From 120cf37d546a82042bd1ad5894e4814a0efa8086 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Mon, 29 Apr 2024 13:40:30 +0300 Subject: [PATCH] models : add phi-3, mpt, gpt-2, starcoder --- Makefile | 3 + convert-hf-to-gguf-update.py | 16 +++-- convert-hf-to-gguf.py | 9 +++ llama.cpp | 26 +++++++ llama.h | 3 + models/ggml-vocab-gpt-2.gguf | Bin 0 -> 1766807 bytes models/ggml-vocab-gpt-2.gguf.inp | 102 +++++++++++++++++++++++++++ models/ggml-vocab-gpt-2.gguf.out | 41 +++++++++++ models/ggml-vocab-mpt.gguf | Bin 1771406 -> 1771393 bytes models/ggml-vocab-mpt.gguf.inp | 102 +++++++++++++++++++++++++++ models/ggml-vocab-mpt.gguf.out | 41 +++++++++++ models/ggml-vocab-phi-3.gguf | Bin 0 -> 725945 bytes models/ggml-vocab-phi-3.gguf.inp | 102 +++++++++++++++++++++++++++ models/ggml-vocab-phi-3.gguf.out | 41 +++++++++++ models/ggml-vocab-starcoder.gguf | Bin 1719281 -> 1719346 bytes models/ggml-vocab-starcoder.gguf.inp | 102 +++++++++++++++++++++++++++ models/ggml-vocab-starcoder.gguf.out | 41 +++++++++++ tests/CMakeLists.txt | 7 +- tests/test-tokenizer-0.cpp | 8 +++ unicode.cpp | 11 ++- 20 files changed, 645 insertions(+), 10 deletions(-) create mode 100644 models/ggml-vocab-gpt-2.gguf create mode 100644 models/ggml-vocab-gpt-2.gguf.inp create mode 100644 models/ggml-vocab-gpt-2.gguf.out create mode 100644 models/ggml-vocab-mpt.gguf.inp create mode 100644 models/ggml-vocab-mpt.gguf.out create mode 100644 models/ggml-vocab-phi-3.gguf create mode 100644 models/ggml-vocab-phi-3.gguf.inp create mode 100644 models/ggml-vocab-phi-3.gguf.out create mode 100644 models/ggml-vocab-starcoder.gguf.inp create mode 100644 models/ggml-vocab-starcoder.gguf.out diff --git a/Makefile b/Makefile index 4f61e94a268d8..16341b0893037 100644 --- a/Makefile +++ b/Makefile @@ -64,10 +64,13 @@ test: $(TEST_TARGETS) if [ "$$test_target" = "tests/test-tokenizer-0" ]; then \ ./$$test_target $(CURDIR)/models/ggml-vocab-llama-spm.gguf; \ ./$$test_target $(CURDIR)/models/ggml-vocab-llama-bpe.gguf; \ + ./$$test_target $(CURDIR)/models/ggml-vocab-phi-3.gguf; \ ./$$test_target $(CURDIR)/models/ggml-vocab-falcon.gguf; \ ./$$test_target $(CURDIR)/models/ggml-vocab-deepseek-coder.gguf; \ ./$$test_target $(CURDIR)/models/ggml-vocab-deepseek-llm.gguf; \ ./$$test_target $(CURDIR)/models/ggml-vocab-bert-bge.gguf; \ + ./$$test_target $(CURDIR)/models/ggml-vocab-starcoder.gguf; \ + ./$$test_target $(CURDIR)/models/ggml-vocab-gpt-2.gguf; \ elif [ "$$test_target" = "tests/test-tokenizer-1-spm" ]; then \ continue; \ elif [ "$$test_target" = "tests/test-tokenizer-1-bpe" ]; then \ diff --git a/convert-hf-to-gguf-update.py b/convert-hf-to-gguf-update.py index 301fbec6cb682..1c559c3f693be 100644 --- a/convert-hf-to-gguf-update.py +++ b/convert-hf-to-gguf-update.py @@ -46,12 +46,16 @@ class TOKENIZER_TYPE(IntEnum): # TODO: add models here, base models preferred models = [ - { "name": "llama-spm", "tokt": TOKENIZER_TYPE.SPM, "repo": "https://huggingface.co/meta-llama/Llama-2-7b-hf", }, - { "name": "llama-bpe", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/meta-llama/Meta-Llama-3-8B", }, - { "name": "deepseek-llm", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/deepseek-ai/deepseek-llm-7b-base", }, - { "name": "deepseek-coder", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-base", }, - { "name": "falcon", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/tiiuae/falcon-7b", }, - { "name": "bert-bge", "tokt": TOKENIZER_TYPE.WPM, "repo": "https://huggingface.co/BAAI/bge-small-en-v1.5", }, + { "name": "llama-spm", "tokt": TOKENIZER_TYPE.SPM, "repo": "https://huggingface.co/meta-llama/Llama-2-7b-hf", }, + { "name": "llama-bpe", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/meta-llama/Meta-Llama-3-8B", }, + { "name": "phi-3", "tokt": TOKENIZER_TYPE.SPM, "repo": "https://huggingface.co/microsoft/Phi-3-mini-4k-instruct", }, + { "name": "deepseek-llm", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/deepseek-ai/deepseek-llm-7b-base", }, + { "name": "deepseek-coder", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-base", }, + { "name": "falcon", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/tiiuae/falcon-7b", }, + { "name": "bert-bge", "tokt": TOKENIZER_TYPE.WPM, "repo": "https://huggingface.co/BAAI/bge-small-en-v1.5", }, + { "name": "mpt", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/mosaicml/mpt-7b", }, + { "name": "starcoder", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/bigcode/starcoder2-3b", }, + { "name": "gpt-2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/openai-community/gpt2", }, ] # make directory "models/tokenizers" if it doesn't exist diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index cc1b393397c05..0c49fb3c080a5 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -296,6 +296,15 @@ def get_vocab_base_pre(self, tokenizer) -> str: if chkhsh == "0876d13b50744004aa9aeae05e7b0647eac9d801b5ba4668afc01e709c15e19f": # ref: https://huggingface.co/BAAI/bge-small-en-v1.5 res = "bert-bge" + if chkhsh == "b6dc8df998e1cfbdc4eac8243701a65afe638679230920b50d6f17d81c098166": + # ref: https://huggingface.co/mosaicml/mpt-7b + res = "mpt" + if chkhsh == "35d91631860c815f952d711435f48d356ebac988362536bed955d43bfa436e34": + # ref: https://huggingface.co/bigcode/starcoder2-3b + res = "starcoder" + if chkhsh == "3ce83efda5659b07b1ad37ca97ca5797ea4285d9b9ab0dc679e4a720c9da7454": + # ref: https://huggingface.co/openai-community/gpt2 + res = "gpt-2" if res is None: print("\n") diff --git a/llama.cpp b/llama.cpp index 7358b8d464741..4b1f91209083b 100644 --- a/llama.cpp +++ b/llama.cpp @@ -4352,6 +4352,15 @@ static void llm_load_vocab( } else if ( tokenizer_pre == "falcon") { vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_FALCON; + } else if ( + tokenizer_pre == "mpt") { + vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_MPT; + } else if ( + tokenizer_pre == "starcoder") { + vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_STARCODER; + } else if ( + tokenizer_pre == "gpt-2") { + vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_GPT2; } else { throw std::runtime_error(format("unknown pre-tokenizer type: '%s'", tokenizer_pre.c_str())); } @@ -12124,6 +12133,23 @@ struct llm_tokenizer_bpe { "[0-9][0-9][0-9]", }); break; + case LLAMA_VOCAB_PRE_TYPE_MPT: + // TODO: MPT pre-tokenization regexes are unknown + // the following are close, but not exact. run the following: + // ./bin/test-tokenizer-0 ../models/ggml-vocab-mpt.gguf + GGML_ASSERT("MPT pre-tokenization regexes are unknown - fixes needed"); + word_collection = unicode_regex_split(text, { + "\\s?\\p{L}+", + "\\s?\\p{P}+", + "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)", + }); + break; + case LLAMA_VOCAB_PRE_TYPE_STARCODER: + case LLAMA_VOCAB_PRE_TYPE_GPT2: + word_collection = unicode_regex_split(text, { + "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)", + }); + break; default: // default regex for BPE tokenization pre-processing word_collection = unicode_regex_split(text, { diff --git a/llama.h b/llama.h index 3beb80e0ce8a8..30835de5f9433 100644 --- a/llama.h +++ b/llama.h @@ -76,6 +76,9 @@ extern "C" { LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_LLM = 2, LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_CODER = 3, LLAMA_VOCAB_PRE_TYPE_FALCON = 4, + LLAMA_VOCAB_PRE_TYPE_MPT = 5, + LLAMA_VOCAB_PRE_TYPE_STARCODER = 6, + LLAMA_VOCAB_PRE_TYPE_GPT2 = 7, }; // note: these values should be synchronized with ggml_rope diff --git a/models/ggml-vocab-gpt-2.gguf b/models/ggml-vocab-gpt-2.gguf new file mode 100644 index 0000000000000000000000000000000000000000..5ea85cf52e7de68fed9e4eebe5996ea3a6753994 GIT binary patch literal 1766807 zcmZs^`I97Ba^FYY_br)8zX=19g9UbH`@t5WP{l*yDY-b}YB3``b?$2-c_xSOb zkN&Fh=+#g~k|Dr#1Hl3dS_-t5Sb<0zKjt~Az{#>_SPv`4?n16IJ?M}xN`)jz^GG4`+R_5;Q|;@{8Y 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b/models/ggml-vocab-starcoder.gguf.inp new file mode 100644 index 0000000000000..0389f00c71379 --- /dev/null +++ b/models/ggml-vocab-starcoder.gguf.inp @@ -0,0 +1,102 @@ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + +__ggml_vocab_test__ + + +__ggml_vocab_test__ + + + +__ggml_vocab_test__ + + + + +__ggml_vocab_test__ + + +__ggml_vocab_test__ +Hello world +__ggml_vocab_test__ + Hello world +__ggml_vocab_test__ +Hello World +__ggml_vocab_test__ + Hello World +__ggml_vocab_test__ + Hello World! +__ggml_vocab_test__ +Hello, world! +__ggml_vocab_test__ + Hello, world! +__ggml_vocab_test__ + this is 🦙.cpp +__ggml_vocab_test__ +w048 7tuijk dsdfhu +__ggml_vocab_test__ +нещо на Български +__ggml_vocab_test__ +កាន់តែពិសេសអាចខលចេញ +__ggml_vocab_test__ +🚀 (normal) 😶‍🌫️ (multiple emojis concatenated) ✅ (only emoji that has its own token) +__ggml_vocab_test__ +Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello +__ggml_vocab_test__ + Hello + Hello +__ggml_vocab_test__ + ( +__ggml_vocab_test__ + + = +__ggml_vocab_test__ +' era +__ggml_vocab_test__ +Hello, y'all! How are you 😁 ?我想在apple工作1314151天~ +__ggml_vocab_test__ +3 +__ggml_vocab_test__ +33 +__ggml_vocab_test__ +333 +__ggml_vocab_test__ +3333 +__ggml_vocab_test__ +33333 +__ggml_vocab_test__ +333333 +__ggml_vocab_test__ +3333333 +__ggml_vocab_test__ +33333333 +__ggml_vocab_test__ +333333333 +__ggml_vocab_test__ + + + + + + + + + + + +🚀 (normal) 😶‍🌫️ (multiple emojis concatenated) ✅ 🦙🦙 3 33 333 3333 33333 333333 3333333 33333333 3.3 3..3 3...3 កាន់តែពិសេសអាច😁 ?我想在apple工作1314151天~ ------======= нещо на Български ''''''```````""""......!!!!!!?????? I've been 'told he's there, 'RE you sure? 'M not sure I'll make it, 'D you like some tea? We'Ve a'lL +__ggml_vocab_test__ diff --git a/models/ggml-vocab-starcoder.gguf.out b/models/ggml-vocab-starcoder.gguf.out new file mode 100644 index 0000000000000..cd04254af7fdd --- /dev/null +++ b/models/ggml-vocab-starcoder.gguf.out @@ -0,0 +1,41 @@ + + 244 + 280 + 283 + 221 + 222 + 499 + 3067 + 15767 + 8302 5810 + 12009 5810 + 8302 10914 + 12009 10914 + 12009 10914 38 + 8302 49 5810 38 + 12009 49 5810 38 + 477 458 5954 137 271 51 3779 + 124 53 57 61 244 60 121 1726 12568 10240 1519 8290 + 39916 8389 1059 9504 40216 13858 2073 8983 12571 1539 10721 + 14566 246 14566 152 14566 265 30428 257 14566 261 30428 248 14566 268 14566 153 14566 277 30428 247 14566 277 14566 133 14566 152 14566 251 14566 247 14566 273 14566 251 30428 247 14566 255 + 3822 272 246 327 4434 46 18445 152 46030 45022 142 13878 327 12585 19884 33773 40920 751 46 41839 327 2605 22716 708 1421 2840 4387 2421 46 + 8302 + 12009 + 244 12009 + 280 12009 + 283 12009 + 283 12009 303 12009 + 327 + 222 299 + 44 34719 + 8302 49 553 44 483 38 4998 904 863 18445 247 1037 4995 13379 2924 9515 17823 54 56 54 57 54 58 54 11904 47892 + 56 + 56 56 + 56 56 56 + 56 56 56 56 + 56 56 56 56 56 + 56 56 56 56 56 56 + 56 56 56 56 56 56 56 + 56 56 56 56 56 56 56 56 + 56 56 56 56 56 56 56 56 56 + 353 736 8886 221 10883 4238 16101 28540 222 3822 272 246 327 4434 46 18445 152 46030 45022 142 13878 327 12585 19884 33773 40920 751 46 41839 5954 137 271 3822 137 271 244 56 244 56 56 244 56 56 56 244 56 56 56 56 244 56 56 56 56 56 244 56 56 56 56 56 56 244 56 56 56 56 56 56 56 244 56 56 56 56 56 56 56 56 244 56 51 56 244 56 516 56 244 56 1198 56 244 14566 246 14566 152 14566 265 30428 257 14566 261 30428 248 14566 268 14566 153 14566 277 30428 247 14566 277 14566 133 14566 152 14566 251 36570 247 1037 4995 13379 2924 9515 17823 54 56 54 57 54 58 54 11904 47892 20895 16625 13047 8389 1059 9504 40216 13858 2073 8983 12571 1539 10721 5918 9643 13298 932 31723 31330 9221 3226 35426 10400 457 4783 2602 349 121 1477 957 1200 2038 49 349 632 863 3673 68 349 82 666 3673 457 4650 1949 580 49 349 73 863 2144 1649 35941 68 2726 44 7728 331 44 113 81 diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt index d66d3b5f6b85b..4a55633d7885a 100644 --- a/tests/CMakeLists.txt +++ b/tests/CMakeLists.txt @@ -72,10 +72,15 @@ install(TARGETS test-tokenizer-0 RUNTIME) llama_test(test-tokenizer-0 NAME test-tokenizer-0-llama-spm ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-llama-spm.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-llama-bpe ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-llama-bpe.gguf) +llama_test(test-tokenizer-0 NAME test-tokenizer-0-phi-3 ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-phi-3.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-falcon ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-falcon.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-deepseek-llm ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-deepseek-llm.gguf) llama_test(test-tokenizer-0 NAME test-tokenizer-0-deepseek-coder ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-deepseek-coder.gguf) -llama_test(test-tokenizer-0 NAME test-tokenizer-0-bert-bge r ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-bert-bge.gguf) +llama_test(test-tokenizer-0 NAME test-tokenizer-0-bert-bge ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-bert-bge.gguf) +# TODO: enable when fixed +#llama_test(test-tokenizer-0 NAME test-tokenizer-0-mpt ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-mpt.gguf) +llama_test(test-tokenizer-0 NAME test-tokenizer-0-starcoder ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-starcoder.gguf) +llama_test(test-tokenizer-0 NAME test-tokenizer-0-gpt-2 ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-gpt-2.gguf) # build test-tokenizer-1-bpe target once and add many tests add_executable(test-tokenizer-1-bpe test-tokenizer-1-bpe.cpp) diff --git a/tests/test-tokenizer-0.cpp b/tests/test-tokenizer-0.cpp index bb00241f8dad6..5122757cf47f5 100644 --- a/tests/test-tokenizer-0.cpp +++ b/tests/test-tokenizer-0.cpp @@ -177,6 +177,11 @@ int main(int argc, char **argv) { const auto k_tests = read_tests(fname_inp, fname_out); + if (k_tests.empty()) { + fprintf(stderr, "%s : error: no tests found\n", __func__); + return 1; + } + const bool add_special = false; for (const auto & test_kv : k_tests) { @@ -259,5 +264,8 @@ int main(int argc, char **argv) { llama_backend_free(); + printf("\n"); + printf("Tests %s\n", success ? "passed" : "failed"); + return success ? 0 : 3; } diff --git a/unicode.cpp b/unicode.cpp index 95d88f3a6906e..f2ccda05ff8c3 100644 --- a/unicode.cpp +++ b/unicode.cpp @@ -424,9 +424,14 @@ static std::vector unicode_regex_split_stl(const std::string & text, con static std::vector unicode_regex_split_custom(const std::string & text, const std::string & regex_expr, const std::vector & offsets) { std::vector bpe_offsets; - if (regex_expr == "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)") { - bpe_offsets = unicode_regex_split_custom_gpt2(text, offsets); - } + (void)(text); + (void)(regex_expr); + (void)(offsets); + // TODO: this implementation is actually wrong, uncomment and run: + // make -j && ./bin/test-tokenizer-0 ../models/ggml-vocab-gpt-2.gguf + //if (regex_expr == "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)") { + // bpe_offsets = unicode_regex_split_custom_gpt2(text, offsets); + //} return bpe_offsets; }

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