// NOLINTBEGIN/*Defines the GPT-2 Tokenizer.Only supports decoding, i.e.: tokens (integers) -> stringsThis is all we need for unconditional generation.If we wanted to later prompt the model, we'd have to add decoding.Which could be tricky in C because of the regex involved, to look into later.*/#include <stdint.h>#include <ctype.h>#include <assert.h>// our own utilities// defines fopenCheck, freadCheck, fcloseCheck, fseekCheck, mallocCheck#include "utils.h"// ----------------------------------------------------------------------------typedef struct { uint32_t vocab_size; char **token_table; int init_ok; int eot_token; // <|endoftext|> token id} Tokenizer; // NOLINTinline void safe_printf(const char *piece) { // the tokens are raw bytes, and we we only want to print the printable ones // many bytes can be various control codes, backspace, etc. if (piece == nullptr) { return; } if (piece[0] == '\0') { return; } // handle individual byte tokens // every token is asserted to be at least one byte so doing piece[1] is ok if (piece[1] == '\0') { unsigned char byte_val = piece[0]; if (!(isprint(byte_val) || isspace(byte_val))) { return; // weird byte, don't print it } } printf("%s", piece);}inline void tokenizer_init(Tokenizer *tokenizer, const char *filename) { FILE *file = fopen(filename, "rb"); if (file == nullptr) { // try to be more helpful as we just added this feature, erase later printf("---\n"); printf("WARNING: Failed to open the tokenizer file %s\n", filename); printf("The Tokenizer is a new feature added April 14 2024.\n"); printf("Re-run `python train_gpt2.py` to write it\n"); printf("---\n"); tokenizer->init_ok = 0; return; } // read in the header uint32_t header[256]; freadCheck(header, sizeof(uint32_t), 256, file); assert(header[0] == 20240328); int version = header[1]; tokenizer->vocab_size = header[2]; if (version == 1) { // version 1 didn't include the EOT token id // so we assume it is 50256, the EOT in GPT-2 assert(tokenizer->vocab_size == 50257); // let's be defensive here tokenizer->eot_token = 50256; } else if (version == 2) { tokenizer->eot_token = header[3]; } else { fprintf(stderr, "Tokenizer model file %s has bad version: %d\n", filename, version); exit(EXIT_FAILURE); } // read in all the tokens unsigned char length; tokenizer->token_table = (char **)mallocCheck(tokenizer->vocab_size * sizeof(char *)); for (uint32_t i = 0; i < tokenizer->vocab_size; i++) { freadCheck(&length, sizeof(unsigned char), 1, file); assert(length > 0); // every token should be at least one character char *token_bytes = (char *)mallocCheck(length + 1); freadCheck(token_bytes, sizeof(char), length, file); token_bytes[length] = '\0'; // Add null terminator for printing tokenizer->token_table[i] = token_bytes; } // cleanups fcloseCheck(file); tokenizer->init_ok = 1;}inline const char *tokenizer_decode(Tokenizer *tokenizer, uint32_t token_id) { if (tokenizer->init_ok == 0) { return nullptr; } if (token_id < tokenizer->vocab_size) { return tokenizer->token_table[token_id]; } else { printf("invalid token id %u!\n", token_id); return nullptr; }}inline void tokenizer_free(Tokenizer *tokenizer) { if (tokenizer->init_ok) { for (uint32_t i = 0; i < tokenizer->vocab_size; i++) { free(tokenizer->token_table[i]); } free(tokenizer->token_table); }}// NOLINTEND
// NOLINTBEGIN
/*
Defines the GPT-2 Tokenizer.
Only supports decoding, i.e.: tokens (integers) -> strings
This is all we need for unconditional generation.
If we wanted to later prompt the model, we'd have to add decoding.
Which could be tricky in C because of the regex involved, to look into later.
*/
#include <stdint.h>
#include <ctype.h>
#include <assert.h>
// our own utilities
// defines fopenCheck, freadCheck, fcloseCheck, fseekCheck, mallocCheck
#include "utils.h"
// ----------------------------------------------------------------------------
typedef struct {
uint32_t vocab_size;
char **token_table;
int init_ok;
int eot_token; // <|endoftext|> token id
} Tokenizer; // NOLINT
inline void safe_printf(const char *piece) {
// the tokens are raw bytes, and we we only want to print the printable ones
// many bytes can be various control codes, backspace, etc.
if (piece == nullptr) { return; }
if (piece[0] == '\0') { return; }
// handle individual byte tokens
// every token is asserted to be at least one byte so doing piece[1] is ok
if (piece[1] == '\0') {
unsigned char byte_val = piece[0];
if (!(isprint(byte_val) || isspace(byte_val))) {
return; // weird byte, don't print it
}
}
printf("%s", piece);
}
inline void tokenizer_init(Tokenizer *tokenizer, const char *filename) {
FILE *file = fopen(filename, "rb");
if (file == nullptr) {
// try to be more helpful as we just added this feature, erase later
printf("---\n");
printf("WARNING: Failed to open the tokenizer file %s\n", filename);
printf("The Tokenizer is a new feature added April 14 2024.\n");
printf("Re-run `python train_gpt2.py` to write it\n");
printf("---\n");
tokenizer->init_ok = 0;
return;
}
// read in the header
uint32_t header[256];
freadCheck(header, sizeof(uint32_t), 256, file);
assert(header[0] == 20240328);
int version = header[1];
tokenizer->vocab_size = header[2];
if (version == 1) {
// version 1 didn't include the EOT token id
// so we assume it is 50256, the EOT in GPT-2
assert(tokenizer->vocab_size == 50257); // let's be defensive here
tokenizer->eot_token = 50256;
} else if (version == 2) {
tokenizer->eot_token = header[3];
} else {
fprintf(stderr, "Tokenizer model file %s has bad version: %d\n", filename, version);
exit(EXIT_FAILURE);
}
// read in all the tokens
unsigned char length;
tokenizer->token_table = (char **)mallocCheck(tokenizer->vocab_size * sizeof(char *));
for (uint32_t i = 0; i < tokenizer->vocab_size; i++) {
freadCheck(&length, sizeof(unsigned char), 1, file);
assert(length > 0); // every token should be at least one character
char *token_bytes = (char *)mallocCheck(length + 1);
freadCheck(token_bytes, sizeof(char), length, file);
token_bytes[length] = '\0'; // Add null terminator for printing
tokenizer->token_table[i] = token_bytes;
}
// cleanups
fcloseCheck(file);
tokenizer->init_ok = 1;
}
inline const char *tokenizer_decode(Tokenizer *tokenizer, uint32_t token_id) {
if (tokenizer->init_ok == 0) {
return nullptr;
}
if (token_id < tokenizer->vocab_size) {
return tokenizer->token_table[token_id];
} else {
printf("invalid token id %u!\n", token_id);
return nullptr;
}
}
inline void tokenizer_free(Tokenizer *tokenizer) {
if (tokenizer->init_ok) {
for (uint32_t i = 0; i < tokenizer->vocab_size; i++) {
free(tokenizer->token_table[i]);
}
free(tokenizer->token_table);
}
}
// NOLINTEND