Safetensors and GGUF weight loader interface

From-Scratch Safetensors & GGUF Weight Loader with Lazy Memory-Mapped Tensor Streaming and Q4_0/Q8_0 Dequantization in Pure Python

A step‑by‑step guide to creating a lightweight, lazy‑evaluated weight loader that streams safetensors and GGUF tensors, applies Q4_0/Q8_0 dequantization, and can be dropped into any inference pipeline.

November 8, 2026 · 10 min · 2096 words · martinuke0
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