * get_available_slot(const server_task & task) {
server_slot * ret = nullptr;
// find the slot that has at least n% prompt similarity
- if (ret == nullptr && slot_prompt_similarity != 0.0f && !prompt.empty()) {
- int max_lcp_len = 0;
+ if (ret == nullptr && slot_prompt_similarity != 0.0f) {
+ int max_lcs_len = 0;
float similarity = 0;
for (server_slot & slot : slots) {
}
// skip the slot if it does not contains cached tokens
- if (slot.prompt_tokens.empty()) {
+ if (slot.cache_tokens.empty()) {
continue;
}
- // length of the Longest Common Prefix between the current slot's prompt and the input prompt
- int lcp_len = longest_common_prefix(slot.cache_tokens, slot.prompt_tokens);
+ // length of the Longest Common Subsequence between the current slot's prompt and the input prompt
+ int lcs_len = longest_common_subsequence(slot.cache_tokens, task.prompt_tokens);
- // fraction of the common substring length compared to the current slot's prompt length
- similarity = static_cast<float>(lcp_len) / static_cast<int>(slot.prompt_tokens.size());
+ // fraction of the common subsequence length compared to the current slot's prompt length
+ similarity = static_cast<float>(lcs_len) / static_cast<int>(slot.cache_tokens.size());
// select the current slot if the criteria match
- if (lcp_len > max_lcp_len && similarity > slot_prompt_similarity) {
- max_lcp_len = lcp_len;
+ if (lcs_len > max_lcs_len && similarity > slot_prompt_similarity) {
+ max_lcs_len = lcs_len;
ret = &slot;
}
}
if (ret != nullptr) {
- SLT_DBG(*ret, "selected slot by lcp similarity, max_lcp_len = %d, similarity = %f\n", max_lcp_len, similarity);
+ SLT_DBG(*ret, "selected slot by lcs similarity, max_lcs_len = %d, similarity = %f\n", max_lcs_len, similarity);
}
}
{
const int id_slot = json_value(task.data, "id_slot", -1);
- server_slot * slot;
-
- if (id_slot != -1) {
- slot = get_slot_by_id(id_slot);
- } else {
- std::string prompt;
- if (task.data.contains("prompt") && task.data.at("prompt").is_string()) {
- prompt = json_value(task.data, "prompt", std::string());
- }
-
- slot = get_available_slot(prompt);
- }
+ server_slot * slot = id_slot != -1 ? get_slot_by_id(id_slot) : get_available_slot(task);
if (slot == nullptr) {
// if no slot is available, we defer this task for processing later
// other common utils
//
-static size_t longest_common_prefix(const std::vector<llama_token> & a, const std::vector<llama_token> & b) {
+static size_t longest_common_prefix(const llama_tokens & a, const llama_tokens & b) {
size_t i;
for (i = 0; i < a.size() && i < b.size() && a[i] == b[i]; i++) {}
return i;
}
-static size_t longest_common_prefix(const std::string & a, const std::string & b) {
- size_t i;
- for (i = 0; i < a.size() && i < b.size() && a[i] == b[i]; i++) {}
+static size_t longest_common_subsequence(const llama_tokens & a, const llama_tokens & b) {
+ // check for empty sequences
+ if (a.empty() || b.empty()) {
+ return 0;
+ }
- return i;
+ // get the lengths of the input sequences
+ int a_len = a.size();
+ int b_len = b.size();
+
+ // initialize the maximum length of the longest common subsequence (LCS)
+ int max_length = 0;
+
+ // use two rows instead of a 2D matrix to optimize space
+ std::vector<int> prev_row(b_len + 1, 0);
+ std::vector<int> curr_row(b_len + 1, 0);
+
+ // iterate through the elements of a
+ for (int i = 1; i <= a_len; i++) {
+ // iterate through the elements of b
+ for (int j = 1; j <= b_len; j++) {
+ // if elements at the current positions match
+ if (a[i - 1] == b[j - 1]) {
+ // if it's the first element of either sequences, set LCS length to 1
+ if (i == 1 || j == 1) {
+ curr_row[j] = 1;
+ } else {
+ // increment LCS length by 1 compared to the previous element
+ curr_row[j] = prev_row[j - 1] + 1;
+ }
+
+ // update max_length if necessary
+ if (curr_row[j] > max_length) {
+ max_length = curr_row[j];
+ }
+ } else {
+ // reset LCS length if elements don't match
+ curr_row[j] = 0;
+ }
+ }
+
+ // update the previous row for the next iteration
+ prev_row = curr_row;
+ }
+
+ // return the maximum length of the LCS
+ return max_length;
}
static bool ends_with(const std::string & str, const std::string & suffix) {