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- # tests with BPE tokenizer
- import os
- import sys
- import argparse
- from transformers import AutoTokenizer
- 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 = AutoTokenizer.from_pretrained(dir_tokenizer)
- tests = [
- "",
- " ",
- " ",
- " ",
- "\t",
- "\n",
- "\t\n",
- "Hello world",
- " Hello world",
- "Hello World",
- " Hello World",
- " Hello World!",
- "Hello, world!",
- " Hello, world!",
- " this is 🦙.cpp",
- "w048 7tuijk dsdfhu",
- "нещо на Български",
- "កាន់តែពិសេសអាចខលចេញ",
- "🚀 (normal) 😶🌫️ (multiple emojis concatenated) ✅ (only emoji that has its own token)",
- "Hello",
- " Hello",
- " Hello",
- " Hello",
- " Hello",
- " Hello\n Hello",
- "\n =",
- "' era",
- ]
- for text in tests:
- print('text: ', text)
- print(tokenizer.encode(text))
- print(tokenizer.decode(tokenizer.encode(text)))
- print("\n\ntests for C++:\n")
- for text in tests:
- res = tokenizer.encode(text)
- 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)
- # 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)
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