Work on the BPE tokenizer (#3252)
* Work on the BPE tokenizer Tokenizer tests work for Falcon-7B * Try to fix build problem * Fix debug assertion failure * Fix MSVC Unicode BOM problem * Cleanup and an improvement * Fix compiler warning * Cleanup * Test doesn't work over the full range of Unicodes * Update .gitignore and Makefile * Another Makefile rule * Testing Aquila * Moving byte decoding back to `token_to_piece` ... ... because everyone is using it. * Guarding some unusable code pathes * Streamlining code and adding some more assertions Important change: I'm classifying added tokens as control tokens now for BPE. * Adding a comment * Adding another assertion * Fixed vocabulary guarding assertions * Fix PR for recent change * Fix PR for recent change * Fix for compiler warning * Fix PR for recent change * Fix PR for recent change * Fix PR for recent change * Fix for compiler warning * Fixes for more compiler warnings * Remove unused code * Fix initialization of static maps * Add scores and token types back, adapt gptneox * Update llama.cpp Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * Update unicode.h Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * Update unicode.h Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * Ported Starcoder and added some assertions * Fix coding style * Apply @jploski 's fix for missing tokens --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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15 changed files with 852 additions and 227 deletions
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@ -1,5 +1,6 @@
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#include "llama.h"
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#include "common.h"
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#include "unicode.h"
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#include "console.h"
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#include <cassert>
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#include <vector>
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#include <locale>
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typedef int codepoint;
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static std::string codepoint_to_utf8(codepoint cp) {
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std::string result;
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if (0x00 <= cp && cp <= 0x7f) {
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result.push_back(cp);
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} else if (0x80 <= cp && cp <= 0x7ff) {
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result.push_back(0xc0 | ((cp >> 6) & 0x1f));
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result.push_back(0x80 | (cp & 0x3f));
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} else if (0x800 <= cp && cp <= 0xffff) {
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result.push_back(0xe0 | ((cp >> 12) & 0x0f));
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result.push_back(0x80 | ((cp >> 6) & 0x3f));
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result.push_back(0x80 | (cp & 0x3f));
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} else if (0x10000 <= cp && cp <= 0x10ffff) {
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result.push_back(0xf0 | ((cp >> 18) & 0x07));
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result.push_back(0x80 | ((cp >> 12) & 0x3f));
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result.push_back(0x80 | ((cp >> 6) & 0x3f));
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result.push_back(0x80 | (cp & 0x3f));
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} else {
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throw std::invalid_argument("invalid codepoint");
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}
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return result;
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}
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int main(int argc, char **argv) {
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if (argc < 2) {
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fprintf(stderr, "Usage: %s <vocab-file>\n", argv[0]);
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@ -95,7 +72,7 @@ int main(int argc, char **argv) {
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}
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}
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for (codepoint cp = 0x0000; cp < 0xffff; ++cp) {
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for (uint32_t cp = 0x0000; cp < 0xffff; ++cp) {
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if (cp < 0xd800 || cp > 0xdfff) {
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std::string str = codepoint_to_utf8(cp);
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std::vector<llama_token> tokens = llama_tokenize(ctx, str, false);
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@ -107,7 +84,7 @@ int main(int argc, char **argv) {
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}
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}
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}
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for (codepoint cp = 0x10000; cp < 0x0010ffff; ++cp) {
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for (uint32_t cp = 0x10000; cp < 0x0010ffff; ++cp) {
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std::string str = codepoint_to_utf8(cp);
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std::vector<llama_token> tokens = llama_tokenize(ctx, str, false);
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std::string check = llama_detokenize_spm(ctx, tokens);
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