budecosystem / boomer-bitnet-634m

huggingface.co
Total runs: 62
24-hour runs: 2
7-day runs: 6
30-day runs: 48
Model's Last Updated: April 05 2024
text-generation

Introduction of boomer-bitnet-634m

Model Details of boomer-bitnet-634m

Democratizing access to LLMs for the open-source community.
Let's advance AI, together.


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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