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Title: GitHub - lhol/zipnn: A Lossless Compression Library for AI pipelines · GitHub

Open Graph Title: GitHub - lhol/zipnn: A Lossless Compression Library for AI pipelines

X Title: GitHub - lhol/zipnn: A Lossless Compression Library for AI pipelines

Description: A Lossless Compression Library for AI pipelines. Contribute to lhol/zipnn development by creating an account on GitHub.

Open Graph Description: A Lossless Compression Library for AI pipelines. Contribute to lhol/zipnn development by creating an account on GitHub.

X Description: A Lossless Compression Library for AI pipelines. Contribute to lhol/zipnn development by creating an account on GitHub.

Mail addresses
zipnn_compression@gmail.com

Opengraph URL: https://github.com/lhol/zipnn

X: @github

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Domain: github.com

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Links:

Skip to content	https://github.com/lhol/zipnn#start-of-content
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Build with Copilot	https://github.com/features/ai
Customize Copilot	https://docs.github.com/en/copilot/how-tos/copilot-on-github/customize-copilot/customize-copilot-overview
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Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Flhol%2Fzipnn
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Reload	https://github.com/lhol/zipnn
Reload	https://github.com/lhol/zipnn
Reload	https://github.com/lhol/zipnn
lhol	https://github.com/lhol
zipnn	https://github.com/lhol/zipnn
Code	https://github.com/lhol/zipnn
Pull requests	https://github.com/lhol/zipnn/pulls
Actions	https://github.com/lhol/zipnn/actions
Projects	https://github.com/lhol/zipnn/projects
Security and quality	https://github.com/lhol/zipnn/security
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zipnn	https://github.com/lhol/zipnn
zipnn/zipnn	https://github.com/zipnn/zipnn
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Readme	https://github.com/lhol/zipnn#readme-ov-file
License	https://github.com/lhol/zipnn#License-1-ov-file
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	https://github.com/lhol/zipnn/commits/main/
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zipnn	https://github.com/lhol/zipnn/tree/main/zipnn
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LICENSE.txt	https://github.com/lhol/zipnn/blob/main/LICENSE.txt
LICENSE.txt	https://github.com/lhol/zipnn/blob/main/LICENSE.txt
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RELEASE.md	https://github.com/lhol/zipnn/blob/main/RELEASE.md
architecture.md	https://github.com/lhol/zipnn/blob/main/architecture.md
architecture.md	https://github.com/lhol/zipnn/blob/main/architecture.md
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requirements.txt	https://github.com/lhol/zipnn/blob/main/requirements.txt
requirements.txt	https://github.com/lhol/zipnn/blob/main/requirements.txt
setup.py	https://github.com/lhol/zipnn/blob/main/setup.py
setup.py	https://github.com/lhol/zipnn/blob/main/setup.py
simple_example.py	https://github.com/lhol/zipnn/blob/main/simple_example.py
simple_example.py	https://github.com/lhol/zipnn/blob/main/simple_example.py
simple_example_granite.py	https://github.com/lhol/zipnn/blob/main/simple_example_granite.py
simple_example_granite.py	https://github.com/lhol/zipnn/blob/main/simple_example_granite.py
simple_example_torch.py	https://github.com/lhol/zipnn/blob/main/simple_example_torch.py
simple_example_torch.py	https://github.com/lhol/zipnn/blob/main/simple_example_torch.py
simple_example_uint.py	https://github.com/lhol/zipnn/blob/main/simple_example_uint.py
simple_example_uint.py	https://github.com/lhol/zipnn/blob/main/simple_example_uint.py
zipnn.pyproj	https://github.com/lhol/zipnn/blob/main/zipnn.pyproj
zipnn.pyproj	https://github.com/lhol/zipnn/blob/main/zipnn.pyproj
zipnn.pyproj.user	https://github.com/lhol/zipnn/blob/main/zipnn.pyproj.user
zipnn.pyproj.user	https://github.com/lhol/zipnn/blob/main/zipnn.pyproj.user
zipnn.sln	https://github.com/lhol/zipnn/blob/main/zipnn.sln
zipnn.sln	https://github.com/lhol/zipnn/blob/main/zipnn.sln
README	https://github.com/lhol/zipnn
License	https://github.com/lhol/zipnn
	https://github.com/lhol/zipnn/blob/main/images/ZipNN-logo-v2.png
	https://github.com/lhol/zipnn#zipnn--a-lossless-compression-library-for-ai-pipelines
"ZipNN: Lossless Compression for AI Models"	https://arxiv.org/abs/2411.05239
	https://pepy.tech/project/zipnn
	https://pypi.org/pypi/zipnn/
	https://github.com/lhol/zipnn#pypi-version-054--multithreading-on-cpu--up-to-80gbs-decompression--supports-fp8
	https://github.com/lhol/zipnn#contents
vLLM Integration	https://github.com/lhol/zipnn#vllm-integration
HuggingFace Integration	https://github.com/lhol/zipnn#huggingface-integration
Getting Started	https://github.com/lhol/zipnn#getting-started
Introduction	https://github.com/lhol/zipnn#introduction
Results	https://github.com/lhol/zipnn#results
Usage	https://github.com/lhol/zipnn#usage
Examples	https://github.com/lhol/zipnn#examples
Configuration	https://github.com/lhol/zipnn#configuration
Validation	https://github.com/lhol/zipnn#validation
Support And Questions	https://github.com/lhol/zipnn#support-and-questions
Contribution	https://github.com/lhol/zipnn#contribution
Citation	https://github.com/lhol/zipnn#citation
Change Log	https://github.com/lhol/zipnn#change-log
	https://github.com/lhol/zipnn#vllm-integration
	https://github.com/lhol/zipnn#gpt2-using-vllm
	https://github.com/lhol/zipnn#vllm-in-a-container
vLLM and Docker Examples.	https://github.com/lhol/zipnn/blob/main/examples#run-vllm-with-zipnn
	https://github.com/lhol/zipnn#huggingface-integration
	https://github.com/lhol/zipnn#safetensors-plugin
Click here	https://github.com/lhol/zipnn/blob/main/docs/HuggingFace.md
vLLM	https://github.com/lhol/zipnn/blob/main/examples/gpt2-zipnn_vllm.py
Hugging Face from_pretrained	https://github.com/lhol/zipnn/blob/main/examples/gpt2-zipnn_from_pretrained.py
	https://github.com/lhol/zipnn#download-compressed-models-from-hugging-face
	https://github.com/lhol/zipnn#gpt2-using-from_pretrained
	https://github.com/lhol/zipnn#other-file-types
Roberta Base	https://huggingface.co/royleibov/roberta-base-ZipNN-Compressed
Granite 3.0	https://huggingface.co/royleibov/granite-3.0-8b-instruct-ZipNN-Compressed
Llama 3.2	https://huggingface.co/royleibov/Llama-3.2-11B-Vision-Instruct-ZipNN-Compressed
granite 3b	https://www.kaggle.com/code/royleibovitz/huggingface-granite-3b-example
Llama 3.2	https://www.kaggle.com/code/royleibovitz/huggingface-llama-3-2-example
phi 3.5	https://www.kaggle.com/code/royleibovitz/huggingface-phi-3-5-example
this folder.	https://github.com/lhol/zipnn/blob/main/examples/huggingface%20exmaples
	https://github.com/lhol/zipnn#getting-started
in the scripts folder's README.	https://github.com/guygir/zipnn/blob/main/scripts/README.md
	https://github.com/lhol/zipnn#introduction
ZipNN: Lossless Compression for AI Models	https://arxiv.org/abs/2411.05239
	https://github.com/lhol/zipnn/blob/main/images/updated_flow.png
	https://github.com/lhol/zipnn#results
	https://github.com/lhol/zipnn#usage
	https://github.com/lhol/zipnn#installation-using-pip
	https://github.com/lhol/zipnn#ready-made-scripts-for-file-compression-decompression
README.md	https://github.com/lhol/zipnn/blob/main/scripts/README.md
	https://github.com/lhol/zipnn#examples
examples folder.	https://github.com/lhol/zipnn/blob/main/examples
	https://github.com/lhol/zipnn#configuration
scripts' README.	https://github.com/lhol/zipnn/blob/main/scripts/README.md
	https://github.com/lhol/zipnn#validation
	https://github.com/lhol/zipnn#support-and-questions
	https://github.com/lhol/zipnn#contribution
	https://github.com/lhol/zipnn#citation
	https://github.com/lhol/zipnn#change-log
	https://github.com/lhol/zipnn#v054
	https://github.com/lhol/zipnn#v053
	https://github.com/lhol/zipnn#v052
	https://github.com/lhol/zipnn#v051
	https://github.com/lhol/zipnn#v050
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Readme	https://github.com/lhol/zipnn#readme-ov-file
License	https://github.com/lhol/zipnn#License-1-ov-file
Activity	https://github.com/lhol/zipnn/activity
0 forks	https://github.com/lhol/zipnn/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Flhol%2Fzipnn&report=lhol+%28user%29
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