Top 10 C quantization Projects
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Project mention: Lazy Loading, Code Splitting, and Image Optimization for SaaS Applications | dev.to | 2026-04-28
Optimize images at every step: Compress with mozjpeg/ pngquant, resize to actual display dimensions, serve progressive JPEGs, and use CDNs with on-the-fly optimization (Cloudinary, imgix).
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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kimi-k3-in-c
A 2.78-trillion-parameter Kimi K3 running inference on a single CPU in 8.24 GB of RAM. Portable C99: no BLAS, no framework, no GPU.
Project mention: How a 176 KB C Binary Runs a 2.78-Trillion-Parameter Model on One CPU with 8 GB of RAM | dev.to | 2026-08-05 -
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tinyengine
[NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning; [NeurIPS 2022] MCUNetV3: On-Device Training Under 256KB Memory (by mit-han-lab)
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BitNetMCU
Neural Networks with low bit weights on low end 32 bit microcontrollers such as the CH32V003 RISC-V Microcontroller and others
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faster-enhancer.c
Pure C implementation of FastEnhancer. 3.3x faster than the ONNX Runtime graph, same quality.
Project mention: Show HN: Faster-enhancer.c – FastEnhancer speech enhancement, 3.3x faster in C | news.ycombinator.com | 2026-07-28 -
MLPico
Static-allocation MLP inference in ANSI C using 2-slot circular buffer with fixed stride indexing. An easy to use, minimal MLP alternative to GiorgosXou/NeuralNetworks enhanced with PROGMEM, int-quantization etc.
Project mention: Show HN: MLP inference in ANSI C using a 2-slot ring buffer | news.ycombinator.com | 2026-06-11 -
geistlib
Tiny dependency-free C23 inference engine for small LLMs — ternary BitNet, CPU-first, runs on a Raspberry Pi
Project mention: I wrote a C inference engine that runs BitNet 2B at 15–18 tok/s on a Pi 5 | news.ycombinator.com | 2026-08-11curl -L -o geist-bitnet https://github.com/geisten/geistlib/releases/latest/download...
C quantization discussion
C quantization related posts
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Construindo um assistente pessoal 100% local com Ollama, LangChain e voz — e as armadilhas que ninguém conta
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Eagle 7B: Soaring past Transformers
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keeping collection size down (for ankiweb) when needing lots of image cards/notes
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rwkv.cpp: FP16 & INT4 inference on CPU for RWKV language model (r/MachineLearning)
Index
What are some of the best open-source quantization projects in C? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | pngquant | 5,739 |
| 2 | kimi-k3-in-c | 4,794 |
| 3 | picolm | 1,906 |
| 4 | tinyengine | 945 |
| 5 | BitNetMCU | 336 |
| 6 | hicolor | 209 |
| 7 | patolette | 155 |
| 8 | faster-enhancer.c | 18 |
| 9 | MLPico | 2 |
| 10 | geistlib | 1 |