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SbS Extension for PyTorch SbS Extension for PyTorch
# Based on the scientific papers: # Based on these scientific papers
**Back-Propagation Learning in Deep Spike-By-Spike Networks** **Back-Propagation Learning in Deep Spike-By-Spike Networks**
David Rotermund and Klaus R. Pawelzik David Rotermund and Klaus R. Pawelzik
@ -13,3 +13,16 @@ https://www.frontiersin.org/articles/10.3389/fncom.2019.00055/full
Udo Ernst, David Rotermund, and Klaus Pawelzik Udo Ernst, David Rotermund, and Klaus Pawelzik
Neural Computation (2007) 19 (5): 1313–1343. https://doi.org/10.1162/neco.2007.19.5.1313 Neural Computation (2007) 19 (5): 1313–1343. https://doi.org/10.1162/neco.2007.19.5.1313
https://direct.mit.edu/neco/article-abstract/19/5/1313/7183/Efficient-Computation-Based-on-Stochastic-Spikes https://direct.mit.edu/neco/article-abstract/19/5/1313/7183/Efficient-Computation-Based-on-Stochastic-Spikes
# 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.