Python code on a terminal displaying a GGUF weight loader

Pure Python GGUF Weight Loader: Streaming Quantized Tensors via Memory-Mapped Files

A step‑by‑step guide to building a pure Python GGUF weight loader that streams quantized tensors using memory‑mapped files, complete with code, testing, and production‑ready extensions.

October 12, 2026 · 8 min · 1680 words · martinuke0
A sleek diagram of tensor weights flowing through memory‑mapped files

From‑Scratch Safetensors & GGUF Weight Loader with mmap‑Backed Zero‑Copy Views

A practical, runnable guide to constructing a from‑scratch safetensors/GGUF weight loader with zero‑copy mmap views, dtype/quantization decoding, and shape validation, perfect for a CV‑boosting side project.

October 2, 2026 · 10 min · 2029 words · martinuke0
A circuit board with glowing data streams

Building a GGUF Tensor Dequantizer and Lazy Loader

Learn to build a memory‑efficient GGUF weight loader that dequantizes tensors on the fly, ideal for low‑resource inference.

September 30, 2026 · 7 min · 1345 words · martinuke0
A code editor showing GGUF parsing code

Building a GGUF Model Loader with Built-in Dequant: A Portfolio Project for Systems Engineers

A practical guide to building a GGUF model loader with dequantization, demonstrating systems skills for engineering roles.

September 30, 2026 · 13 min · 2637 words · martinuke0
A code editor showing a Python script loading tensor data

Build a Pure-Python GGUF/Safetensors Weight Loader

Learn to build a lightweight, dependency‑free weight loader that demonstrates systems‑level skills for ML engineering roles.

September 27, 2026 · 9 min · 1816 words · martinuke0
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