TinyMaix
tinyengine
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| TinyMaix | tinyengine | |
|---|---|---|
| 10 | 3 | |
| 825 | 734 | |
| 3.2% | 4.9% | |
| 1.5 | 5.6 | |
| 17 days ago | 29 days ago | |
| C | C | |
| Apache License 2.0 | MIT License |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
TinyMaix
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[D] Run Pytorch model inference on Microcontroller
TinyMaix. Very minimalistic, can also be used on RISC-V
- Show HN: PicoVGA Library – VGA/TV Display on Raspberry Pi Pico
- [Discussion] Best practices for taking deep learning models to bare metal MCUs
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Meet Sipeed’s TinyMaix: An Open-Source Lightweight Machine Learning Library For Microcontrollers
Sipeed TinyMaix is an open-source machine learning library designed for microcontrollers. According to findings, it is lightweight enough to be compatible with Microchip ATmega328 MCU found in the Arduino UNO board and its many clones.
- TinyMaix: Enable Deeplearning for embedded device with 1KB SRAM
- TinyMaix: Ultra Lightweight TinyML Infer Lib (using tflite quant strategy)
- TinyMaix: Ultra Lightweight TinyML Infer Lib optimized for RISC-V P/V extend~
- TinyMaix: Enable Deeplearning for IoT device with 1KB SRAM
tinyengine
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[D] Run Pytorch model inference on Microcontroller
TinyEngine from MCUNet. Looks great, targeting ARM CM4.
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[D][R] Deploying deep models on memory constrained devices
However, I am looking on this subject through the problem of training/finetuning deep models on the edge devices, being increasingly available thing to do. Looking at tflite, alibaba's MNN, mit-han-lab's tinyengine etc..
- TinyEngine: High-performance neural network library for Microcontrollers
What are some alternatives?
ai8x-synthesis - Quantization and Synthesis (Device Specific Code Generation) for ADI's MAX78000 and MAX78002 Edge AI Devices
prnf - A lightweight tiny printf alternative. With some reasonable limitations, extensions, and alternative behaviour suited to microcontrollers.
nnom - A higher-level Neural Network library for microcontrollers.
pico-zxspectrum - ZX Spectrum for Raspberry Pico Pi RP2040
ML-examples - Arm Machine Learning tutorials and examples
mbot-vision - Let your Makeblock robot see using an ESP32, camera and PyTorch
b-em - An RP2040 and Raspberry Pi 2/3/4/Zero 2 W version of an opensource BBC Micro emulator originally for Win32 and Linux
EdgeML - This repository provides code for machine learning algorithms for edge devices developed at Microsoft Research India.
MaximAI_Documentation - START HERE: Documentation for ADI's MAX78000 and MAX78002 Edge AI devices
SLID-on-Microcontrollers - Speech Classification using a Convolutional Neural Network running on a Microcontroller