sort vocabulary for faster lookup with bsearch()
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@@ -342,24 +342,38 @@ void transformer(int token, int pos, Config* p, RunState* s, TransformerWeights*
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// ----------------------------------------------------------------------------
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// byte pair encoding (BPE) tokenizer, encodes strings into tokens so we can prompt
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int str_lookup(char *str, char **vocab, int vocab_size) {
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// find the first perfect match for str in vocab, return its index or -1 if not found
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for (int i = 0; i < vocab_size; i++) {
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if (strcmp(str, vocab[i]) == 0) {
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return i;
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}
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}
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return -1;
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typedef struct {
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char *str;
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int id;
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} TokenIndex;
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int compare_tokens(const void *a, const void *b) {
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return strcmp(((TokenIndex*)a)->str, ((TokenIndex*)b)->str);
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}
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int str_lookup(char *str, TokenIndex *sorted_vocab, int vocab_size) {
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// find the perfect match for str in vocab, return its index or -1 if not found
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TokenIndex tok = {str=str};
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TokenIndex *res = bsearch(&tok, sorted_vocab, vocab_size, sizeof(TokenIndex), compare_tokens);
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return res!=NULL ? res->id : -1;
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}
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void bpe_encode(char *text, char **vocab, float *vocab_scores, int vocab_size, unsigned int max_token_length, int *tokens, int *n_tokens) {
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// sort vocabulary
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TokenIndex *sorted_vocab = malloc(vocab_size * sizeof(TokenIndex));
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for (int i = 0; i < vocab_size; i++) {
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sorted_vocab[i].str = vocab[i];
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sorted_vocab[i].id = i;
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}
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qsort(sorted_vocab, vocab_size, sizeof(TokenIndex), compare_tokens);
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// a temporary buffer to merge two consecutive tokens
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char* str_buffer = malloc((max_token_length*2+1) * sizeof(char)); // *2 for concat, +1 for null terminator
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size_t str_len = 0;
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// add_dummy_prefix is true by default
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tokens[0] = str_lookup(" ", vocab, vocab_size);
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tokens[0] = str_lookup(" ", sorted_vocab, vocab_size);
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*n_tokens = 1; // the number of tokens
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// first encode every individual byte in the input string
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@@ -374,7 +388,7 @@ void bpe_encode(char *text, char **vocab, float *vocab_scores, int vocab_size, u
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if ((*(c+1) & 0xC0) == 0x80) // skip if in middle of multi-byte utf8 encoding
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continue;
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int id = str_lookup(str_buffer, vocab, vocab_size);
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int id = str_lookup(str_buffer, sorted_vocab, vocab_size);
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if (id != -1) {
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tokens[(*n_tokens)++] = id;
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@@ -395,7 +409,7 @@ void bpe_encode(char *text, char **vocab, float *vocab_scores, int vocab_size, u
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for (int i=0; i < (*n_tokens-1); i++) {
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// check if we can merge the pair (tokens[i], tokens[i+1])
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sprintf(str_buffer, "%s%s", vocab[tokens[i]], vocab[tokens[i+1]]);
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int id = str_lookup(str_buffer, vocab, vocab_size);
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int id = str_lookup(str_buffer, sorted_vocab, vocab_size);
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if (id != -1 && vocab_scores[id] > best_score) {
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// this merge pair exists in vocab! record its score and position
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best_score = vocab_scores[id];
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@@ -418,6 +432,7 @@ void bpe_encode(char *text, char **vocab, float *vocab_scores, int vocab_size, u
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}
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free(str_buffer);
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free(sorted_vocab);
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}
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// convert token to printable string
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