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Add Qwen support #850

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Add Qwen support #850

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chenht2026
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@chenht2026 chenht2026 commented Dec 29, 2023

It works.
Qwen's tokenizer is based on tiktoken, I add the tokenizer(tokenization_qwen.py) from its huggingface repo without any revision. This make the code a little complicate, so maybe do not merge.

May be some one needs it.

Closes #840

@lantiga
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lantiga commented Jan 8, 2024

Thank you @chenht2026, sorry for the wait. A few of us took a break :-)

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Thanks for the contributions! One comment on the config flag

@@ -27,6 +27,8 @@ class Config:
rotary_percentage: float = 0.25
parallel_residual: bool = True
bias: bool = True
# just for Qwen
is_Qwen: Optional[bool] = None
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I think we should avoid this in favor of something that characterizes Qwen, like having bias only in c_attn.
For the time being we could rename this as attn_bias, and then in the future turn bias into a Option[bool, List[str]] if there's a need for it.

@lantiga lantiga added the enhancement New feature or request label Jan 8, 2024
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Can you also add a tests/test_model.py test?

Comment on lines +1 to +4
# Copyright (c) Alibaba Cloud.
#
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
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If you didn't write the code from this file (which I assume you were not since you did add this license), you should link it to the original source. Is the original from PaddlePaddle? https://github.com/PaddlePaddle/PaddleNLP/blob/develop/paddlenlp/transformers/qwen/tokenizer.py

I would advice that you create a version that only implements that few methods required by tokenizer.py

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I just copy it from their huggingface repo. tokenization_qwen.py

from typing import Collection, Dict, List, Set, Tuple, Union

import tiktoken
from transformers import PreTrainedTokenizer, AddedToken
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This project doesn't have transformers as a dependency, so this import is not possible

@@ -91,6 +95,8 @@ def encode(
tokens = self.processor.encode(string).ids
elif self.backend == "sentencepiece":
tokens = self.processor.encode(string)
elif self.backend == "tiktoken":
tokens = self.processor.encode(string)
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It doesn't seem like the new processor implements this method. Also, what about decoding?

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It would be good mention qwen's recommended languages.

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Chinese and English. I'll add it.

@samuelazran
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It works. Qwen's tokenizer is based on tiktoken, I add the tokenizer(tokenization_qwen.py) from its huggingface repo without any revision. This make the code a little complicate, so maybe do not merge.

May be some one needs it.

Closes #840

Would it work with Qwen 2 (Qwen/Qwen1.5-7B-Chat)? if not what needs to be added?
Qwen1.5 improve a lot on its predecessor in performance.
https://huggingface.co/Qwen/Qwen1.5-7B-Chat/tree/main

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Qwen support
4 participants