tum-ei-eda/transform_allocs_static

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2
Language
C++
License
Apache License 2.0
Created over 3 years ago
Updated over 3 years ago

tum-ei-eda/transform_allocs_static

tum-ei-eda

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Tool for the deployment and analysis of TinyML applications on TFLM and MicroTVM backends

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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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tflm-offline-interpreter

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moiopt

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softvector

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etiss_riscv_examples

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Collection of TinyML benchmark NN models (in the making)

TinyML-Sine-Example

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micro-kws

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

rvv-gauss-demo

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

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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

TinyML-Keyword-Example

TinyML-CNN-Example

SoftwareEval-Backends

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mlonmcu-models

TinyML model zoo primarily used by the MLonMCU python package

Jupyter Notebook

TinyML-MNIST-Example

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SoftwareEvalLib