2022-04-30 02:03:34 +02:00
|
|
|
|
# pytorch-sbs
|
|
|
|
|
|
SbS Extension for PyTorch
|
2022-04-30 02:14:02 +02:00
|
|
|
|
|
|
|
|
|
|
|
2022-04-30 13:45:04 +02:00
|
|
|
|
# Based on these scientific papers
|
2022-04-30 02:14:02 +02:00
|
|
|
|
|
2022-04-30 02:16:43 +02:00
|
|
|
|
**Back-Propagation Learning in Deep Spike-By-Spike Networks**
|
|
|
|
|
|
David Rotermund and Klaus R. Pawelzik
|
|
|
|
|
|
Front. Comput. Neurosci., https://doi.org/10.3389/fncom.2019.00055
|
|
|
|
|
|
https://www.frontiersin.org/articles/10.3389/fncom.2019.00055/full
|
2022-04-30 02:14:24 +02:00
|
|
|
|
|
2022-04-30 02:16:43 +02:00
|
|
|
|
**Efficient Computation Based on Stochastic Spikes**
|
|
|
|
|
|
Udo Ernst, David Rotermund, and Klaus Pawelzik
|
2022-04-30 02:17:18 +02:00
|
|
|
|
Neural Computation (2007) 19 (5): 1313–1343. https://doi.org/10.1162/neco.2007.19.5.1313
|
2022-04-30 02:16:43 +02:00
|
|
|
|
https://direct.mit.edu/neco/article-abstract/19/5/1313/7183/Efficient-Computation-Based-on-Stochastic-Spikes
|
2022-04-30 13:45:04 +02:00
|
|
|
|
|
|
|
|
|
|
# Python
|
|
|
|
|
|
|
|
|
|
|
|
It was programmed with 3.10.4. And I used some 3.10 Python expression. Thus you might get problems with older Python versions.
|
|
|
|
|
|
|
|
|
|
|
|
# C++
|
|
|
|
|
|
|
|
|
|
|
|
It works without compiling the C++ modules. However it is 10x slower.
|
|
|
|
|
|
You need to modify the Makefile in the C++ directory to your Python installation.
|
|
|
|
|
|
In addition yoir Python installation needs the PyBind11 package installed. You might want to perform a
|
|
|
|
|
|
pip install pybind11
|
|
|
|
|
|
The Makefile uses clang as a compiler. If you want something else then you need to change the Makefile.
|
|
|
|
|
|
|
