update
Browse files- README.md +1 -1
- app.py +1 -1
- app_compression.py +3 -3
- app_playground.py +1 -0
- stats/compress_rate.json +2418 -0
- utils/compression_util.py +4 -3
- utils/lang_util_2.py +0 -24
- vocab/__init__.py +2 -1
- vocab/gpt_neox_japanese_2_7b/README.md +64 -0
- vocab/{gpt_neox_japanese_2.7b → gpt_neox_japanese_2_7b}/__init__.py +4 -0
- vocab/gpt_neox_japanese_2_7b/test.py +19 -0
- vocab/gpt_neox_japanese_2_7b/test_emoji.py +12 -0
- vocab/llama_3_chinese_8b/__init__.py +5 -0
README.md
CHANGED
@@ -4,7 +4,7 @@ emoji: ⚡
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4 |
colorFrom: red
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5 |
colorTo: gray
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6 |
sdk: gradio
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-
sdk_version:
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app_file: app.py
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pinned: false
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---
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colorFrom: red
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colorTo: gray
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sdk: gradio
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+
sdk_version: 4.28.3
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app_file: app.py
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pinned: false
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---
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app.py
CHANGED
@@ -7,7 +7,7 @@ from patcher.gr_interface import TabbedInterface
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7 |
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demo = TabbedInterface(
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[tab_playground, tab_compression],
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-
[" ⚔️Playground", "🏆 Compression Leaderboard",], # 编码速度,解码速度,字符分类(zh、num等,支持正则),支持的语言,机构,。
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title='<div align="center">Tokenizer Arena ⚔️</div>',
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css="css/style.css"
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)
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demo = TabbedInterface(
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[tab_playground, tab_compression],
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+
[" ⚔️ Playground", "🏆 Compression Leaderboard",], # 编码速度,解码速度,字符分类(zh、num等,支持正则),支持的语言,机构,。
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title='<div align="center">Tokenizer Arena ⚔️</div>',
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css="css/style.css"
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)
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app_compression.py
CHANGED
@@ -79,9 +79,9 @@ with gr.Blocks() as demo:
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# "`num_of_trillion_tokens` `num_of_billion_tokens`\n"
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"- `b_tokens/g_bytes` measures how many billion tokens per gigabytes corpus. \n"
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"- `t_tokens/t_bytes` measures how many trillion tokens per terabytes corpus. \n"
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-
"- `n_chars/n_tokens` measures how many chars per token in the tokenized corpus. \n
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-
"
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-
"procedure at [github](https://github.com/xu-song/tokenizer-arena/)."
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)
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gr.Markdown("## 🏆 Compression Rate Leaderboard")
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# "`num_of_trillion_tokens` `num_of_billion_tokens`\n"
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"- `b_tokens/g_bytes` measures how many billion tokens per gigabytes corpus. \n"
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"- `t_tokens/t_bytes` measures how many trillion tokens per terabytes corpus. \n"
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+
"- `n_chars/n_tokens` measures how many chars per token in the tokenized corpus. \n"
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# "\nAll the above measures are depend on corpus. You can reproduce this "
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# "procedure at [github](https://github.com/xu-song/tokenizer-arena/)."
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)
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gr.Markdown("## 🏆 Compression Rate Leaderboard")
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app_playground.py
CHANGED
@@ -58,6 +58,7 @@ with gr.Blocks() as demo:
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gr.Markdown("## Input Text")
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dropdown_examples = gr.Dropdown(
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example_types,
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type="index",
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show_label=False,
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container=False,
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gr.Markdown("## Input Text")
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dropdown_examples = gr.Dropdown(
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example_types,
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value="Examples",
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type="index",
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show_label=False,
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container=False,
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stats/compress_rate.json
CHANGED
@@ -1864,5 +1864,2423 @@
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"n_bytes": 1540504,
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"n_tokens": 476666,
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"n_chars": 1484970
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|
1867 |
}
|
1868 |
}
|
|
|
1864 |
"n_bytes": 1540504,
|
1865 |
"n_tokens": 476666,
|
1866 |
"n_chars": 1484970
|
1867 |
+
},
|
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+
},
|
4154 |
+
"roberta_chinese_clue.cc100-ko": {
|
4155 |
+
"vocab_size": 8021,
|
4156 |
+
"n_bytes": 1524839,
|
4157 |
+
"n_tokens": 226812,
|
4158 |
+
"n_chars": 655190
|
4159 |
+
},
|
4160 |
+
"skywork_13b_base.cc100-ko": {
|
4161 |
+
"vocab_size": 65519,
|
4162 |
+
"n_bytes": 1524839,
|
4163 |
+
"n_tokens": 962744,
|
4164 |
+
"n_chars": 655190
|
4165 |
+
},
|
4166 |
+
"skywork_13b_math.cc100-ko": {
|
4167 |
+
"vocab_size": 65519,
|
4168 |
+
"n_bytes": 1524839,
|
4169 |
+
"n_tokens": 962744,
|
4170 |
+
"n_chars": 655190
|
4171 |
+
},
|
4172 |
+
"solar_10_7b.cc100-ko": {
|
4173 |
+
"vocab_size": 32000,
|
4174 |
+
"n_bytes": 1524839,
|
4175 |
+
"n_tokens": 728766,
|
4176 |
+
"n_chars": 655190
|
4177 |
+
},
|
4178 |
+
"starchat_alpha.cc100-ko": {
|
4179 |
+
"vocab_size": 49156,
|
4180 |
+
"n_bytes": 1524839,
|
4181 |
+
"n_tokens": 580873,
|
4182 |
+
"n_chars": 655190
|
4183 |
+
},
|
4184 |
+
"switch_c_2048.cc100-ko": {
|
4185 |
+
"vocab_size": 32100,
|
4186 |
+
"n_bytes": 1524839,
|
4187 |
+
"n_tokens": 344457,
|
4188 |
+
"n_chars": 655190
|
4189 |
+
},
|
4190 |
+
"t5_base.cc100-ko": {
|
4191 |
+
"vocab_size": 32100,
|
4192 |
+
"n_bytes": 1524839,
|
4193 |
+
"n_tokens": 344457,
|
4194 |
+
"n_chars": 655190
|
4195 |
+
},
|
4196 |
+
"t5_large.cc100-ko": {
|
4197 |
+
"vocab_size": 32100,
|
4198 |
+
"n_bytes": 1524839,
|
4199 |
+
"n_tokens": 344457,
|
4200 |
+
"n_chars": 655190
|
4201 |
+
},
|
4202 |
+
"t5_small.cc100-ko": {
|
4203 |
+
"vocab_size": 32100,
|
4204 |
+
"n_bytes": 1524839,
|
4205 |
+
"n_tokens": 344457,
|
4206 |
+
"n_chars": 655190
|
4207 |
+
},
|
4208 |
+
"text_davinci_003.cc100-ko": {
|
4209 |
+
"vocab_size": 50281,
|
4210 |
+
"n_bytes": 1524839,
|
4211 |
+
"n_tokens": 1308993,
|
4212 |
+
"n_chars": 655190
|
4213 |
+
},
|
4214 |
+
"tigerbot_13b_chat_v2.cc100-ko": {
|
4215 |
+
"vocab_size": 60515,
|
4216 |
+
"n_bytes": 1524839,
|
4217 |
+
"n_tokens": 793053,
|
4218 |
+
"n_chars": 655190
|
4219 |
+
},
|
4220 |
+
"tigerbot_70b_chat_v4_4k.cc100-ko": {
|
4221 |
+
"vocab_size": 65110,
|
4222 |
+
"n_bytes": 1524839,
|
4223 |
+
"n_tokens": 484082,
|
4224 |
+
"n_chars": 655190
|
4225 |
+
},
|
4226 |
+
"wizardcoder_15b_v1.cc100-ko": {
|
4227 |
+
"vocab_size": 49153,
|
4228 |
+
"n_bytes": 1524839,
|
4229 |
+
"n_tokens": 580873,
|
4230 |
+
"n_chars": 655190
|
4231 |
+
},
|
4232 |
+
"wizardcoder_python_7b_v1.cc100-ko": {
|
4233 |
+
"vocab_size": 32001,
|
4234 |
+
"n_bytes": 1524839,
|
4235 |
+
"n_tokens": 964428,
|
4236 |
+
"n_chars": 655190
|
4237 |
+
},
|
4238 |
+
"wizardlm_7b_v1.cc100-ko": {
|
4239 |
+
"vocab_size": 32001,
|
4240 |
+
"n_bytes": 1524839,
|
4241 |
+
"n_tokens": 964428,
|
4242 |
+
"n_chars": 655190
|
4243 |
+
},
|
4244 |
+
"wizardmath_70b_v1.cc100-ko": {
|
4245 |
+
"vocab_size": 32002,
|
4246 |
+
"n_bytes": 1524839,
|
4247 |
+
"n_tokens": 964428,
|
4248 |
+
"n_chars": 655190
|
4249 |
+
},
|
4250 |
+
"xlm_roberta.cc100-ko": {
|
4251 |
+
"vocab_size": 250002,
|
4252 |
+
"n_bytes": 1524839,
|
4253 |
+
"n_tokens": 374571,
|
4254 |
+
"n_chars": 655190
|
4255 |
+
},
|
4256 |
+
"yi_34b.cc100-ko": {
|
4257 |
+
"vocab_size": 64000,
|
4258 |
+
"n_bytes": 1524839,
|
4259 |
+
"n_tokens": 1203134,
|
4260 |
+
"n_chars": 655190
|
4261 |
+
},
|
4262 |
+
"yi_6b.cc100-ko": {
|
4263 |
+
"vocab_size": 64000,
|
4264 |
+
"n_bytes": 1524839,
|
4265 |
+
"n_tokens": 1203134,
|
4266 |
+
"n_chars": 655190
|
4267 |
+
},
|
4268 |
+
"yi_vl34b.cc100-ko": {
|
4269 |
+
"vocab_size": 64000,
|
4270 |
+
"n_bytes": 1524839,
|
4271 |
+
"n_tokens": 1210021,
|
4272 |
+
"n_chars": 655190
|
4273 |
+
},
|
4274 |
+
"zephyr_7b_beta.cc100-ko": {
|
4275 |
+
"vocab_size": 32000,
|
4276 |
+
"n_bytes": 1524839,
|
4277 |
+
"n_tokens": 728766,
|
4278 |
+
"n_chars": 655190
|
4279 |
+
},
|
4280 |
+
"llama_3_chinese_8b.cc100-zh-Hans": {
|
4281 |
+
"vocab_size": 128256,
|
4282 |
+
"n_bytes": 2633047,
|
4283 |
+
"n_tokens": 757405,
|
4284 |
+
"n_chars": 927311
|
4285 |
}
|
4286 |
}
|
utils/compression_util.py
CHANGED
@@ -20,7 +20,8 @@ from typing import List, Optional, Union, Literal
|
|
20 |
CURRENT_DIR = os.path.dirname(os.path.abspath(__file__))
|
21 |
|
22 |
common_units = ["g_bytes/b_tokens", "b_tokens/g_bytes", "t_bytes/t_tokens", "t_tokens/t_bytes", "n_chars/n_tokens", ]
|
23 |
-
common_corpuses = ["cc100-en", "cc100-zh-Hans", "cc100-es", "cc100-fr", "cc100-de", "cc100-ko"
|
|
|
24 |
|
25 |
VALID_CODES_CC100 = [
|
26 |
"am", "ar", "as", "az", "be", "bg", "bn", "bn_rom", "br", "bs", "ca", "cs", "cy", "da", "de",
|
@@ -198,10 +199,10 @@ def test():
|
|
198 |
|
199 |
def main():
|
200 |
if len(sys.argv) == 3:
|
201 |
-
|
202 |
corpuses = [sys.argv[2]]
|
203 |
else:
|
204 |
-
|
205 |
corpuses = common_corpuses
|
206 |
df = get_compression_leaderboard(corpuses)
|
207 |
# print(df.to_markdown(index=False, tablefmt='fancy_grid'))
|
|
|
20 |
CURRENT_DIR = os.path.dirname(os.path.abspath(__file__))
|
21 |
|
22 |
common_units = ["g_bytes/b_tokens", "b_tokens/g_bytes", "t_bytes/t_tokens", "t_tokens/t_bytes", "n_chars/n_tokens", ]
|
23 |
+
common_corpuses = sorted(["cc100-en", "cc100-zh-Hans", "cc100-es", "cc100-fr", "cc100-de", "cc100-ko",
|
24 |
+
"cc100-fa", "cc100-ar", "cc100-ja"])
|
25 |
|
26 |
VALID_CODES_CC100 = [
|
27 |
"am", "ar", "as", "az", "be", "bg", "bn", "bn_rom", "br", "bs", "ca", "cs", "cy", "da", "de",
|
|
|
199 |
|
200 |
def main():
|
201 |
if len(sys.argv) == 3:
|
202 |
+
tokenizer_filter = [sys.argv[1]]
|
203 |
corpuses = [sys.argv[2]]
|
204 |
else:
|
205 |
+
tokenizer_filter = None
|
206 |
corpuses = common_corpuses
|
207 |
df = get_compression_leaderboard(corpuses)
|
208 |
# print(df.to_markdown(index=False, tablefmt='fancy_grid'))
|
utils/lang_util_2.py
CHANGED
@@ -53,30 +53,6 @@ def is_all_en(text):
|
|
53 |
|
54 |
|
55 |
|
56 |
-
# import opencc
|
57 |
-
|
58 |
-
def is_russian():
|
59 |
-
""" 俄语 """
|
60 |
-
pass
|
61 |
-
|
62 |
-
def is_french():
|
63 |
-
""" 法语 """
|
64 |
-
|
65 |
-
def aa():
|
66 |
-
"""
|
67 |
-
zh-Hans: Chinese (Simplified)
|
68 |
-
:return:
|
69 |
-
"""
|
70 |
-
pass
|
71 |
-
|
72 |
-
|
73 |
-
def bb():
|
74 |
-
"""
|
75 |
-
zh-Hant: Chinese (Traditional)
|
76 |
-
:return:
|
77 |
-
"""
|
78 |
-
|
79 |
-
|
80 |
ranges = [
|
81 |
{"from": ord(u"\u3300"), "to": ord(u"\u33ff")}, # compatibility ideographs
|
82 |
{"from": ord(u"\ufe30"), "to": ord(u"\ufe4f")}, # compatibility ideographs
|
|
|
53 |
|
54 |
|
55 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
56 |
ranges = [
|
57 |
{"from": ord(u"\u3300"), "to": ord(u"\u33ff")}, # compatibility ideographs
|
58 |
{"from": ord(u"\ufe30"), "to": ord(u"\ufe4f")}, # compatibility ideographs
|
vocab/__init__.py
CHANGED
@@ -107,6 +107,7 @@ all_tokenizers = [
|
|
107 |
("llama3", "", "sentencepiece"),
|
108 |
("chinese_llama", "", "sentencepiece"), #
|
109 |
("chinese_llama2", "", "sentencepiece"), #
|
|
|
110 |
# ("chinese_alpaca_lora_7b", # 中文Alpaca模型在上述中文LLaMA模型的基础上进一步使用了指令数据进行精调。
|
111 |
# ("belle_llama_ext_7b",
|
112 |
# ("alpaca_7b",
|
@@ -179,7 +180,7 @@ all_tokenizers = [
|
|
179 |
("grok_1",),
|
180 |
# ("claude",),
|
181 |
("gpt_nexo_20b", ),
|
182 |
-
("
|
183 |
|
184 |
]
|
185 |
|
|
|
107 |
("llama3", "", "sentencepiece"),
|
108 |
("chinese_llama", "", "sentencepiece"), #
|
109 |
("chinese_llama2", "", "sentencepiece"), #
|
110 |
+
("llama_3_chinese_8b", "sentencepiece"),
|
111 |
# ("chinese_alpaca_lora_7b", # 中文Alpaca模型在上述中文LLaMA模型的基础上进一步使用了指令数据进行精调。
|
112 |
# ("belle_llama_ext_7b",
|
113 |
# ("alpaca_7b",
|
|
|
180 |
("grok_1",),
|
181 |
# ("claude",),
|
182 |
("gpt_nexo_20b", ),
|
183 |
+
("gpt_neox_japanese_2_7b", ),
|
184 |
|
185 |
]
|
186 |
|
vocab/gpt_neox_japanese_2_7b/README.md
ADDED
@@ -0,0 +1,64 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
|
3 |
+
## vocab.txt
|
4 |
+
|
5 |
+
```
|
6 |
+
るのは
|
7 |
+
よね
|
8 |
+
写真,寫真,冩真,写眞,寫眞,冩眞
|
9 |
+
マイ
|
10 |
+
そん
|
11 |
+
女性,𠨰性,⼥性,女𧢱,𠨰𧢱,⼥𧢱
|
12 |
+
内容,內容,内㣑,内㝐,内彮,内𠕺,內㣑,內㝐,內彮,內𠕺
|
13 |
+
```
|
14 |
+
|
15 |
+
怎么还有不同写法??
|
16 |
+
|
17 |
+
|
18 |
+
|
19 |
+
|
20 |
+
## 文本归一化
|
21 |
+
|
22 |
+
以下的normalization,在生成任务中并不好。
|
23 |
+
|
24 |
+
```
|
25 |
+
self.content_repatter1 = re.compile(r"(https?|ftp)(:\/\/[-_\.!~*\'()a-zA-Z0-9;\/?:\@&=\+$,%#]+)")
|
26 |
+
self.content_repatter2 = re.compile(r"[A-Za-z0-9\._+]*@[\-_0-9A-Za-z]+(\.[A-Za-z]+)*")
|
27 |
+
self.content_repatter3 = re.compile(r"[\(]{0,1}[0-9]{2,4}[\)\-\(]{0,1}[0-9]{2,4}[\)\-]{0,1}[0-9]{3,4}")
|
28 |
+
self.content_repatter4 = re.compile(
|
29 |
+
r"([12]\d{3}[/\-年])*(0?[1-9]|1[0-2])[/\-月]((0?[1-9]|[12][0-9]|3[01])日?)*(\d{1,2}|:|\d{1,2}時|\d{1,2}分|\(日\)|\(月\)|\(火\)|\(水\)|\(木\)|\(金\)|\(土\)|㈰|㈪|㈫|㈬|㈭|㈮|㈯)*"
|
30 |
+
)
|
31 |
+
self.content_repatter5 = re.compile(
|
32 |
+
r"(明治|大正|昭和|平成|令和|㍾|㍽|㍼|㍻|\u32ff)\d{1,2}年(0?[1-9]|1[0-2])月(0?[1-9]|[12][0-9]|3[01])日(\d{1,2}|:|\d{1,2}時|\d{1,2}分|\(日\)|\(月\)|\(火\)|\(水\)|\(木\)|\(金\)|\(土\)|㈰|㈪|㈫|㈬|㈭|㈮|㈯)*"
|
33 |
+
)
|
34 |
+
self.content_repatter6 = re.compile(
|
35 |
+
r"((0|[1-9]\d*|[1-9]\d{0,2}(,\d{3})+)*億)*((0|[1-9]\d*|[1-9]\d{0,2}(,\d{3})+)*万)*((0|[1-9]\d*|[1-9]\d{0,2}(,\d{3})+)*千)*(0|[1-9]\d*|[1-9]\d{0,2}(,\d{3})+)*(千円|万円|千万円|円|千ドル|万ドル|千万ドル|ドル|千ユーロ|万ユーロ|千万ユーロ|ユーロ)+(\(税込\)|\(税抜\)|\+tax)*"
|
36 |
+
)
|
37 |
+
|
38 |
+
def clean_text(self, content):
|
39 |
+
content = self.content_repatter1.sub("<URL>", content)
|
40 |
+
content = self.content_repatter2.sub("<EMAIL>", content)
|
41 |
+
content = self.content_repatter3.sub("<TEL>", content)
|
42 |
+
content = self.content_repatter4.sub("<DATE>", content)
|
43 |
+
content = self.content_repatter5.sub("<DATE>", content)
|
44 |
+
content = self.content_repatter6.sub("<PRICE>", content)
|
45 |
+
content = content.translate(self.content_trans1)
|
46 |
+
while "<BLOCK><BLOCK>" in content:
|
47 |
+
content = content.replace("<BLOCK><BLOCK>", "<BLOCK>")
|
48 |
+
return content
|
49 |
+
|
50 |
+
def tokenize(self, text, clean=False):
|
51 |
+
text = text.replace(" ", "<SP>")
|
52 |
+
text = text.replace(" ", "<SP>")
|
53 |
+
text = text.replace("\r\n", "<BR>")
|
54 |
+
text = text.replace("\n", "<BR>")
|
55 |
+
text = text.replace("\r", "<BR>")
|
56 |
+
text = text.replace("\t", "<TAB>")
|
57 |
+
text = text.replace("—", "ー")
|
58 |
+
text = text.replace("−", "ー")
|
59 |
+
for k, v in self.emoji["emoji"].items():
|
60 |
+
if k in text:
|
61 |
+
text = text.replace(k, v)
|
62 |
+
if clean:
|
63 |
+
text = self.clean_text(text)
|
64 |
+
```
|
vocab/{gpt_neox_japanese_2.7b → gpt_neox_japanese_2_7b}/__init__.py
RENAMED
@@ -1,3 +1,7 @@
|
|
|
|
|
|
|
|
|
|
1 |
from transformers import AutoTokenizer
|
2 |
|
3 |
tokenizer = AutoTokenizer.from_pretrained("abeja/gpt-neox-japanese-2.7b")
|
|
|
1 |
+
"""
|
2 |
+
这里有个 emoji.json 是干嘛的?
|
3 |
+
"""
|
4 |
+
|
5 |
from transformers import AutoTokenizer
|
6 |
|
7 |
tokenizer = AutoTokenizer.from_pretrained("abeja/gpt-neox-japanese-2.7b")
|
vocab/gpt_neox_japanese_2_7b/test.py
ADDED
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
|
3 |
+
from transformers import AutoTokenizer, GPTNeoXJapaneseTokenizer
|
4 |
+
|
5 |
+
tokenizer = GPTNeoXJapaneseTokenizer.from_pretrained("tokenizer")
|
6 |
+
|
7 |
+
# tokenizer = AutoTokenizer.from_pretrained("abeja/gpt-neox-japanese-2.7b")
|
8 |
+
|
9 |
+
tokens = tokenizer.encode("人とAIが協調するためには http://baidu.com 🤣")
|
10 |
+
|
11 |
+
for token in tokens:
|
12 |
+
print(token, tokenizer.decode([token]))
|
13 |
+
|
14 |
+
|
15 |
+
tokens = tokenizer.tokenize("人とAIが協調するためには http://baidu.com 🤣", clean=True)
|
16 |
+
print(tokens)
|
17 |
+
# for token in tokens:
|
18 |
+
# print(token, tokenizer.decode([token]))
|
19 |
+
|
vocab/gpt_neox_japanese_2_7b/test_emoji.py
ADDED
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
"""
|
3 |
+
|
4 |
+
## 疑问
|
5 |
+
- \u200d 是啥?
|
6 |
+
- 对emoji 划分12个类
|
7 |
+
"""
|
8 |
+
|
9 |
+
import json
|
10 |
+
emoji = json.load(open("tokenizer/emoji.json", "r", encoding="utf-8"))
|
11 |
+
|
12 |
+
print(emoji)
|
vocab/llama_3_chinese_8b/__init__.py
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
|
3 |
+
from transformers import AutoTokenizer
|
4 |
+
|
5 |
+
tokenizer = AutoTokenizer.from_pretrained("hfl/llama-3-chinese-8b", trust_remote_code=True)
|