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Related issues
Added feature.
Description
Here a conversion factor (weight scaling) is introduced that scales the weight range of the cross bar in respect to the digital output. For instance during initialization for training, the
weight_scaling_omega
factor can be used to set the absolute max of the weight matrix to some value (e.g. to the maximum of the weight range) and scale the output accordingly. This ensures that tile operates in a proper dynamic regime for a given DNN and usually improves achievable accuracy.Details
See Rasch, Gokmen & Haensch (2019) for algorithmic details.