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Project description
tiktoken-chatml
Adding support for ChatML chat template to tiktoken tokenizers:
- Remap or remove OpenAI special tokens to support only ChatML special tokens:
<|im_start|>,<|im_end|>; - Always maintain the original vocuabulary size if possible;
- Add
apply_chat_templatemethod known from HF tokenizers; - Maintain full functionality of tiktoken tokenizer.
Use for training models from scratch. For your model safety - recheck all changes before using.
Installation
pip install tiktoken-chatml
Quickstart
import tiktoken_chatml
enc = tiktoken_chatml.get_encoding("cl100k_base-chatml")
output = enc.apply_chat_template(
[
{"role": "system", "content": "This is a system message."},
{"role": "user", "content": "Hello!"},
],
tokenize=False,
)
print(output)
Output:
<|im_start|>system
This is a system message
<|im_end|>
<|im_start|>user
Hello!
<|im_end|>
Setting tokenize=True invokes tiktoken encoding.encode().
You can use this encoding as a drag and drop replacement for tiktoken.
Supported encodings:
SUPPORTED_ENCODINGS = ["o200k_base-chatml", "cl100k_base-chatml", "gpt2-chatml"]
The eot_token is now <|im_end|>:
>> enc.eot_token == enc.encode("<|im_end|>", allowed_special="all")[0]
True
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