From 889bdd76866ea31a7625ec2dcea63ff469f3e981 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?DAN=E2=84=A2?= Date: Sun, 5 May 2024 01:19:30 -0400 Subject: [PATCH] command-r : add BPE pre-tokenization (#7063) * Add BPE pre-tokenization for Command-R/R+. * Bump transformers convert requirement. * command-r : add individual digits regex --------- Co-authored-by: Georgi Gerganov --- convert-hf-to-gguf-update.py | 9 +++ convert-hf-to-gguf.py | 3 + llama.cpp | 4 + llama.h | 1 + models/ggml-vocab-command-r.gguf | Bin 0 -> 10874545 bytes models/ggml-vocab-command-r.gguf.inp | 106 ++++++++++++++++++++++++++ models/ggml-vocab-command-r.gguf.out | 43 +++++++++++ requirements/requirements-convert.txt | 2 +- tests/CMakeLists.txt | 1 + 9 files changed, 168 insertions(+), 1 deletion(-) create mode 100644 models/ggml-vocab-command-r.gguf create mode 100644 models/ggml-vocab-command-r.gguf.inp create mode 100644 models/ggml-vocab-command-r.gguf.out diff --git a/convert-hf-to-gguf-update.py b/convert-hf-to-gguf-update.py index b41a9290e..46a225462 100755 --- a/convert-hf-to-gguf-update.py +++ b/convert-hf-to-gguf-update.py @@ -66,6 +66,7 @@ models = [ {"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", }, {"name": "refact", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/smallcloudai/Refact-1_6-base", }, + {"name": "command-r", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/CohereForAI/c4ai-command-r-v01", }, ] # make directory "models/tokenizers" if it doesn't exist @@ -106,6 +107,14 @@ for model in models: save_path = f"models/tokenizers/{name}/tokenizer.json" download_file_with_auth(url, token, save_path) + # if downloaded file is less than 1KB, we likely need to download an LFS instead + if os.path.getsize(save_path) < 1024: + # remove the file + os.remove(save_path) + url = f"{repo}/resolve/main/tokenizer.json" + save_path = f"models/tokenizers/{name}/tokenizer.json" + download_file_with_auth(url, token, save_path) + if tokt == TOKENIZER_TYPE.SPM: url = f"{repo}/resolve/main/tokenizer.model" save_path = f"models/tokenizers/{name}/tokenizer.model" diff --git a/convert-hf-to-gguf.py b/convert-hf-to-gguf.py index 88c16676b..f7441e6b8 100755 --- a/convert-hf-to-gguf.py +++ b/convert-hf-to-gguf.py @@ -311,6 +311,9 @@ class Model(ABC): if chkhsh == "6221ad2852e85ce96f791f476e0b390cf9b474c9e3d1362f53a24a06dc8220ff": # ref: https://huggingface.co/smallcloudai/Refact-1_6-base res = "refact" + if chkhsh == "9c2227e4dd922002fb81bde4fc02b0483ca4f12911410dee2255e4987644e3f8": + # ref: https://huggingface.co/CohereForAI/c4ai-command-r-v01 + res = "command-r" if res is None: logger.warning("\n") diff --git a/llama.cpp b/llama.cpp index 7c7a06df3..aeb5c08df 100644 --- a/llama.cpp +++ b/llama.cpp @@ -4386,6 +4386,9 @@ static void llm_load_vocab( } else if ( tokenizer_pre == "refact") { vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_REFACT; + } else if ( + tokenizer_pre == "command-r") { + vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_COMMAND_R; } else { throw std::runtime_error(format("unknown pre-tokenizer type: '%s'", tokenizer_pre.c_str())); } @@ -12238,6 +12241,7 @@ struct llm_tokenizer_bpe { break; case LLAMA_VOCAB_PRE_TYPE_STARCODER: case LLAMA_VOCAB_PRE_TYPE_REFACT: + case LLAMA_VOCAB_PRE_TYPE_COMMAND_R: word_collection = unicode_regex_split(text, { "\\p{N}", "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)", diff --git a/llama.h b/llama.h index 5ff04c1d4..e2fd53ab7 100644 --- a/llama.h +++ b/llama.h @@ -80,6 +80,7 @@ extern "C" { LLAMA_VOCAB_PRE_TYPE_STARCODER = 6, LLAMA_VOCAB_PRE_TYPE_GPT2 = 7, LLAMA_VOCAB_PRE_TYPE_REFACT = 8, + LLAMA_VOCAB_PRE_TYPE_COMMAND_R = 9, }; // note: these values should be synchronized with ggml_rope diff --git a/models/ggml-vocab-command-r.gguf b/models/ggml-vocab-command-r.gguf new file mode 100644 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+__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-command-r.gguf.out b/models/ggml-vocab-command-r.gguf.out new file mode 100644 index 000000000..cc4277daa --- /dev/null +++ b/models/ggml-vocab-command-r.gguf.out @@ -0,0 +1,43 @@ + 2536 228 27 228 22957 6983 + 45 193433 + + 228 + 1667 + 1742 + 205 + 206 + 2126 + 11516 + 34777 + 28339 3845 + 46609 3845 + 28339 3930 + 46609 3930 + 46609 3930 8 + 28339 19 3845 8 + 46609 19 3845 8 + 2075 1801 11254 107 255 21 19317 + 94 23 27 31 228 30 21213 20752 39267 6405 9980 + 4929 40071 2196 3236 8750 1764 37097 41168 + 38111 230 174833 38111 249 86325 241 38111 245 86325 232 38111 252 38111 123 38111 261 165 24629 38111 261 38111 103 174833 38111 235 38111 231 38111 257 38111 235 165 24629 38111 239 + 2226 256 230 1737 18258 16 80503 122 35927 2226 242 112 57462 1737 54457 223165 106230 2096 16 48389 1737 10203 109160 1875 2222 2517 3342 12523 16 + 28339 + 46609 + 228 46609 + 1667 46609 + 1742 46609 + 1742 46609 1856 46609 + 1737 + 206 1857 + 14 4515 + 28339 19 1770 14 1954 8 4070 1955 1933 80503 231 5691 12081 13336 2648 29325 14315 24 26 24 27 24 28 24 5123 18372 + 26 + 26 26 + 26 26 26 + 26 26 26 26 + 26 26 26 26 26 + 26 26 26 26 26 26 + 26 26 26 26 26 26 26 + 26 26 26 26 26 26 26 26 + 26 26 26 26 26 26 26 26 26 + 127731 51628 205 57788 18494 97469 126134 206 2226 256 230 1737 18258 16 80503 122 35927 2226 242 112 57462 1737 54457 223165 106230 2096 16 48389 11254 107 255 2226 107 255 228 26 228 26 26 228 26 26 26 228 26 26 26 26 228 26 26 26 26 26 228 26 26 26 26 26 26 228 26 26 26 26 26 26 26 228 26 26 26 26 26 26 26 26 228 26 21 26 228 26 2271 26 228 26 3834 26 182018 230 174833 38111 249 86325 241 38111 245 86325 232 38111 252 38111 123 38111 261 165 24629 38111 261 38111 103 174833 38111 235 188568 231 5691 12081 13336 2648 29325 14315 24 26 24 27 24 28 24 5123 18372 8391 158343 3512 40071 2196 3236 8750 1764 37097 41168 29721 32797 25646 3802 4975 4975 116167 57178 10251 154048 27292 1767 5125 2632 2155 91 2378 1919 1914 2782 19 2155 3354 1933 5470 38 2155 52 2068 5470 1767 4961 3059 1894 19 2155 43 1933 3026 2725 23186 38 2930 14 20676 1671 14 83 51 diff --git a/requirements/requirements-convert.txt b/requirements/requirements-convert.txt index a3d6ecec0..5520ba732 100644 --- a/requirements/requirements-convert.txt +++ b/requirements/requirements-convert.txt @@ -1,5 +1,5 @@ numpy~=1.24.4 sentencepiece~=0.1.98 -transformers>=4.35.2,<5.0.0 +transformers>=4.40.1,<5.0.0 gguf>=0.1.0 protobuf>=4.21.0,<5.0.0 diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt index cad703fce..208f0cf7b 100644 --- a/tests/CMakeLists.txt +++ b/tests/CMakeLists.txt @@ -83,6 +83,7 @@ llama_test(test-tokenizer-0 NAME test-tokenizer-0-bert-bge ARGS ${CMAKE 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) llama_test(test-tokenizer-0 NAME test-tokenizer-0-refact ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-refact.gguf) +llama_test(test-tokenizer-0 NAME test-tokenizer-0-command-r ARGS ${CMAKE_CURRENT_SOURCE_DIR}/../models/ggml-vocab-command-r.gguf) # build test-tokenizer-1-bpe target once and add many tests add_executable(test-tokenizer-1-bpe test-tokenizer-1-bpe.cpp)