Discover tum-ei-eda/micro-kws Open Source project

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tum-ei-eda

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Complete flow for keyword spotting on microcontrollers. From data collection to data preparation to training and deployment.

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utvm_staticrt_codegen

This project contains a code generator that produces static C NN inference deployment code targeting tiny micro-controllers (TinyML) as replacement for other µTVM runtimes. This tools generates a runtime, which statically executes the compiled model. This reduces the overhead in terms of code size and execution time compared to having a dynamic on-device runtime.

vrtlmod

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M2-ISA-R

CoreDSL2 Parser with backend to generate simulation code for the ETISS instruction set simulator

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stm32-tflm-demos

Tiny machine learning demos for STM32 microcontrollers

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tflm-offline-interpreter

This project runs the TFLM interpreter off-target to produce static code that is able to run inference on the processed model. This avoids interpretation and code size overheads on a target that does not need to process different models dynamically.

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TVM-UMA

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TinyML-MobileNetV2-Example

moiopt

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etiss-sc

SystemC/TLM2.0 productivity library wrapping the Extendable Instruction Set Simulator ETISS as a tlm cpu core.

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softvector

Vector arithmetic library targeting simulation of Vector Processing Units (VPUs) for various targets, e.g., ETISS.

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Trace-Generator

Python tool to generate monitors (and printers) for ETISS based on json description

Python

TinyML-Face-Recognition-Example

etiss_riscv_examples

transform_allocs_static

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TinyML-Examples

Collection of TinyML benchmark NN models (in the making)

TinyML-Sine-Example

Jupyter Notebook

rvv-gauss-demo

RISC-V Vector Extension v0.9 (RVV0.9) accelerated Gaussian Elimination for post-quantum McEliece cryptosystems.

TinyML-KWS-Example

TinyML-Graph-Example

mlonmcu-sw

Target software library (MLIF, Machine Learning Interface) used by the MLonMCU python package

TinyML-CIFAR10-Example

M2-ISA-R-Perf

Python

TinyML-Keyword-Example

TinyML-CNN-Example

SoftwareEval-Backends

C++

stm32-tflm-tinyface

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mlonmcu-models

TinyML model zoo primarily used by the MLonMCU python package

Jupyter Notebook

TinyML-MNIST-Example

Jupyter Notebook

SoftwareEvalLib

C++

tum-ei-eda/micro-kws

tum-ei-eda

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