feat(quant): NF4 backend (CUDA & Triton), add bench; remove legacy

docs: add setup and run instructions to README

feat(quant): add quantization notebook with CogView4 examples

feat(quant): add uniform and nonuniform quantization examples and implementations

build(deps): add scikit-learn dependency

build: add project dependencies and linting setup