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Diffstat (limited to 'tests/test-tokenizer-0-spm.py')
-rw-r--r-- | tests/test-tokenizer-0-spm.py | 114 |
1 files changed, 114 insertions, 0 deletions
diff --git a/tests/test-tokenizer-0-spm.py b/tests/test-tokenizer-0-spm.py new file mode 100644 index 00000000..be12a6b9 --- /dev/null +++ b/tests/test-tokenizer-0-spm.py @@ -0,0 +1,114 @@ +# tests with SPM tokenizer +# +# sample usage: +# +# python3 tests/test-tokenizer-0-spm.py ~/Data/huggingface/Llama-2-7b-hf/ +# python3 tests/test-tokenizer-0-spm.py ~/Data/huggingface/CodeLlama-34b-Instruct-hf/ +# + + +import argparse + +from sentencepiece import SentencePieceProcessor + +parser = argparse.ArgumentParser() +parser.add_argument("dir_tokenizer", help="directory containing 'tokenizer.model' file") +parser.add_argument("--fname-tok", help="path to a text file to tokenize") +args = parser.parse_args() + +dir_tokenizer = args.dir_tokenizer + +tokenizer = SentencePieceProcessor(dir_tokenizer + '/tokenizer.model') + +tests = [ + "", + " ", + " ", + " ", + "\t", + "\n", + "\n\n", + "\n\n\n", + "\t\n", + "Hello world", + " Hello world", + "Hello World", + " Hello World", + " Hello World!", + "Hello, world!", + " Hello, world!", + " this is π¦.cpp", + "w048 7tuijk dsdfhu", + "Π½Π΅ΡΠΎ Π½Π° ΠΡΠ»Π³Π°ΡΡΠΊΠΈ", + "ααΆαααααα·αααα’αΆα
ααα
αα", + "π (normal) πΆβπ«οΈ (multiple emojis concatenated) β
(only emoji that has its own token)", + "Hello", + " Hello", + " Hello", + " Hello", + " Hello", + " Hello\n Hello", + " (", + "\n =", + "' era", + "Hello, y'all! How are you π ?ζζ³ε¨appleε·₯δ½1314151倩ο½", + "3", + "33", + "333", + "3333", + "33333", + "333333", + "3333333", + "33333333", + "333333333", +] + + +for text in tests: + print('text: ', text) + print('\nwith bos:') + print(tokenizer.encode(text, add_bos=True)) + print(tokenizer.decode(tokenizer.encode(text, add_bos=True))) + print('\nwithout bos:') + print(tokenizer.encode(text, add_bos=False)) + print(tokenizer.decode(tokenizer.encode(text, add_bos=False))) + +print("'" + tokenizer.id_to_piece(15043) + "'") # '_Hello' +print("'" + tokenizer.id_to_piece(29871) + "'") # '_' +print("'" + tokenizer.decode([15043]) + "'") # 'Hello' +print("'" + tokenizer.decode([15043, 15043]) + "'") # 'Hello Hello' +print("'" + tokenizer.decode([29871, 15043]) + "'") # ' Hello' +print("'" + tokenizer.decode([29871, 15043, 29871, 15043]) + "'") # ' Hello Hello' + +print("\n\ntests for C++:\n") +for text in tests: + res = tokenizer.encode(text, add_bos=False) + + k = text.replace('\n', '\\n') + k = k.replace('\t', '\\t') + k = '"' + k + '"' + print("{ %-24s, { " % k, end='') + for x in res: + print("%7d," % x, end='') + print(" }, },") + +print(tokenizer.encode('hello')) +print(tokenizer.encode('world')) +print(tokenizer.encode(' world')) +print(tokenizer.encode('hello world')) + +fname_tok = args.fname_tok +if fname_tok: + print('tokenizing file: ', fname_tok) + fname_out = fname_tok + '.tok' + with open(fname_tok, 'r', encoding='utf-8') as f: + lines = f.readlines() + s = ''.join(lines) + res = tokenizer.encode(s, add_bos=True) + # write to file + with open(fname_out, 'w', encoding='utf-8') as f: + for x in res: + f.write(str(x) + ' \'' + tokenizer.decode(x) + '\'\n') + print('len(res): ', len(res)) + print('len(lines): ', len(lines)) + print('results written to: ', fname_out) |