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would be the kernel top and width, respectively and finally s and d tend to be the stride and dilation, respectively. It can be observed that the idle time will depend on the volume of the enter function maps but irrelevant to the amount of the output function maps.Given that the input values are streamed into the line buffer, the window buffer copies the chunk of values that are needed for the layer operation (i.e., convolution or max pooling) as illustrated in Figure 4. Even so, the choice to start the layer operation is based over the values from the row as well as the column counters. Exclusively, the operation is permitted to be carried out only when the row and column counters are multiples in the vertical and horizontal strides respectively. Algorithm A1 in Appendix A.one displays how the stride Procedure is handled. To be able to study the impact on the stride about the layer’s idle time, we differentiate the idle time with respect for the stride s in Equation (six):
The quantity earlier mentioned Just about every column signifies the relative latency or Power use with regard to our FPGA implementation.
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The unsigned linear quantization perform [27] converts a complete-precision positive worth x to an L x
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bits) in an effort to allocate all of the needed bits around the left facet with the decimal issue quickly. Then, we throw absent the extra fractional bits outside of L F
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