Name		Name	Last commit message	Last commit date
parent directory ..
cli		cli
hermes		hermes
img		img
iscas_tutorial		iscas_tutorial
tutorial		tutorial
LeNet5.ipynb		LeNet5.ipynb
README.md		README.md
analog_fusion.ipynb		analog_fusion.ipynb
analog_sensitivity_LeNet5.ipynb		analog_sensitivity_LeNet5.ipynb
analog_training_LeNet5.ipynb		analog_training_LeNet5.ipynb
analog_training_LeNet5_TT.ipynb		analog_training_LeNet5_TT.ipynb
analog_training_LeNet5_hwa.ipynb		analog_training_LeNet5_hwa.ipynb
analog_training_LeNet5_plot.ipynb		analog_training_LeNet5_plot.ipynb

README.md

AIHWKIT Notebooks

You can find here example notebooks provided by the AIHWKIT team.

Pytorch notebooks

You can open any page of the documentation as a notebook in colab (there is a button directly on said pages) but they are also listed here if you need to:

Notebook	Description
Analog training of LeNet5 on ReRam analog device	Training the LeNet5 neural network with MNIST dataset and the Analog SGD optimizer simulated on the analog resistive random-access memory with soft bounds (ReRam) device
Analog Training of LeNet5 with the Tiki Taka optimizer and ReRAM analog device	Training the LeNet5 neural network with Tiki Taka analog optimizer on MNIST dataset, simulated on the the analog resistive random-access memory with soft bounds (ReRam) device
Analog Training of LeNet5 with hardware aware training for inference on a PCM device	Training the LeNet5 neural network with hardware aware training using the Inference RPU Config to optimize inference on a PCM device.
Experiments to study the sensitivity of neural networks to non-idealities of Crossbar implementations	Studying the sensitivity of a LeNet5 neural network to synaptic devices and peripheral circuit non-idealities.
IBM Analog Fusion chip conversion utility example	Provide examples of how to convert the weights of a neural network model to a list of conductance values that can be programmed in the Fusion chip. The notebook also shows the errors between the orginal model and the new model after programming the analog chip.