EuroPython 2022 - An Introduction to Apache TVM - presented by Leandro Nunes
[Liffey Hall 2 on 2022-07-13]
This talk will present an introduction to Apache TVM using its Python API, and will include a demonstration using examples of deep learning models being executed in CPUs and Microcontrollers.
Apache TVM is a very flexible compilation stack for deep learning models, supporting many input formats such as TensorFlow, TFLite, Keras, PyTorch, ONNX, etc. as well as many target hardware like CPUs, GPUs and neural networks accelerators.
This talk will present a walkthrough of TVM Python API from installation to usage, demonstrating its features using a series of quick practical projects.
The high-level agenda is:
TVM in a nutshell (a brief description of what is TVM)
How to install
Introduction to TVM Python API
Practical demos: Compiling and tuning a model
Compiling and running a model on an embedded target
Final Remarks"
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License http://creativecommons.org/licenses/b...
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