ai8x-synthesis
tinyengine
| ai8x-synthesis | tinyengine | |
|---|---|---|
| 1 | 3 | |
| 50 | 742 | |
| - | 3.4% | |
| 7.0 | 5.6 | |
| 3 days ago | about 1 month ago | |
| Python | C | |
| Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
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.
ai8x-synthesis
-
[D] Run Pytorch model inference on Microcontroller
MAX7800X Toolchain and Documentation (proprietary) This is a proprieteray toolchain to deploy models to the MAX78000 edge NN devices.
tinyengine
-
[D] Run Pytorch model inference on Microcontroller
TinyEngine from MCUNet. Looks great, targeting ARM CM4.
-
[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?
TinyMaix - TinyMaix is a tiny inference library for microcontrollers (TinyML).
prnf - A lightweight tiny printf alternative. With some reasonable limitations, extensions, and alternative behaviour suited to microcontrollers.
onnx2c - Open Neural Network Exchange to C compiler.
nnom - A higher-level Neural Network library for microcontrollers.
cONNXr - Pure C ONNX runtime with zero dependancies for embedded devices
ML-examples - Arm Machine Learning tutorials and examples
EdgeML - This repository provides code for machine learning algorithms for edge devices developed at Microsoft Research India.
deepC - vendor independent TinyML deep learning library, compiler and inference framework microcomputers and micro-controllers
SLID-on-Microcontrollers - Speech Classification using a Convolutional Neural Network running on a Microcontroller