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tmrcheck.hpp
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tmrcheck.hpp
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/******************************************************************************
* Copyright (c) 2021, Xilinx, Inc.
* All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice,
* this list of conditions and the following disclaimer.
*
* 2. Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in the
* documentation and/or other materials provided with the distribution.
*
* 3. Neither the name of the copyright holder nor the names of its
* contributors may be used to endorse or promote products derived from
* this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,
* THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
* PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR
* CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
* EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
* OR BUSINESS INTERRUPTION). HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
* WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR
* OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF
* ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
*******************************************************************************/
/******************************************************************************
*
* Authors: Timoteo Garcia Bertoa <timoteog@xilinx.com>
*
* \file tmrcheck.hpp
*
* Library of templated HLS functions for BNN deployment.
* This file performs error checks to triplicated channels of an OFM
*
*****************************************************************************/
#ifndef TMR_HPP
#define TMR_HPP
#include "hls_stream.h"
/**
* \brief Smart TMR block
*
* The function receives an OFM from the MVTU, with triplicated channels. It outputs a single channel for each triplication,
* being this channel one which contains valid data. A flag is also available to watch the character of the error detected,
* either all channels in a triplication are different, or just one.
*
* \tparam InW Input data width, activation precision
* \tparam OFMChannels Number of Output Feature Map channels, including triplications
* \tparam NUM_RED Number of redundancies (or triplicated channels)
* \tparam REDF Redundancy factor (3 to triplicate)
* \tparam OFMDim Width and Height of the Output Feature Map (assumed square)
* \tparam MAX_CH_WIDTH Value to determine the precision of channel indexes
*
* \param in Input stream
* \param out Output stream
* \param errortype Flag to inform redundancy check results. 0 if no faults, LSB set if one PE is faulty, MSB set if all differ
* \param channel_mask Value with binary channel masks (1 if channel is triplicated, 0 otherwise)
* \param red_ch_index Array of redundant triplets' indexes. Each position stores the first triplicated channel index of a triplet
*/
template<unsigned int InW,
unsigned int OFMChannels,
unsigned int NUM_RED,
unsigned int REDF,
unsigned int OFMDim,
unsigned int MAX_CH_WIDTH>
void TMRCheck(hls::stream<ap_uint<InW*OFMChannels>> &in,
hls::stream<ap_uint<InW*(OFMChannels-NUM_RED*(REDF-1))>> &out,
ap_uint<2> &errortype,
ap_uint<OFMChannels> channel_mask,
ap_uint<MAX_CH_WIDTH> red_ch_index[NUM_RED]) {
#pragma HLS ARRAY_PARTITION variable=red_ch_index complete dim=0
ap_uint<InW*OFMChannels> input;
// Number of channels without triplications
constexpr unsigned int OFMChannelsTMR = (OFMChannels-NUM_RED*(REDF-1));
errortype = 0;
// CheckLoop: iterates over all OFM positions
for(unsigned int pos = 0; pos < (OFMDim * OFMDim); pos++){
#pragma HLS pipeline style=flp II=1
// Read input stream
input = in.read();
ap_uint<InW*NUM_RED> tmr_out = {0};
ap_uint<InW*OFMChannelsTMR> out_aux = {0};
ap_uint<2> numerrors[NUM_RED];
#pragma HLS ARRAY_PARTITION variable=numerrors complete dim=0
// Check triplicated channel indexes and store the corresponding data to perform TMR check
for(unsigned int i = 0; i < NUM_RED; i++){
#pragma HLS UNROLL
numerrors[i] = 0;
// TMR CHECK: start
// Store index of triplicated channel
unsigned int idx = red_ch_index[i];
// CompareLoop: performs comparisons between PE0, PE1, PE2
for(unsigned int y = 0; y < REDF; y++){
for(unsigned int x = y+1; x < REDF; x++){
if( (input((idx+y+1)*InW-1, (idx+y)*InW)) == (input((idx+x+1)*InW-1, (idx+x)*InW)) ){
tmr_out((i+1)*InW-1, i*InW) = input((idx+x+1)*InW-1, (idx+x)*InW);
} else {
numerrors[i]++;
if(numerrors[i] == REDF){
errortype |= (ap_uint<2>)0b10;
} else {
errortype |= (ap_uint<2>)0b1;
}
tmr_out((i+1)*InW-1, i*InW) = input((idx+1)*InW-1, idx*InW);
}
}
} // end CompareLoop
} // end Check triplicated channel indexes
ap_uint<OFMChannels> unitL = 1;
ap_uint<1> compute[OFMChannels];
#pragma HLS ARRAY_PARTITION variable=compute complete dim=0
// ChannelLoop: iterates over all OFM channels (including triplications), and outputs either: TMR check output/input/nothing
for(unsigned int k = 0; k < OFMChannels; k++){
#pragma HLS UNROLL
compute[k] = 0;
// Check if current channel is any of the FIRST triplicated
for(unsigned int i = 0; i < NUM_RED; i++){
// Store index of triplicated channel
unsigned int idx = red_ch_index[i];
if(k == idx){
compute[k] = 1;
}
}
// If it is one of the first triplicated, forward the TMR check output, which contains valid data
if(compute[k]){
out_aux = out_aux >> InW;
out_aux(OFMChannelsTMR*InW-1, (OFMChannelsTMR-1)*InW) = tmr_out(InW-1, 0);
tmr_out = tmr_out >> InW;
// If it is not a first triplicated channel, check if it is a triplicated or not using mask
} else if((channel_mask & (unitL << k)) != 0){
; // Nothing to do, skip triplicated channel
// If it is a not triplicated channel, forward the input data
} else {
out_aux = out_aux >> InW;
out_aux(OFMChannelsTMR*InW-1, (OFMChannelsTMR-1)*InW) = input((k+1)*InW-1, k*InW);
}
} // end ChannelLoop
out.write(out_aux);
} // end CheckLoop
} // end TMRCheck
/**
* \brief Smart TMR block (batch)
*
* The function receives an OFM from the MVTU, with triplicated channels. It outputs a single channel for each triplication,
* being this channel one which contains valid data. A flag is also available to watch the character of the error detected,
* either all channels in a triplication are different, or just one.
*
* \tparam InW Input data width, activation precision
* \tparam OFMChannels Number of Output Feature Map channels, including triplications
* \tparam NUM_RED Number of redundancies (or triplicated channels)
* \tparam REDF Redundancy factor (3 to triplicate)
* \tparam OFMDim Width and Height of the Output Feature Map (assumed square)
* \tparam MAX_CH_WIDTH Value to determine the precision of channel indexes
*
* \param in Input stream
* \param out Output stream
* \param errortype Flag to inform redundancy check results. 0 if no faults, LSB set if one PE is faulty, MSB set if all differ
* \param channel_mask Value with binary channel masks (1 if channel is triplicated, 0 otherwise)
* \param red_ch_index Array of redundant triplets' indexes. Each position stores the first triplicated channel index of a triplet
* \param numReps Number of time the function has to be repeatedly executed (e.g. number of images)
*/
template<unsigned int InW,
unsigned int OFMChannels,
unsigned int NUM_RED,
unsigned int REDF,
unsigned int OFMDim,
unsigned int MAX_CH_WIDTH>
void TMRCheck_Batch(hls::stream<ap_uint<InW*OFMChannels>> &in,
hls::stream<ap_uint<InW*(OFMChannels-NUM_RED*(REDF-1))>> &out,
ap_uint<2> &errortype,
ap_uint<OFMChannels> channel_mask,
ap_uint<MAX_CH_WIDTH> red_ch_index[NUM_RED],
unsigned int numReps) {
for (unsigned int rep = 0; rep < numReps; rep++) {
TMRCheck<InW, OFMChannels, NUM_RED, REDF, OFMDim, MAX_CH_WIDTH>(in, out, errortype, channel_mask, red_ch_index);
}
}
#endif