Spaces:
Running
Running
Commit
·
ce44288
1
Parent(s):
61c1783
initial push, hf + openai
Browse files- .gitignore +1 -0
- app.py +76 -0
- requirements.txt +1 -0
.gitignore
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
venv/
|
app.py
ADDED
|
@@ -0,0 +1,76 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
from typing import List
|
| 3 |
+
import gradio as gr
|
| 4 |
+
from transformers import AutoTokenizer
|
| 5 |
+
import tiktoken
|
| 6 |
+
|
| 7 |
+
|
| 8 |
+
hf_tokenizer_list = [
|
| 9 |
+
("tugstugi/bert-large-mongolian-cased", False),
|
| 10 |
+
("tugstugi/bert-large-mongolian-uncased", False),
|
| 11 |
+
("bayartsogt/mongolian-roberta-large", True),
|
| 12 |
+
("bigscience/bloom", True),
|
| 13 |
+
]
|
| 14 |
+
|
| 15 |
+
openai_tokenizer_list = [
|
| 16 |
+
"text-davinci-003",
|
| 17 |
+
"gpt-4"
|
| 18 |
+
]
|
| 19 |
+
|
| 20 |
+
# load tokenizers
|
| 21 |
+
hf_tokenizers = [
|
| 22 |
+
AutoTokenizer.from_pretrained(model_name_or_id, use_fast=use_fast)
|
| 23 |
+
for model_name_or_id, use_fast in hf_tokenizer_list
|
| 24 |
+
]
|
| 25 |
+
|
| 26 |
+
openai_tokenizers = [
|
| 27 |
+
tiktoken.encoding_for_model(name)
|
| 28 |
+
for name in openai_tokenizer_list
|
| 29 |
+
]
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
def do_tokenize(tokenizer: AutoTokenizer, text: str) -> List[str]:
|
| 33 |
+
return [(tokenizer.decode([token_id]), str(i)) for i, token_id in enumerate(tokenizer.encode(text))]
|
| 34 |
+
|
| 35 |
+
def do_simple_split(text: str):
|
| 36 |
+
return [(x, str(i)) for i, x in enumerate(text.split())]
|
| 37 |
+
|
| 38 |
+
def do_function(text: str):
|
| 39 |
+
return (
|
| 40 |
+
text,
|
| 41 |
+
len(text),
|
| 42 |
+
do_simple_split(text),
|
| 43 |
+
*[do_tokenize(tokenizer, text) for tokenizer in hf_tokenizers],
|
| 44 |
+
*[do_tokenize(tokenizer, text) for tokenizer in openai_tokenizers],
|
| 45 |
+
)
|
| 46 |
+
|
| 47 |
+
|
| 48 |
+
demo = gr.Interface(
|
| 49 |
+
do_function,
|
| 50 |
+
[
|
| 51 |
+
gr.Text("", placeholder="Мөнгөө тушаачихсаныхаа дараа мэдэгдээрэй")
|
| 52 |
+
],
|
| 53 |
+
[
|
| 54 |
+
gr.Text("", label="input"),
|
| 55 |
+
gr.Number(0, label="Character Count"),
|
| 56 |
+
gr.HighlightedText("", label="Simple Split"),
|
| 57 |
+
*[gr.HighlightedText("", label=tokenizer_name) for tokenizer_name, _ in hf_tokenizer_list],
|
| 58 |
+
*[gr.HighlightedText("", label="openai/" + tokenizer_name) for tokenizer_name in openai_tokenizer_list],
|
| 59 |
+
],
|
| 60 |
+
live=True,
|
| 61 |
+
allow_flagging="never",
|
| 62 |
+
title="Real-Time Tokenizer",
|
| 63 |
+
description=(
|
| 64 |
+
"**Tokenizers:**\n" +
|
| 65 |
+
"\n".join(
|
| 66 |
+
[
|
| 67 |
+
f"🤗 [{x}](https://huggingface.co/{x})"
|
| 68 |
+
for x, _ in hf_tokenizer_list
|
| 69 |
+
] + [
|
| 70 |
+
f"⏳ [{x}](https://github.com/openai/tiktoken)"
|
| 71 |
+
for x in openai_tokenizer_list
|
| 72 |
+
])
|
| 73 |
+
),
|
| 74 |
+
)
|
| 75 |
+
if __name__ == "__main__":
|
| 76 |
+
demo.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
tiktoken
|