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	Disabled rules:
* E203 Whitespace before ':' - disabled because we often use 'C' Style where values are aligned
* E211 Whitespace before '(' (E211) - disabled because we often use 'C' Style where values are aligned
* E221 Multiple spaces before operator - disabled because we often use 'C' Style where values are aligned
* E225 Missing whitespace around operator - disabled because it's broken so often it seems like a standard
* E231 Missing whitespace after ',', ';', or ':' - disabled because we often use 'C' Style where values are aligned
* E241 Multiple spaces after ',' - disabled because we often use 'C' Style where values are aligned
* E251 Unexpected spaces around keyword / parameter equals - disabled because it's broken so often it seems like a standard
* E261 At least two spaces before inline comment - disabled because it's broken so often it seems like a standard
* E266 Too many leading '#' for block comment - sometimes used as "section" separator
* E501 Line too long - disabled because it's broken so often it seems like a standard
* E701 Multiple statements on one line (colon) - broken only in convert.py when defining abstract methods (we can use# noqa instead)
* E704 Multiple statements on one line - broken only in convert.py when defining abstract methods (we can use# noqa instead)
		
	
		
			
				
	
	
		
			83 lines
		
	
	
		
			2.1 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			83 lines
		
	
	
		
			2.1 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
# tests with BPE tokenizer
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import argparse
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from transformers import AutoTokenizer
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parser = argparse.ArgumentParser()
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parser.add_argument("dir_tokenizer", help="directory containing 'tokenizer.model' file")
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parser.add_argument("--fname-tok",   help="path to a text file to tokenize")
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args = parser.parse_args()
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dir_tokenizer = args.dir_tokenizer
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tokenizer = AutoTokenizer.from_pretrained(dir_tokenizer)
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tests = [
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    "",
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    " ",
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    "  ",
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    "   ",
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    "\t",
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    "\n",
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    "\t\n",
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    "Hello world",
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    " Hello world",
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    "Hello World",
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    " Hello World",
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    " Hello World!",
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    "Hello, world!",
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    " Hello, world!",
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    " this is 🦙.cpp",
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    "w048 7tuijk dsdfhu",
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    "нещо на Български",
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    "កាន់តែពិសេសអាចខលចេញ",
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    "🚀 (normal) 😶🌫️ (multiple emojis concatenated) ✅ (only emoji that has its own token)",
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    "Hello",
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    " Hello",
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    "  Hello",
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    "   Hello",
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    "    Hello",
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    "    Hello\n    Hello",
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    "\n =",
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    "' era",
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]
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for text in tests:
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    print('text: ', text)
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    print(tokenizer.encode(text))
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    print(tokenizer.decode(tokenizer.encode(text)))
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print("\n\ntests for C++:\n")
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for text in tests:
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    res = tokenizer.encode(text)
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    k = text.replace('\n', '\\n')
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    k = k.replace('\t', '\\t')
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    k = '"' + k + '"'
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    print("{ %-24s, { " % k, end='')
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    for x in res:
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        print("%7d," % x, end='')
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    print(" }, },")
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print(tokenizer.encode('hello'))
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print(tokenizer.encode('world'))
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print(tokenizer.encode(' world'))
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print(tokenizer.encode('hello world'))
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fname_tok = args.fname_tok
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if fname_tok:
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    print('tokenizing file: ', fname_tok)
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    fname_out = fname_tok + '.tok'
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    with open(fname_tok, 'r', encoding='utf-8') as f:
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        lines = f.readlines()
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        s = ''.join(lines)
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        res = tokenizer.encode(s)
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        # write to file
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        with open(fname_out, 'w', encoding='utf-8') as f:
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            for x in res:
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                f.write(str(x) + ' \'' + tokenizer.decode(x) + '\'\n')
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        print('len(res): ', len(res))
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        print('len(lines): ', len(lines))
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    print('results written to: ', fname_out)
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