GitHub

test_qnn_preprocess_model.py

root_inp = onnx.helper.make_tensor_value_info("root", onnx.TensorProto.FLOAT, shape) output = onnx.helper.make_tensor_value_info("output", onnx.TensorProto.FLOAT ...
GitHub

Quantization Experiments: Reproducing PolarQuant + QJL from Scratch

A research-grade implementation of low-bit quantization techniques inspired by Google Research's TurboQuant (ICLR 2026), built from scratch in Python with PyTorch. This repository documents a series ...
LinkedIn

Local AI Made Easy: Automating Hugging Face to GGUF Model Quantization on Windows with Docker & Python

Over the past year, local Large Language Models (LLMs) have made a massive leap forward. Today, a 7B parameter model running on a workstation can easily handle serious workloads—from IDE code ...
LinkedIn

Aliaksandr Hvozdzeu’s Post

Local AI Made Easy: Automating Hugging Face to GGUF Model Quantization on Windows with Docker & Python. #AI #LLM #OpenSource #DevOps #Docker #Python #PowerShell #MachineLearning #Quantization #Qwen ...
Nature

A dichotomy color quantization algorithm for the HSI color space

Color quantization is used to obtain an image with the same number of pixels as the original but represented using fewer colors. Most existing color quantization algorithms are based on the Red Green ...