初始化项目，由ModelHub XC社区提供模型
Model: UW/OLMo2-8B-SuperBPE-t180k Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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language:
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- en
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library_name: transformers
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datasets:
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- allenai/olmo-mix-1124
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---
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# SuperBPE
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This 8B model was trained from scratch with a SuperBPE tokenizer. [SuperBPE](https://arxiv.org/abs/2503.13423) extends the BPE algorithm to include both traditional subword tokens (contained within word boundaries), as well as new **superword** tokens (containing parts of multiple words)! Due to encoding the same amount of text in fewer tokens, this model is **27% more efficient at inference-time** on average compared to a model trained with BPE.
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The model was trained with the Olmo2 7B architecture and pretraining data. It has a context length of 3,000 tokens (to match the effective context size in bytes of a BPE model with a context length of 4,096 tokens), and is trained on 331B tokens. The tokenizer has a vocabulary size of 200k and transitions from learning subword to learning superword tokens at vocabulary size of 180k.
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## Example Usage
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```
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from transformers import AutoTokenizer, AutoModelForCausalLM
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tokenizer = AutoTokenizer.from_pretrained("UW/OLMo2-8B-SuperBPE-t180k")
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model = AutoModelForCausalLM.from_pretrained("UW/OLMo2-8B-SuperBPE-t180k")
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tokenizer.convert_ids_to_tokens(tokenizer.encode("By the way, I am a fan of the Milky Way."))
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# ['ByĠtheĠway', ',ĠIĠam', 'Ġa', 'Ġfan', 'ĠofĠthe', 'ĠMilkyĠWay', '.']
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```
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# Citation
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```
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@misc{liu-etal-2025-superbpe,
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title={SuperBPE: Space Travel for Language Models},
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author={Alisa Liu and Jonathan Hayase and Valentin Hofmann and Sewoong Oh and Noah A. Smith and Yejin Choi},
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year={2025},
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eprint={2503.13423},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2503.13423},
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}
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```
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}
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config.json
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{
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"architectures": [
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"Olmo2ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"hidden_act": "silu",
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"max_position_embeddings": 3000,
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"model_type": "olmo2",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 32,
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"pad_token_id": 200001,
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"rms_norm_eps": 1e-06,
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"rope_scaling": null,
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"rope_theta": 500000,
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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}
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6
special_tokens_map.json
Normal file
6
special_tokens_map.json
Normal file
@@ -0,0 +1,6 @@
|
||||
{
|
||||
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||||
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||||
"pad_token": "<|padding|>",
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||||
"unk_token": "<|endoftext|>"
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
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||||
oid sha256:c59b266e1dc9a768b2d69493c3f6eb3e46db7deb723411c958fe65ee06c28533
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size 14746941
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53
tokenizer_config.json
Normal file
53
tokenizer_config.json
Normal file
@@ -0,0 +1,53 @@
|
||||
{
|
||||
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||||
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||||
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||||
}
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user