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Introduction 🎉
We are open-sourcing one of our early experiments of
BitNet b1.58
paper. This 634m parameter model is pre-trained from scratch using a custom synthetic dataset of 5B tokens. The model's architecture experiments contain the modification of using higher depth and shallow configuration
Run the model
Please note that, at the moment,
trust_remote_code=True
is required for running the model.
from transformers import AutoModelForCausalLM, AutoTokenizer
model = AutoModelForCausalLM.from_pretrained("budecosystem/boomer-bitnet-634m",
trust_remote_code=True)
tokenizer = AutoTokenizer.from_pretrained("budecosystem/boomer-bitnet-634m")
input_ids = tokenizer("In the recent Super Bowl LVIII,", return_tensors='pt').to(model.device)["input_ids"]
outputs = model.generate(input_ids, max_new_tokens=216)
print(tokenizer.batch_decode(outputs))
Evaluations
We have evaluated the pre-trained model on few of the benchmarks
Model Name
ARC
MMLU
Winogrande
Hellaswag
MathQA
GSM8K
boomer-bitnet-634m
26.19
25.23
51.07
34.08
23.38
0.91
Final thought on Boomer!
This isn't the end. It's just the beginning of a journey towards creating more advanced, more efficient, and more accessible language models. We invite you to join us on this exciting journey.
Aknowledgements
We'd like to thank the open-source community and the researchers whose foundational work laid the path for BOOMER. Special shoutout to team who published BitNet b1.58 paper.
Runs of budecosystem boomer-bitnet-634m on huggingface.co
62
Total runs
2
24-hour runs
-1
3-day runs
6
7-day runs
48
30-day runs
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