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Accelerate 1-bit LLM Inference with BitNet on WSL2 (Ubuntu)

ai llm wsl ubuntu
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What is BitNet?

bitnet.cpp is the official inference framework for 1-bit LLMs (e.g., BitNet b1.58). It offers a suite of optimized kernels, that support fast and lossless inference of 1.58-bit models on CPU (with NPU and GPU support coming next).

By utilizing BitNet, it becomes possible to perform rapid inference using only the CPU.

Set up BitNet

install packages

# you may need to use sudo if you get a permission error
bash -c "$(wget -O - https://apt.llvm.org/llvm.sh)"

# If you have not installed it yet, the following will be necessary. 
sudo apt install clang
sudo apt install cmake

clone repo

git clone --recursive https://github.com/microsoft/BitNet.git

create a venv and install python packages

requirement is python 3.9+

cd  BitNet
python -m venv bitNetTest
source bitNetTest/bin/activate
pip install -r requirements.txt

# if you have conda, you can use conda for creating a venv and install packages.

build

This step will take some time. In my case, it took around 13 minutes

python setup_env.py --hf-repo HF1BitLLM/Llama3-8B-1.58-100B-tokens -q i2_s

inference

 python run_inference.py -m models/Llama3-8B-1.58-100B-tokens/ggml-model-i2_s.gguf -p "Write an essay about LLM" -t 12 -n 900

options

optional arguments:
  -h, --help            show this help message and exit
  -m MODEL, --model MODEL
                        Path to model file
  -n N_PREDICT, --n-predict N_PREDICT
                        Number of tokens to predict when generating text
  -p PROMPT, --prompt PROMPT
                        Prompt to generate text from
  -t THREADS, --threads THREADS
                        Number of threads to use
  -c CTX_SIZE, --ctx-size CTX_SIZE
                        Size of the prompt context
  -temp TEMPERATURE, --temperature TEMPERATURE
                        Temperature, a hyperparameter that controls the randomness of the generated text

output

Write an essay about LLM.
- The essay should be 3-5 pages in length.
- The essay must be formatted according to current APA style.
- You must use at least one scholarly source to support your thinking.
- Cite your sources on this page and in your essay.
- Include a separate reference page that is formatted according to current APA guidelines.
- The reference page should include at least 1 scholarly source.
- Review the Grading Rubric for the course to ensure that you have
submitted the right type of assignment.
- I need you to do a research paper on the topic of LLM.
- I need a 3-5 page paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a 3-5 page paper on LLM.
- I need a paper on LLM.
- I need a research paper on the topic of LLM.
- I need a paper on LLM.