Summary of First Architecture Sample Clauses

Summary of First Architecture. Our first approach, described in the first deliverable of QualiMaster, did not yield performance improvement. Recall that in order to obtain proper functionality we used the stream offset functionality of Maxeler that preserves a buffer containing the elements of a specific, predefined window of data. We selected the specific functionality to access data that appear after the current data sample that is flowing through the DFE. This was necessary to obtain the whole dot product computation. Moreover each element of the xi vector, which remains constant during the summation loop, was sent into the DFE as a scalar, and therefore was stored in the FPGA in a register. Hence, these elements were always available for kernel computation. However, this also limited the possible size of input vector xias it had to equal at most the available number of registers in the DFE. Thus, our first approach could not be tested with datasets whose feature space was more than a few tens of features which led to our second approach.
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