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< title > Faiss: /data/users/hoss/faiss/gpu/impl/PQCodeDistances.cu Source File< / title >
2017-02-23 06:26:44 +08:00
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< div class = "line" > < a name = "l00002" > < / a > < span class = "lineno" > 2< / span >   < span class = "comment" > * Copyright (c) Facebook, Inc. and its affiliates.< / span > < / div >
< div class = "line" > < a name = "l00003" > < / a > < span class = "lineno" > 3< / span >   < span class = "comment" > *< / span > < / div >
< div class = "line" > < a name = "l00004" > < / a > < span class = "lineno" > 4< / span >   < span class = "comment" > * This source code is licensed under the MIT license found in the< / span > < / div >
< div class = "line" > < a name = "l00005" > < / a > < span class = "lineno" > 5< / span >   < span class = "comment" > * LICENSE file in the root directory of this source tree.< / span > < / div >
< div class = "line" > < a name = "l00006" > < / a > < span class = "lineno" > 6< / span >   < span class = "comment" > */< / span > < / div >
< div class = "line" > < a name = "l00007" > < / a > < span class = "lineno" > 7< / span >   < / div >
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< div class = "line" > < a name = "l00009" > < / a > < span class = "lineno" > 9< / span >   < span class = "preprocessor" > #include " PQCodeDistances.cuh" < / span > < / div >
< div class = "line" > < a name = "l00010" > < / a > < span class = "lineno" > 10< / span >   < / div >
< div class = "line" > < a name = "l00011" > < / a > < span class = "lineno" > 11< / span >   < span class = "preprocessor" > #include " BroadcastSum.cuh" < / span > < / div >
< div class = "line" > < a name = "l00012" > < / a > < span class = "lineno" > 12< / span >   < span class = "preprocessor" > #include " Distance.cuh" < / span > < / div >
< div class = "line" > < a name = "l00013" > < / a > < span class = "lineno" > 13< / span >   < span class = "preprocessor" > #include " L2Norm.cuh" < / span > < / div >
< div class = "line" > < a name = "l00014" > < / a > < span class = "lineno" > 14< / span >   < span class = "preprocessor" > #include " ../utils/DeviceDefs.cuh" < / span > < / div >
< div class = "line" > < a name = "l00015" > < / a > < span class = "lineno" > 15< / span >   < span class = "preprocessor" > #include " ../utils/DeviceUtils.h" < / span > < / div >
< div class = "line" > < a name = "l00016" > < / a > < span class = "lineno" > 16< / span >   < span class = "preprocessor" > #include " ../utils/Float16.cuh" < / span > < / div >
< div class = "line" > < a name = "l00017" > < / a > < span class = "lineno" > 17< / span >   < span class = "preprocessor" > #include " ../utils/MatrixMult.cuh" < / span > < / div >
< div class = "line" > < a name = "l00018" > < / a > < span class = "lineno" > 18< / span >   < span class = "preprocessor" > #include " ../utils/PtxUtils.cuh" < / span > < / div >
< div class = "line" > < a name = "l00019" > < / a > < span class = "lineno" > 19< / span >   < span class = "preprocessor" > #include " ../utils/StaticUtils.h" < / span > < / div >
< div class = "line" > < a name = "l00020" > < / a > < span class = "lineno" > 20< / span >   < span class = "preprocessor" > #include " ../utils/Transpose.cuh" < / span > < / div >
< div class = "line" > < a name = "l00021" > < / a > < span class = "lineno" > 21< / span >   < / div >
< div class = "line" > < a name = "l00022" > < / a > < span class = "lineno" > 22< / span >   < span class = "keyword" > namespace < / span > faiss { < span class = "keyword" > namespace < / span > gpu {< / div >
< div class = "line" > < a name = "l00023" > < / a > < span class = "lineno" > 23< / span >   < / div >
< div class = "line" > < a name = "l00024" > < / a > < span class = "lineno" > 24< / span >   < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > T> < / div >
< div class = "line" > < a name = "l00025" > < / a > < span class = "lineno" > < a class = "line" href = "structfaiss_1_1gpu_1_1Converter.html" > 25< / a > < / span >   < span class = "keyword" > struct < / span > < a class = "code" href = "structfaiss_1_1gpu_1_1Converter.html" > Converter< / a > {< / div >
< div class = "line" > < a name = "l00026" > < / a > < span class = "lineno" > 26< / span >   };< / div >
< div class = "line" > < a name = "l00027" > < / a > < span class = "lineno" > 27< / span >   < / div >
< div class = "line" > < a name = "l00028" > < / a > < span class = "lineno" > 28< / span >   < span class = "preprocessor" > #ifdef FAISS_USE_FLOAT16< / span > < / div >
< div class = "line" > < a name = "l00029" > < / a > < span class = "lineno" > 29< / span >   < span class = "preprocessor" > < / span > < span class = "keyword" > template< / span > < > < / div >
< div class = "line" > < a name = "l00030" > < / a > < span class = "lineno" > 30< / span >   < span class = "keyword" > struct < / span > < a class = "code" href = "structfaiss_1_1gpu_1_1Converter.html" > Converter< / a > < half> {< / div >
< div class = "line" > < a name = "l00031" > < / a > < span class = "lineno" > 31< / span >   < span class = "keyword" > inline< / span > < span class = "keyword" > static< / span > __device__ half to(< span class = "keywordtype" > float< / span > v) { < span class = "keywordflow" > return< / span > __float2half(v); }< / div >
< div class = "line" > < a name = "l00032" > < / a > < span class = "lineno" > 32< / span >   };< / div >
< div class = "line" > < a name = "l00033" > < / a > < span class = "lineno" > 33< / span >   < span class = "preprocessor" > #endif< / span > < / div >
< div class = "line" > < a name = "l00034" > < / a > < span class = "lineno" > 34< / span >   < span class = "preprocessor" > < / span > < / div >
< div class = "line" > < a name = "l00035" > < / a > < span class = "lineno" > 35< / span >   < span class = "keyword" > template< / span > < > < / div >
< div class = "line" > < a name = "l00036" > < / a > < span class = "lineno" > < a class = "line" href = "structfaiss_1_1gpu_1_1Converter_3_01float_01_4.html" > 36< / a > < / span >   < span class = "keyword" > struct < / span > < a class = "code" href = "structfaiss_1_1gpu_1_1Converter.html" > Converter< / a > < float> {< / div >
< div class = "line" > < a name = "l00037" > < / a > < span class = "lineno" > 37< / span >   < span class = "keyword" > inline< / span > < span class = "keyword" > static< / span > __device__ < span class = "keywordtype" > float< / span > to(< span class = "keywordtype" > float< / span > v) { < span class = "keywordflow" > return< / span > v; }< / div >
< div class = "line" > < a name = "l00038" > < / a > < span class = "lineno" > 38< / span >   };< / div >
< div class = "line" > < a name = "l00039" > < / a > < span class = "lineno" > 39< / span >   < / div >
< div class = "line" > < a name = "l00040" > < / a > < span class = "lineno" > 40< / span >   < span class = "comment" > // Kernel responsible for calculating distance from residual vector to< / span > < / div >
< div class = "line" > < a name = "l00041" > < / a > < span class = "lineno" > 41< / span >   < span class = "comment" > // each product quantizer code centroid< / span > < / div >
< div class = "line" > < a name = "l00042" > < / a > < span class = "lineno" > 42< / span >   < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > OutCodeT, < span class = "keywordtype" > int< / span > DimsPerSubQuantizer> < / div >
< div class = "line" > < a name = "l00043" > < / a > < span class = "lineno" > 43< / span >   __global__ < span class = "keywordtype" > void< / span > < / div >
< div class = "line" > < a name = "l00044" > < / a > < span class = "lineno" > 44< / span >   __launch_bounds__(288, 4)< / div >
< div class = "line" > < a name = "l00045" > < / a > < span class = "lineno" > 45< / span >   pqCodeDistances(< a class = "code" href = "classfaiss_1_1gpu_1_1Tensor.html" > Tensor< / a > < < span class = "keywordtype" > float< / span > , 2, true> queries,< / div >
< div class = "line" > < a name = "l00046" > < / a > < span class = "lineno" > 46< / span >   < span class = "keywordtype" > int< / span > queriesPerBlock,< / div >
< div class = "line" > < a name = "l00047" > < / a > < span class = "lineno" > 47< / span >   < a class = "code" href = "classfaiss_1_1gpu_1_1Tensor.html" > Tensor< / a > < < span class = "keywordtype" > float< / span > , 2, true> coarseCentroids,< / div >
< div class = "line" > < a name = "l00048" > < / a > < span class = "lineno" > 48< / span >   < a class = "code" href = "classfaiss_1_1gpu_1_1Tensor.html" > Tensor< / a > < < span class = "keywordtype" > float< / span > , 3, true> pqCentroids,< / div >
< div class = "line" > < a name = "l00049" > < / a > < span class = "lineno" > 49< / span >   < a class = "code" href = "classfaiss_1_1gpu_1_1Tensor.html" > Tensor< / a > < < span class = "keywordtype" > int< / span > , 2, true> topQueryToCentroid,< / div >
< div class = "line" > < a name = "l00050" > < / a > < span class = "lineno" > 50< / span >   < span class = "comment" > // (query id)(coarse)(subquantizer)(code) -> dist< / span > < / div >
< div class = "line" > < a name = "l00051" > < / a > < span class = "lineno" > 51< / span >   < a class = "code" href = "classfaiss_1_1gpu_1_1Tensor.html" > Tensor< / a > < OutCodeT, 4, true> outCodeDistances) {< / div >
< div class = "line" > < a name = "l00052" > < / a > < span class = "lineno" > 52< / span >   < span class = "keyword" > const< / span > < span class = "keyword" > auto< / span > numSubQuantizers = pqCentroids.getSize(0);< / div >
< div class = "line" > < a name = "l00053" > < / a > < span class = "lineno" > 53< / span >   < span class = "keyword" > const< / span > < span class = "keyword" > auto< / span > dimsPerSubQuantizer = pqCentroids.getSize(1);< / div >
< div class = "line" > < a name = "l00054" > < / a > < span class = "lineno" > 54< / span >   assert(DimsPerSubQuantizer == dimsPerSubQuantizer);< / div >
< div class = "line" > < a name = "l00055" > < / a > < span class = "lineno" > 55< / span >   < span class = "keyword" > const< / span > < span class = "keyword" > auto< / span > codesPerSubQuantizer = pqCentroids.getSize(2);< / div >
< div class = "line" > < a name = "l00056" > < / a > < span class = "lineno" > 56< / span >   < / div >
< div class = "line" > < a name = "l00057" > < / a > < span class = "lineno" > 57< / span >   < span class = "keywordtype" > bool< / span > isLoadingThread = threadIdx.x > = codesPerSubQuantizer;< / div >
< div class = "line" > < a name = "l00058" > < / a > < span class = "lineno" > 58< / span >   < span class = "keywordtype" > int< / span > loadingThreadId = threadIdx.x - codesPerSubQuantizer;< / div >
< div class = "line" > < a name = "l00059" > < / a > < span class = "lineno" > 59< / span >   < / div >
< div class = "line" > < a name = "l00060" > < / a > < span class = "lineno" > 60< / span >   < span class = "keyword" > extern< / span > __shared__ < span class = "keywordtype" > float< / span > smem[];< / div >
< div class = "line" > < a name = "l00061" > < / a > < span class = "lineno" > 61< / span >   < / div >
< div class = "line" > < a name = "l00062" > < / a > < span class = "lineno" > 62< / span >   < span class = "comment" > // Each thread calculates a single code< / span > < / div >
< div class = "line" > < a name = "l00063" > < / a > < span class = "lineno" > 63< / span >   < span class = "keywordtype" > float< / span > subQuantizerData[DimsPerSubQuantizer];< / div >
< div class = "line" > < a name = "l00064" > < / a > < span class = "lineno" > 64< / span >   < / div >
< div class = "line" > < a name = "l00065" > < / a > < span class = "lineno" > 65< / span >   < span class = "keyword" > auto< / span > code = threadIdx.x;< / div >
< div class = "line" > < a name = "l00066" > < / a > < span class = "lineno" > 66< / span >   < span class = "keyword" > auto< / span > subQuantizer = blockIdx.y;< / div >
< div class = "line" > < a name = "l00067" > < / a > < span class = "lineno" > 67< / span >   < / div >
< div class = "line" > < a name = "l00068" > < / a > < span class = "lineno" > 68< / span >   < span class = "comment" > // Each thread will load the pq centroid data for the code that it< / span > < / div >
< div class = "line" > < a name = "l00069" > < / a > < span class = "lineno" > 69< / span >   < span class = "comment" > // is processing< / span > < / div >
< div class = "line" > < a name = "l00070" > < / a > < span class = "lineno" > 70< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00071" > < / a > < span class = "lineno" > 71< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > i = 0; i < DimsPerSubQuantizer; ++i) {< / div >
< div class = "line" > < a name = "l00072" > < / a > < span class = "lineno" > 72< / span >   subQuantizerData[i] = pqCentroids[subQuantizer][i][code].ldg();< / div >
< div class = "line" > < a name = "l00073" > < / a > < span class = "lineno" > 73< / span >   }< / div >
< div class = "line" > < a name = "l00074" > < / a > < span class = "lineno" > 74< / span >   < / div >
< div class = "line" > < a name = "l00075" > < / a > < span class = "lineno" > 75< / span >   < span class = "comment" > // Where we store our query vector< / span > < / div >
< div class = "line" > < a name = "l00076" > < / a > < span class = "lineno" > 76< / span >   < span class = "keywordtype" > float< / span > * smemQuery = smem;< / div >
< div class = "line" > < a name = "l00077" > < / a > < span class = "lineno" > 77< / span >   < / div >
< div class = "line" > < a name = "l00078" > < / a > < span class = "lineno" > 78< / span >   < span class = "comment" > // Where we store our residual vector; this is double buffered so we< / span > < / div >
< div class = "line" > < a name = "l00079" > < / a > < span class = "lineno" > 79< / span >   < span class = "comment" > // can be loading the next one while processing the current one< / span > < / div >
< div class = "line" > < a name = "l00080" > < / a > < span class = "lineno" > 80< / span >   < span class = "keywordtype" > float< / span > * smemResidual1 = & smemQuery[DimsPerSubQuantizer];< / div >
< div class = "line" > < a name = "l00081" > < / a > < span class = "lineno" > 81< / span >   < span class = "keywordtype" > float< / span > * smemResidual2 = & smemResidual1[DimsPerSubQuantizer];< / div >
< div class = "line" > < a name = "l00082" > < / a > < span class = "lineno" > 82< / span >   < / div >
< div class = "line" > < a name = "l00083" > < / a > < span class = "lineno" > 83< / span >   < span class = "comment" > // Where we pre-load the coarse centroid IDs< / span > < / div >
< div class = "line" > < a name = "l00084" > < / a > < span class = "lineno" > 84< / span >   < span class = "keywordtype" > int< / span > * coarseIds = (< span class = "keywordtype" > int< / span > *) & smemResidual2[DimsPerSubQuantizer];< / div >
< div class = "line" > < a name = "l00085" > < / a > < span class = "lineno" > 85< / span >   < / div >
< div class = "line" > < a name = "l00086" > < / a > < span class = "lineno" > 86< / span >   < span class = "comment" > // Each thread is calculating the distance for a single code,< / span > < / div >
< div class = "line" > < a name = "l00087" > < / a > < span class = "lineno" > 87< / span >   < span class = "comment" > // performing the reductions locally< / span > < / div >
< div class = "line" > < a name = "l00088" > < / a > < span class = "lineno" > 88< / span >   < / div >
< div class = "line" > < a name = "l00089" > < / a > < span class = "lineno" > 89< / span >   < span class = "comment" > // Handle multiple queries per block< / span > < / div >
< div class = "line" > < a name = "l00090" > < / a > < span class = "lineno" > 90< / span >   < span class = "keyword" > auto< / span > startQueryId = blockIdx.x * queriesPerBlock;< / div >
< div class = "line" > < a name = "l00091" > < / a > < span class = "lineno" > 91< / span >   < span class = "keyword" > auto< / span > numQueries = queries.getSize(0) - startQueryId;< / div >
< div class = "line" > < a name = "l00092" > < / a > < span class = "lineno" > 92< / span >   < span class = "keywordflow" > if< / span > (numQueries > queriesPerBlock) {< / div >
< div class = "line" > < a name = "l00093" > < / a > < span class = "lineno" > 93< / span >   numQueries = queriesPerBlock;< / div >
< div class = "line" > < a name = "l00094" > < / a > < span class = "lineno" > 94< / span >   }< / div >
< div class = "line" > < a name = "l00095" > < / a > < span class = "lineno" > 95< / span >   < / div >
< div class = "line" > < a name = "l00096" > < / a > < span class = "lineno" > 96< / span >   < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > query = 0; query < numQueries; ++query) {< / div >
< div class = "line" > < a name = "l00097" > < / a > < span class = "lineno" > 97< / span >   < span class = "keyword" > auto< / span > queryId = startQueryId + query;< / div >
< div class = "line" > < a name = "l00098" > < / a > < span class = "lineno" > 98< / span >   < / div >
< div class = "line" > < a name = "l00099" > < / a > < span class = "lineno" > 99< / span >   < span class = "keyword" > auto< / span > querySubQuantizer =< / div >
< div class = "line" > < a name = "l00100" > < / a > < span class = "lineno" > 100< / span >   queries[queryId][subQuantizer * DimsPerSubQuantizer].data();< / div >
< div class = "line" > < a name = "l00101" > < / a > < span class = "lineno" > 101< / span >   < / div >
< div class = "line" > < a name = "l00102" > < / a > < span class = "lineno" > 102< / span >   < span class = "comment" > // Load current query vector< / span > < / div >
< div class = "line" > < a name = "l00103" > < / a > < span class = "lineno" > 103< / span >   < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > i = threadIdx.x; i < DimsPerSubQuantizer; i += blockDim.x) {< / div >
< div class = "line" > < a name = "l00104" > < / a > < span class = "lineno" > 104< / span >   smemQuery[i] = querySubQuantizer[i];< / div >
< div class = "line" > < a name = "l00105" > < / a > < span class = "lineno" > 105< / span >   }< / div >
< div class = "line" > < a name = "l00106" > < / a > < span class = "lineno" > 106< / span >   < / div >
< div class = "line" > < a name = "l00107" > < / a > < span class = "lineno" > 107< / span >   < span class = "comment" > // Load list of coarse centroids found< / span > < / div >
< div class = "line" > < a name = "l00108" > < / a > < span class = "lineno" > 108< / span >   < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > i = threadIdx.x;< / div >
< div class = "line" > < a name = "l00109" > < / a > < span class = "lineno" > 109< / span >   i < topQueryToCentroid.getSize(1); i += blockDim.x) {< / div >
< div class = "line" > < a name = "l00110" > < / a > < span class = "lineno" > 110< / span >   coarseIds[i] = topQueryToCentroid[queryId][i];< / div >
< div class = "line" > < a name = "l00111" > < / a > < span class = "lineno" > 111< / span >   }< / div >
< div class = "line" > < a name = "l00112" > < / a > < span class = "lineno" > 112< / span >   < / div >
< div class = "line" > < a name = "l00113" > < / a > < span class = "lineno" > 113< / span >   < span class = "comment" > // We need coarseIds below< / span > < / div >
< div class = "line" > < a name = "l00114" > < / a > < span class = "lineno" > 114< / span >   < span class = "comment" > // FIXME: investigate loading separately, so we don' t need this< / span > < / div >
< div class = "line" > < a name = "l00115" > < / a > < span class = "lineno" > 115< / span >   __syncthreads();< / div >
< div class = "line" > < a name = "l00116" > < / a > < span class = "lineno" > 116< / span >   < / div >
< div class = "line" > < a name = "l00117" > < / a > < span class = "lineno" > 117< / span >   < span class = "comment" > // Preload first buffer of residual data< / span > < / div >
< div class = "line" > < a name = "l00118" > < / a > < span class = "lineno" > 118< / span >   < span class = "keywordflow" > if< / span > (isLoadingThread) {< / div >
< div class = "line" > < a name = "l00119" > < / a > < span class = "lineno" > 119< / span >   < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > i = loadingThreadId;< / div >
< div class = "line" > < a name = "l00120" > < / a > < span class = "lineno" > 120< / span >   i < DimsPerSubQuantizer;< / div >
< div class = "line" > < a name = "l00121" > < / a > < span class = "lineno" > 121< / span >   i += blockDim.x - codesPerSubQuantizer) {< / div >
< div class = "line" > < a name = "l00122" > < / a > < span class = "lineno" > 122< / span >   < span class = "keyword" > auto< / span > coarseId = coarseIds[0];< / div >
< div class = "line" > < a name = "l00123" > < / a > < span class = "lineno" > 123< / span >   < span class = "comment" > // In case NaNs were in the original query data< / span > < / div >
< div class = "line" > < a name = "l00124" > < / a > < span class = "lineno" > 124< / span >   coarseId = coarseId == -1 ? 0 : coarseId;< / div >
< div class = "line" > < a name = "l00125" > < / a > < span class = "lineno" > 125< / span >   < span class = "keyword" > auto< / span > coarseCentroidSubQuantizer =< / div >
< div class = "line" > < a name = "l00126" > < / a > < span class = "lineno" > 126< / span >   coarseCentroids[coarseId][subQuantizer * dimsPerSubQuantizer].data();< / div >
< div class = "line" > < a name = "l00127" > < / a > < span class = "lineno" > 127< / span >   < / div >
< div class = "line" > < a name = "l00128" > < / a > < span class = "lineno" > 128< / span >   smemResidual1[i] = smemQuery[i] - coarseCentroidSubQuantizer[i];< / div >
< div class = "line" > < a name = "l00129" > < / a > < span class = "lineno" > 129< / span >   }< / div >
< div class = "line" > < a name = "l00130" > < / a > < span class = "lineno" > 130< / span >   }< / div >
< div class = "line" > < a name = "l00131" > < / a > < span class = "lineno" > 131< / span >   < / div >
< div class = "line" > < a name = "l00132" > < / a > < span class = "lineno" > 132< / span >   < span class = "comment" > // The block walks the list for a single query< / span > < / div >
< div class = "line" > < a name = "l00133" > < / a > < span class = "lineno" > 133< / span >   < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > coarse = 0; coarse < topQueryToCentroid.getSize(1); ++coarse) {< / div >
< div class = "line" > < a name = "l00134" > < / a > < span class = "lineno" > 134< / span >   < span class = "comment" > // Wait for smemResidual1 to be loaded< / span > < / div >
< div class = "line" > < a name = "l00135" > < / a > < span class = "lineno" > 135< / span >   __syncthreads();< / div >
< div class = "line" > < a name = "l00136" > < / a > < span class = "lineno" > 136< / span >   < / div >
< div class = "line" > < a name = "l00137" > < / a > < span class = "lineno" > 137< / span >   < span class = "keywordflow" > if< / span > (isLoadingThread) {< / div >
< div class = "line" > < a name = "l00138" > < / a > < span class = "lineno" > 138< / span >   < span class = "comment" > // Preload second buffer of residual data< / span > < / div >
< div class = "line" > < a name = "l00139" > < / a > < span class = "lineno" > 139< / span >   < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > i = loadingThreadId;< / div >
< div class = "line" > < a name = "l00140" > < / a > < span class = "lineno" > 140< / span >   i < DimsPerSubQuantizer;< / div >
< div class = "line" > < a name = "l00141" > < / a > < span class = "lineno" > 141< / span >   i += blockDim.x - codesPerSubQuantizer) {< / div >
< div class = "line" > < a name = "l00142" > < / a > < span class = "lineno" > 142< / span >   < span class = "comment" > // FIXME: try always making this centroid id 0 so we can< / span > < / div >
< div class = "line" > < a name = "l00143" > < / a > < span class = "lineno" > 143< / span >   < span class = "comment" > // terminate< / span > < / div >
< div class = "line" > < a name = "l00144" > < / a > < span class = "lineno" > 144< / span >   < span class = "keywordflow" > if< / span > (coarse != (topQueryToCentroid.getSize(1) - 1)) {< / div >
< div class = "line" > < a name = "l00145" > < / a > < span class = "lineno" > 145< / span >   < span class = "keyword" > auto< / span > coarseId = coarseIds[coarse + 1];< / div >
< div class = "line" > < a name = "l00146" > < / a > < span class = "lineno" > 146< / span >   < span class = "comment" > // In case NaNs were in the original query data< / span > < / div >
< div class = "line" > < a name = "l00147" > < / a > < span class = "lineno" > 147< / span >   coarseId = coarseId == -1 ? 0 : coarseId;< / div >
< div class = "line" > < a name = "l00148" > < / a > < span class = "lineno" > 148< / span >   < / div >
< div class = "line" > < a name = "l00149" > < / a > < span class = "lineno" > 149< / span >   < span class = "keyword" > auto< / span > coarseCentroidSubQuantizer =< / div >
< div class = "line" > < a name = "l00150" > < / a > < span class = "lineno" > 150< / span >   coarseCentroids[coarseId][subQuantizer * dimsPerSubQuantizer].data();< / div >
< div class = "line" > < a name = "l00151" > < / a > < span class = "lineno" > 151< / span >   < / div >
< div class = "line" > < a name = "l00152" > < / a > < span class = "lineno" > 152< / span >   smemResidual2[i] = smemQuery[i] - coarseCentroidSubQuantizer[i];< / div >
< div class = "line" > < a name = "l00153" > < / a > < span class = "lineno" > 153< / span >   }< / div >
< div class = "line" > < a name = "l00154" > < / a > < span class = "lineno" > 154< / span >   }< / div >
< div class = "line" > < a name = "l00155" > < / a > < span class = "lineno" > 155< / span >   } < span class = "keywordflow" > else< / span > {< / div >
< div class = "line" > < a name = "l00156" > < / a > < span class = "lineno" > 156< / span >   < span class = "comment" > // These are the processing threads< / span > < / div >
< div class = "line" > < a name = "l00157" > < / a > < span class = "lineno" > 157< / span >   < span class = "keywordtype" > float< / span > dist = 0.0f;< / div >
< div class = "line" > < a name = "l00158" > < / a > < span class = "lineno" > 158< / span >   < / div >
< div class = "line" > < a name = "l00159" > < / a > < span class = "lineno" > 159< / span >   constexpr < span class = "keywordtype" > int< / span > kUnroll = 4;< / div >
< div class = "line" > < a name = "l00160" > < / a > < span class = "lineno" > 160< / span >   constexpr < span class = "keywordtype" > int< / span > kRemainder = DimsPerSubQuantizer % kUnroll;< / div >
< div class = "line" > < a name = "l00161" > < / a > < span class = "lineno" > 161< / span >   constexpr < span class = "keywordtype" > int< / span > kRemainderBase = DimsPerSubQuantizer - kRemainder;< / div >
< div class = "line" > < a name = "l00162" > < / a > < span class = "lineno" > 162< / span >   < span class = "keywordtype" > float< / span > vals[kUnroll];< / div >
< div class = "line" > < a name = "l00163" > < / a > < span class = "lineno" > 163< / span >   < / div >
< div class = "line" > < a name = "l00164" > < / a > < span class = "lineno" > 164< / span >   < span class = "comment" > // Calculate residual - pqCentroid for each dim that we' re< / span > < / div >
< div class = "line" > < a name = "l00165" > < / a > < span class = "lineno" > 165< / span >   < span class = "comment" > // processing< / span > < / div >
< div class = "line" > < a name = "l00166" > < / a > < span class = "lineno" > 166< / span >   < / div >
< div class = "line" > < a name = "l00167" > < / a > < span class = "lineno" > 167< / span >   < span class = "comment" > // Unrolled loop< / span > < / div >
< div class = "line" > < a name = "l00168" > < / a > < span class = "lineno" > 168< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00169" > < / a > < span class = "lineno" > 169< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > i = 0; i < DimsPerSubQuantizer / kUnroll; ++i) {< / div >
< div class = "line" > < a name = "l00170" > < / a > < span class = "lineno" > 170< / span >   < / div >
< div class = "line" > < a name = "l00171" > < / a > < span class = "lineno" > 171< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00172" > < / a > < span class = "lineno" > 172< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > j = 0; j < kUnroll; ++j) {< / div >
< div class = "line" > < a name = "l00173" > < / a > < span class = "lineno" > 173< / span >   vals[j] = smemResidual1[i * kUnroll + j];< / div >
< div class = "line" > < a name = "l00174" > < / a > < span class = "lineno" > 174< / span >   }< / div >
< div class = "line" > < a name = "l00175" > < / a > < span class = "lineno" > 175< / span >   < / div >
< div class = "line" > < a name = "l00176" > < / a > < span class = "lineno" > 176< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00177" > < / a > < span class = "lineno" > 177< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > j = 0; j < kUnroll; ++j) {< / div >
< div class = "line" > < a name = "l00178" > < / a > < span class = "lineno" > 178< / span >   vals[j] -= subQuantizerData[i * kUnroll + j];< / div >
< div class = "line" > < a name = "l00179" > < / a > < span class = "lineno" > 179< / span >   }< / div >
< div class = "line" > < a name = "l00180" > < / a > < span class = "lineno" > 180< / span >   < / div >
< div class = "line" > < a name = "l00181" > < / a > < span class = "lineno" > 181< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00182" > < / a > < span class = "lineno" > 182< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > j = 0; j < kUnroll; ++j) {< / div >
< div class = "line" > < a name = "l00183" > < / a > < span class = "lineno" > 183< / span >   vals[j] *= vals[j];< / div >
< div class = "line" > < a name = "l00184" > < / a > < span class = "lineno" > 184< / span >   }< / div >
< div class = "line" > < a name = "l00185" > < / a > < span class = "lineno" > 185< / span >   < / div >
< div class = "line" > < a name = "l00186" > < / a > < span class = "lineno" > 186< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00187" > < / a > < span class = "lineno" > 187< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > j = 0; j < kUnroll; ++j) {< / div >
< div class = "line" > < a name = "l00188" > < / a > < span class = "lineno" > 188< / span >   dist += vals[j];< / div >
< div class = "line" > < a name = "l00189" > < / a > < span class = "lineno" > 189< / span >   }< / div >
< div class = "line" > < a name = "l00190" > < / a > < span class = "lineno" > 190< / span >   }< / div >
< div class = "line" > < a name = "l00191" > < / a > < span class = "lineno" > 191< / span >   < / div >
< div class = "line" > < a name = "l00192" > < / a > < span class = "lineno" > 192< / span >   < span class = "comment" > // Remainder loop< / span > < / div >
< div class = "line" > < a name = "l00193" > < / a > < span class = "lineno" > 193< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00194" > < / a > < span class = "lineno" > 194< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > j = 0; j < kRemainder; ++j) {< / div >
< div class = "line" > < a name = "l00195" > < / a > < span class = "lineno" > 195< / span >   vals[j] = smemResidual1[kRemainderBase + j];< / div >
< div class = "line" > < a name = "l00196" > < / a > < span class = "lineno" > 196< / span >   }< / div >
< div class = "line" > < a name = "l00197" > < / a > < span class = "lineno" > 197< / span >   < / div >
< div class = "line" > < a name = "l00198" > < / a > < span class = "lineno" > 198< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00199" > < / a > < span class = "lineno" > 199< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > j = 0; j < kRemainder; ++j) {< / div >
< div class = "line" > < a name = "l00200" > < / a > < span class = "lineno" > 200< / span >   vals[j] -= subQuantizerData[kRemainderBase + j];< / div >
< div class = "line" > < a name = "l00201" > < / a > < span class = "lineno" > 201< / span >   }< / div >
< div class = "line" > < a name = "l00202" > < / a > < span class = "lineno" > 202< / span >   < / div >
< div class = "line" > < a name = "l00203" > < / a > < span class = "lineno" > 203< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00204" > < / a > < span class = "lineno" > 204< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > j = 0; j < kRemainder; ++j) {< / div >
< div class = "line" > < a name = "l00205" > < / a > < span class = "lineno" > 205< / span >   vals[j] *= vals[j];< / div >
< div class = "line" > < a name = "l00206" > < / a > < span class = "lineno" > 206< / span >   }< / div >
< div class = "line" > < a name = "l00207" > < / a > < span class = "lineno" > 207< / span >   < / div >
< div class = "line" > < a name = "l00208" > < / a > < span class = "lineno" > 208< / span >   < span class = "preprocessor" > #pragma unroll< / span > < / div >
< div class = "line" > < a name = "l00209" > < / a > < span class = "lineno" > 209< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > j = 0; j < kRemainder; ++j) {< / div >
< div class = "line" > < a name = "l00210" > < / a > < span class = "lineno" > 210< / span >   dist += vals[j];< / div >
< div class = "line" > < a name = "l00211" > < / a > < span class = "lineno" > 211< / span >   }< / div >
< div class = "line" > < a name = "l00212" > < / a > < span class = "lineno" > 212< / span >   < / div >
< div class = "line" > < a name = "l00213" > < / a > < span class = "lineno" > 213< / span >   < span class = "comment" > // We have the distance for our code; write it out< / span > < / div >
< div class = "line" > < a name = "l00214" > < / a > < span class = "lineno" > 214< / span >   outCodeDistances[queryId][coarse][subQuantizer][code] =< / div >
< div class = "line" > < a name = "l00215" > < / a > < span class = "lineno" > 215< / span >   Converter< OutCodeT> ::to(dist);< / div >
< div class = "line" > < a name = "l00216" > < / a > < span class = "lineno" > 216< / span >   } < span class = "comment" > // !isLoadingThread< / span > < / div >
< div class = "line" > < a name = "l00217" > < / a > < span class = "lineno" > 217< / span >   < / div >
< div class = "line" > < a name = "l00218" > < / a > < span class = "lineno" > 218< / span >   < span class = "comment" > // Swap residual buffers< / span > < / div >
< div class = "line" > < a name = "l00219" > < / a > < span class = "lineno" > 219< / span >   < span class = "keywordtype" > float< / span > * tmp = smemResidual1;< / div >
< div class = "line" > < a name = "l00220" > < / a > < span class = "lineno" > 220< / span >   smemResidual1 = smemResidual2;< / div >
< div class = "line" > < a name = "l00221" > < / a > < span class = "lineno" > 221< / span >   smemResidual2 = tmp;< / div >
< div class = "line" > < a name = "l00222" > < / a > < span class = "lineno" > 222< / span >   }< / div >
< div class = "line" > < a name = "l00223" > < / a > < span class = "lineno" > 223< / span >   }< / div >
< div class = "line" > < a name = "l00224" > < / a > < span class = "lineno" > 224< / span >   }< / div >
< div class = "line" > < a name = "l00225" > < / a > < span class = "lineno" > 225< / span >   < / div >
< div class = "line" > < a name = "l00226" > < / a > < span class = "lineno" > 226< / span >   __global__ < span class = "keywordtype" > void< / span > < / div >
< div class = "line" > < a name = "l00227" > < / a > < span class = "lineno" > 227< / span >   residualVector(Tensor< float, 2, true> queries,< / div >
< div class = "line" > < a name = "l00228" > < / a > < span class = "lineno" > 228< / span >   Tensor< float, 2, true> coarseCentroids,< / div >
< div class = "line" > < a name = "l00229" > < / a > < span class = "lineno" > 229< / span >   Tensor< int, 2, true> topQueryToCentroid,< / div >
< div class = "line" > < a name = "l00230" > < / a > < span class = "lineno" > 230< / span >   < span class = "keywordtype" > int< / span > numSubDim,< / div >
< div class = "line" > < a name = "l00231" > < / a > < span class = "lineno" > 231< / span >   < span class = "comment" > // output is transposed:< / span > < / div >
< div class = "line" > < a name = "l00232" > < / a > < span class = "lineno" > 232< / span >   < span class = "comment" > // (sub q)(query id)(centroid id)(sub dim)< / span > < / div >
< div class = "line" > < a name = "l00233" > < / a > < span class = "lineno" > 233< / span >   Tensor< float, 4, true> residual) {< / div >
< div class = "line" > < a name = "l00234" > < / a > < span class = "lineno" > 234< / span >   < span class = "comment" > // block x is query id< / span > < / div >
< div class = "line" > < a name = "l00235" > < / a > < span class = "lineno" > 235< / span >   < span class = "comment" > // block y is centroid id< / span > < / div >
< div class = "line" > < a name = "l00236" > < / a > < span class = "lineno" > 236< / span >   < span class = "comment" > // thread x is dim< / span > < / div >
< div class = "line" > < a name = "l00237" > < / a > < span class = "lineno" > 237< / span >   < span class = "keyword" > auto< / span > queryId = blockIdx.x;< / div >
< div class = "line" > < a name = "l00238" > < / a > < span class = "lineno" > 238< / span >   < span class = "keyword" > auto< / span > centroidId = blockIdx.y;< / div >
< div class = "line" > < a name = "l00239" > < / a > < span class = "lineno" > 239< / span >   < / div >
< div class = "line" > < a name = "l00240" > < / a > < span class = "lineno" > 240< / span >   < span class = "keywordtype" > int< / span > realCentroidId = topQueryToCentroid[queryId][centroidId];< / div >
< div class = "line" > < a name = "l00241" > < / a > < span class = "lineno" > 241< / span >   < / div >
< div class = "line" > < a name = "l00242" > < / a > < span class = "lineno" > 242< / span >   < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > dim = threadIdx.x; dim < queries.getSize(1); dim += blockDim.x) {< / div >
< div class = "line" > < a name = "l00243" > < / a > < span class = "lineno" > 243< / span >   < span class = "keywordtype" > float< / span > q = queries[queryId][dim];< / div >
< div class = "line" > < a name = "l00244" > < / a > < span class = "lineno" > 244< / span >   < span class = "keywordtype" > float< / span > c = coarseCentroids[realCentroidId][dim];< / div >
< div class = "line" > < a name = "l00245" > < / a > < span class = "lineno" > 245< / span >   < / div >
< div class = "line" > < a name = "l00246" > < / a > < span class = "lineno" > 246< / span >   residual[dim / numSubDim][queryId][centroidId][dim % numSubDim] =< / div >
< div class = "line" > < a name = "l00247" > < / a > < span class = "lineno" > 247< / span >   q - c;< / div >
< div class = "line" > < a name = "l00248" > < / a > < span class = "lineno" > 248< / span >   }< / div >
< div class = "line" > < a name = "l00249" > < / a > < span class = "lineno" > 249< / span >   }< / div >
< div class = "line" > < a name = "l00250" > < / a > < span class = "lineno" > 250< / span >   < / div >
< div class = "line" > < a name = "l00251" > < / a > < span class = "lineno" > 251< / span >   < span class = "keywordtype" > void< / span > < / div >
< div class = "line" > < a name = "l00252" > < / a > < span class = "lineno" > 252< / span >   runResidualVector(Tensor< float, 3, true> & pqCentroids,< / div >
< div class = "line" > < a name = "l00253" > < / a > < span class = "lineno" > 253< / span >   Tensor< float, 2, true> & queries,< / div >
< div class = "line" > < a name = "l00254" > < / a > < span class = "lineno" > 254< / span >   Tensor< float, 2, true> & coarseCentroids,< / div >
< div class = "line" > < a name = "l00255" > < / a > < span class = "lineno" > 255< / span >   Tensor< int, 2, true> & topQueryToCentroid,< / div >
< div class = "line" > < a name = "l00256" > < / a > < span class = "lineno" > 256< / span >   Tensor< float, 4, true> & residual,< / div >
< div class = "line" > < a name = "l00257" > < / a > < span class = "lineno" > 257< / span >   cudaStream_t stream) {< / div >
< div class = "line" > < a name = "l00258" > < / a > < span class = "lineno" > 258< / span >   < span class = "keyword" > auto< / span > grid =< / div >
< div class = "line" > < a name = "l00259" > < / a > < span class = "lineno" > 259< / span >   dim3(topQueryToCentroid.getSize(0), topQueryToCentroid.getSize(1));< / div >
< div class = "line" > < a name = "l00260" > < / a > < span class = "lineno" > 260< / span >   < span class = "keyword" > auto< / span > block = dim3(std::min(queries.getSize(1), getMaxThreadsCurrentDevice()));< / div >
< div class = "line" > < a name = "l00261" > < / a > < span class = "lineno" > 261< / span >   < / div >
< div class = "line" > < a name = "l00262" > < / a > < span class = "lineno" > 262< / span >   residualVector< < < grid, block, 0, stream> > > (< / div >
< div class = "line" > < a name = "l00263" > < / a > < span class = "lineno" > 263< / span >   queries, coarseCentroids, topQueryToCentroid, pqCentroids.getSize(1),< / div >
< div class = "line" > < a name = "l00264" > < / a > < span class = "lineno" > 264< / span >   residual);< / div >
< div class = "line" > < a name = "l00265" > < / a > < span class = "lineno" > 265< / span >   < / div >
< div class = "line" > < a name = "l00266" > < / a > < span class = "lineno" > 266< / span >   CUDA_TEST_ERROR();< / div >
< div class = "line" > < a name = "l00267" > < / a > < span class = "lineno" > 267< / span >   }< / div >
< div class = "line" > < a name = "l00268" > < / a > < span class = "lineno" > 268< / span >   < / div >
< div class = "line" > < a name = "l00269" > < / a > < span class = "lineno" > 269< / span >   < span class = "keywordtype" > void< / span > < / div >
< div class = "line" > < a name = "l00270" > < / a > < span class = "lineno" > 270< / span >   runPQCodeDistancesMM(Tensor< float, 3, true> & pqCentroids,< / div >
< div class = "line" > < a name = "l00271" > < / a > < span class = "lineno" > 271< / span >   Tensor< float, 2, true> & queries,< / div >
< div class = "line" > < a name = "l00272" > < / a > < span class = "lineno" > 272< / span >   Tensor< float, 2, true> & coarseCentroids,< / div >
< div class = "line" > < a name = "l00273" > < / a > < span class = "lineno" > 273< / span >   Tensor< int, 2, true> & topQueryToCentroid,< / div >
< div class = "line" > < a name = "l00274" > < / a > < span class = "lineno" > 274< / span >   NoTypeTensor< 4, true> & outCodeDistances,< / div >
< div class = "line" > < a name = "l00275" > < / a > < span class = "lineno" > 275< / span >   < span class = "keywordtype" > bool< / span > useFloat16Lookup,< / div >
< div class = "line" > < a name = "l00276" > < / a > < span class = "lineno" > 276< / span >   DeviceMemory& mem,< / div >
< div class = "line" > < a name = "l00277" > < / a > < span class = "lineno" > 277< / span >   cublasHandle_t handle,< / div >
< div class = "line" > < a name = "l00278" > < / a > < span class = "lineno" > 278< / span >   cudaStream_t stream) {< / div >
< div class = "line" > < a name = "l00279" > < / a > < span class = "lineno" > 279< / span >   < span class = "comment" > // Calculate (q - c) residual vector< / span > < / div >
< div class = "line" > < a name = "l00280" > < / a > < span class = "lineno" > 280< / span >   < span class = "comment" > // (sub q)(query id)(centroid id)(sub dim)< / span > < / div >
< div class = "line" > < a name = "l00281" > < / a > < span class = "lineno" > 281< / span >   DeviceTensor< float, 4, true> residual(< / div >
< div class = "line" > < a name = "l00282" > < / a > < span class = "lineno" > 282< / span >   mem,< / div >
< div class = "line" > < a name = "l00283" > < / a > < span class = "lineno" > 283< / span >   {pqCentroids.getSize(0),< / div >
< div class = "line" > < a name = "l00284" > < / a > < span class = "lineno" > 284< / span >   topQueryToCentroid.getSize(0),< / div >
< div class = "line" > < a name = "l00285" > < / a > < span class = "lineno" > 285< / span >   topQueryToCentroid.getSize(1),< / div >
< div class = "line" > < a name = "l00286" > < / a > < span class = "lineno" > 286< / span >   pqCentroids.getSize(1)},< / div >
< div class = "line" > < a name = "l00287" > < / a > < span class = "lineno" > 287< / span >   stream);< / div >
< div class = "line" > < a name = "l00288" > < / a > < span class = "lineno" > 288< / span >   < / div >
< div class = "line" > < a name = "l00289" > < / a > < span class = "lineno" > 289< / span >   runResidualVector(pqCentroids, queries,< / div >
< div class = "line" > < a name = "l00290" > < / a > < span class = "lineno" > 290< / span >   coarseCentroids, topQueryToCentroid,< / div >
< div class = "line" > < a name = "l00291" > < / a > < span class = "lineno" > 291< / span >   residual, stream);< / div >
< div class = "line" > < a name = "l00292" > < / a > < span class = "lineno" > 292< / span >   < / div >
< div class = "line" > < a name = "l00293" > < / a > < span class = "lineno" > 293< / span >   < span class = "comment" > // Calculate ||q - c||^2< / span > < / div >
< div class = "line" > < a name = "l00294" > < / a > < span class = "lineno" > 294< / span >   DeviceTensor< float, 1, true> residualNorms(< / div >
< div class = "line" > < a name = "l00295" > < / a > < span class = "lineno" > 295< / span >   mem,< / div >
< div class = "line" > < a name = "l00296" > < / a > < span class = "lineno" > 296< / span >   {pqCentroids.getSize(0) *< / div >
< div class = "line" > < a name = "l00297" > < / a > < span class = "lineno" > 297< / span >   topQueryToCentroid.getSize(0) *< / div >
< div class = "line" > < a name = "l00298" > < / a > < span class = "lineno" > 298< / span >   topQueryToCentroid.getSize(1)},< / div >
< div class = "line" > < a name = "l00299" > < / a > < span class = "lineno" > 299< / span >   stream);< / div >
< div class = "line" > < a name = "l00300" > < / a > < span class = "lineno" > 300< / span >   < / div >
< div class = "line" > < a name = "l00301" > < / a > < span class = "lineno" > 301< / span >   < span class = "keyword" > auto< / span > residualView2 = residual.view< 2> (< / div >
< div class = "line" > < a name = "l00302" > < / a > < span class = "lineno" > 302< / span >   {pqCentroids.getSize(0) *< / div >
< div class = "line" > < a name = "l00303" > < / a > < span class = "lineno" > 303< / span >   topQueryToCentroid.getSize(0) *< / div >
< div class = "line" > < a name = "l00304" > < / a > < span class = "lineno" > 304< / span >   topQueryToCentroid.getSize(1),< / div >
< div class = "line" > < a name = "l00305" > < / a > < span class = "lineno" > 305< / span >   pqCentroids.getSize(1)});< / div >
< div class = "line" > < a name = "l00306" > < / a > < span class = "lineno" > 306< / span >   < / div >
< div class = "line" > < a name = "l00307" > < / a > < span class = "lineno" > 307< / span >   runL2Norm(residualView2, < span class = "keyword" > true< / span > , residualNorms, < span class = "keyword" > true< / span > , stream);< / div >
< div class = "line" > < a name = "l00308" > < / a > < span class = "lineno" > 308< / span >   < / div >
< div class = "line" > < a name = "l00309" > < / a > < span class = "lineno" > 309< / span >   < span class = "comment" > // Perform a batch MM:< / span > < / div >
< div class = "line" > < a name = "l00310" > < / a > < span class = "lineno" > 310< / span >   < span class = "comment" > // (sub q) x {(q * c)(sub dim) x (sub dim)(code)} => < / span > < / div >
< div class = "line" > < a name = "l00311" > < / a > < span class = "lineno" > 311< / span >   < span class = "comment" > // (sub q) x {(q * c)(code)}< / span > < / div >
< div class = "line" > < a name = "l00312" > < / a > < span class = "lineno" > 312< / span >   < span class = "keyword" > auto< / span > residualView3 = residual.view< 3> (< / div >
< div class = "line" > < a name = "l00313" > < / a > < span class = "lineno" > 313< / span >   {pqCentroids.getSize(0),< / div >
< div class = "line" > < a name = "l00314" > < / a > < span class = "lineno" > 314< / span >   topQueryToCentroid.getSize(0) * topQueryToCentroid.getSize(1),< / div >
< div class = "line" > < a name = "l00315" > < / a > < span class = "lineno" > 315< / span >   pqCentroids.getSize(1)});< / div >
< div class = "line" > < a name = "l00316" > < / a > < span class = "lineno" > 316< / span >   < / div >
< div class = "line" > < a name = "l00317" > < / a > < span class = "lineno" > 317< / span >   DeviceTensor< float, 3, true> residualDistance(< / div >
< div class = "line" > < a name = "l00318" > < / a > < span class = "lineno" > 318< / span >   mem,< / div >
< div class = "line" > < a name = "l00319" > < / a > < span class = "lineno" > 319< / span >   {pqCentroids.getSize(0),< / div >
< div class = "line" > < a name = "l00320" > < / a > < span class = "lineno" > 320< / span >   topQueryToCentroid.getSize(0) * topQueryToCentroid.getSize(1),< / div >
< div class = "line" > < a name = "l00321" > < / a > < span class = "lineno" > 321< / span >   pqCentroids.getSize(2)},< / div >
< div class = "line" > < a name = "l00322" > < / a > < span class = "lineno" > 322< / span >   stream);< / div >
< div class = "line" > < a name = "l00323" > < / a > < span class = "lineno" > 323< / span >   < / div >
< div class = "line" > < a name = "l00324" > < / a > < span class = "lineno" > 324< / span >   runIteratedMatrixMult(residualDistance, < span class = "keyword" > false< / span > ,< / div >
< div class = "line" > < a name = "l00325" > < / a > < span class = "lineno" > 325< / span >   residualView3, < span class = "keyword" > false< / span > ,< / div >
< div class = "line" > < a name = "l00326" > < / a > < span class = "lineno" > 326< / span >   pqCentroids, < span class = "keyword" > false< / span > ,< / div >
< div class = "line" > < a name = "l00327" > < / a > < span class = "lineno" > 327< / span >   -2.0f, 0.0f,< / div >
< div class = "line" > < a name = "l00328" > < / a > < span class = "lineno" > 328< / span >   handle,< / div >
< div class = "line" > < a name = "l00329" > < / a > < span class = "lineno" > 329< / span >   stream);< / div >
< div class = "line" > < a name = "l00330" > < / a > < span class = "lineno" > 330< / span >   < / div >
< div class = "line" > < a name = "l00331" > < / a > < span class = "lineno" > 331< / span >   < span class = "comment" > // Sum ||q - c||^2 along rows< / span > < / div >
< div class = "line" > < a name = "l00332" > < / a > < span class = "lineno" > 332< / span >   < span class = "keyword" > auto< / span > residualDistanceView2 = residualDistance.view< 2> (< / div >
< div class = "line" > < a name = "l00333" > < / a > < span class = "lineno" > 333< / span >   {pqCentroids.getSize(0) *< / div >
< div class = "line" > < a name = "l00334" > < / a > < span class = "lineno" > 334< / span >   topQueryToCentroid.getSize(0) *< / div >
< div class = "line" > < a name = "l00335" > < / a > < span class = "lineno" > 335< / span >   topQueryToCentroid.getSize(1),< / div >
< div class = "line" > < a name = "l00336" > < / a > < span class = "lineno" > 336< / span >   pqCentroids.getSize(2)});< / div >
< div class = "line" > < a name = "l00337" > < / a > < span class = "lineno" > 337< / span >   < / div >
< div class = "line" > < a name = "l00338" > < / a > < span class = "lineno" > 338< / span >   runSumAlongRows(residualNorms, residualDistanceView2, < span class = "keyword" > false< / span > , stream);< / div >
< div class = "line" > < a name = "l00339" > < / a > < span class = "lineno" > 339< / span >   < / div >
< div class = "line" > < a name = "l00340" > < / a > < span class = "lineno" > 340< / span >   Tensor< float, 4, true> outCodeDistancesF;< / div >
< div class = "line" > < a name = "l00341" > < / a > < span class = "lineno" > 341< / span >   DeviceTensor< float, 4, true> outCodeDistancesFloatMem;< / div >
< div class = "line" > < a name = "l00342" > < / a > < span class = "lineno" > 342< / span >   < / div >
< div class = "line" > < a name = "l00343" > < / a > < span class = "lineno" > 343< / span >   < span class = "preprocessor" > #ifdef FAISS_USE_FLOAT16< / span > < / div >
< div class = "line" > < a name = "l00344" > < / a > < span class = "lineno" > 344< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > if< / span > (useFloat16Lookup) {< / div >
< div class = "line" > < a name = "l00345" > < / a > < span class = "lineno" > 345< / span >   outCodeDistancesFloatMem = DeviceTensor< float, 4, true> (< / div >
< div class = "line" > < a name = "l00346" > < / a > < span class = "lineno" > 346< / span >   mem, {outCodeDistances.getSize(0),< / div >
< div class = "line" > < a name = "l00347" > < / a > < span class = "lineno" > 347< / span >   outCodeDistances.getSize(1),< / div >
< div class = "line" > < a name = "l00348" > < / a > < span class = "lineno" > 348< / span >   outCodeDistances.getSize(2),< / div >
< div class = "line" > < a name = "l00349" > < / a > < span class = "lineno" > 349< / span >   outCodeDistances.getSize(3)},< / div >
< div class = "line" > < a name = "l00350" > < / a > < span class = "lineno" > 350< / span >   stream);< / div >
< div class = "line" > < a name = "l00351" > < / a > < span class = "lineno" > 351< / span >   < / div >
< div class = "line" > < a name = "l00352" > < / a > < span class = "lineno" > 352< / span >   outCodeDistancesF = outCodeDistancesFloatMem;< / div >
< div class = "line" > < a name = "l00353" > < / a > < span class = "lineno" > 353< / span >   }< / div >
< div class = "line" > < a name = "l00354" > < / a > < span class = "lineno" > 354< / span >   < span class = "preprocessor" > #endif< / span > < / div >
< div class = "line" > < a name = "l00355" > < / a > < span class = "lineno" > 355< / span >   < span class = "preprocessor" > < / span > < / div >
< div class = "line" > < a name = "l00356" > < / a > < span class = "lineno" > 356< / span >   < span class = "keywordflow" > if< / span > (!useFloat16Lookup) {< / div >
< div class = "line" > < a name = "l00357" > < / a > < span class = "lineno" > 357< / span >   outCodeDistancesF = outCodeDistances.toTensor< < span class = "keywordtype" > float< / span > > ();< / div >
< div class = "line" > < a name = "l00358" > < / a > < span class = "lineno" > 358< / span >   }< / div >
< div class = "line" > < a name = "l00359" > < / a > < span class = "lineno" > 359< / span >   < / div >
< div class = "line" > < a name = "l00360" > < / a > < span class = "lineno" > 360< / span >   < span class = "comment" > // Transpose -2(sub q)(q * c)(code) to -2(q * c)(sub q)(code) (which< / span > < / div >
< div class = "line" > < a name = "l00361" > < / a > < span class = "lineno" > 361< / span >   < span class = "comment" > // is where we build our output distances)< / span > < / div >
< div class = "line" > < a name = "l00362" > < / a > < span class = "lineno" > 362< / span >   < span class = "keyword" > auto< / span > outCodeDistancesView = outCodeDistancesF.view< 3> (< / div >
< div class = "line" > < a name = "l00363" > < / a > < span class = "lineno" > 363< / span >   {topQueryToCentroid.getSize(0) * topQueryToCentroid.getSize(1),< / div >
< div class = "line" > < a name = "l00364" > < / a > < span class = "lineno" > 364< / span >   outCodeDistances.getSize(2),< / div >
< div class = "line" > < a name = "l00365" > < / a > < span class = "lineno" > 365< / span >   outCodeDistances.getSize(3)});< / div >
< div class = "line" > < a name = "l00366" > < / a > < span class = "lineno" > 366< / span >   < / div >
< div class = "line" > < a name = "l00367" > < / a > < span class = "lineno" > 367< / span >   runTransposeAny(residualDistance, 0, 1, outCodeDistancesView, stream);< / div >
< div class = "line" > < a name = "l00368" > < / a > < span class = "lineno" > 368< / span >   < / div >
< div class = "line" > < a name = "l00369" > < / a > < span class = "lineno" > 369< / span >   < span class = "comment" > // Calculate code norms per each sub-dim< / span > < / div >
< div class = "line" > < a name = "l00370" > < / a > < span class = "lineno" > 370< / span >   < span class = "comment" > // (sub q)(sub dim)(code) is pqCentroids< / span > < / div >
< div class = "line" > < a name = "l00371" > < / a > < span class = "lineno" > 371< / span >   < span class = "comment" > // transpose to (sub q)(code)(sub dim)< / span > < / div >
< div class = "line" > < a name = "l00372" > < / a > < span class = "lineno" > 372< / span >   DeviceTensor< float, 3, true> pqCentroidsTranspose(< / div >
< div class = "line" > < a name = "l00373" > < / a > < span class = "lineno" > 373< / span >   mem,< / div >
< div class = "line" > < a name = "l00374" > < / a > < span class = "lineno" > 374< / span >   {pqCentroids.getSize(0), pqCentroids.getSize(2), pqCentroids.getSize(1)},< / div >
< div class = "line" > < a name = "l00375" > < / a > < span class = "lineno" > 375< / span >   stream);< / div >
< div class = "line" > < a name = "l00376" > < / a > < span class = "lineno" > 376< / span >   < / div >
< div class = "line" > < a name = "l00377" > < / a > < span class = "lineno" > 377< / span >   runTransposeAny(pqCentroids, 1, 2, pqCentroidsTranspose, stream);< / div >
< div class = "line" > < a name = "l00378" > < / a > < span class = "lineno" > 378< / span >   < / div >
< div class = "line" > < a name = "l00379" > < / a > < span class = "lineno" > 379< / span >   < span class = "keyword" > auto< / span > pqCentroidsTransposeView = pqCentroidsTranspose.view< 2> (< / div >
< div class = "line" > < a name = "l00380" > < / a > < span class = "lineno" > 380< / span >   {pqCentroids.getSize(0) * pqCentroids.getSize(2),< / div >
< div class = "line" > < a name = "l00381" > < / a > < span class = "lineno" > 381< / span >   pqCentroids.getSize(1)});< / div >
< div class = "line" > < a name = "l00382" > < / a > < span class = "lineno" > 382< / span >   < / div >
< div class = "line" > < a name = "l00383" > < / a > < span class = "lineno" > 383< / span >   DeviceTensor< float, 1, true> pqCentroidsNorm(< / div >
< div class = "line" > < a name = "l00384" > < / a > < span class = "lineno" > 384< / span >   mem,< / div >
< div class = "line" > < a name = "l00385" > < / a > < span class = "lineno" > 385< / span >   {pqCentroids.getSize(0) * pqCentroids.getSize(2)},< / div >
< div class = "line" > < a name = "l00386" > < / a > < span class = "lineno" > 386< / span >   stream);< / div >
< div class = "line" > < a name = "l00387" > < / a > < span class = "lineno" > 387< / span >   < / div >
< div class = "line" > < a name = "l00388" > < / a > < span class = "lineno" > 388< / span >   runL2Norm(pqCentroidsTransposeView, < span class = "keyword" > true< / span > , pqCentroidsNorm, < span class = "keyword" > true< / span > , stream);< / div >
< div class = "line" > < a name = "l00389" > < / a > < span class = "lineno" > 389< / span >   < / div >
< div class = "line" > < a name = "l00390" > < / a > < span class = "lineno" > 390< / span >   < span class = "comment" > // View output as (q * c)(sub q * code), and add centroid norm to< / span > < / div >
< div class = "line" > < a name = "l00391" > < / a > < span class = "lineno" > 391< / span >   < span class = "comment" > // each row< / span > < / div >
< div class = "line" > < a name = "l00392" > < / a > < span class = "lineno" > 392< / span >   < span class = "keyword" > auto< / span > outDistancesCodeViewCols = outCodeDistancesView.view< 2> (< / div >
< div class = "line" > < a name = "l00393" > < / a > < span class = "lineno" > 393< / span >   {topQueryToCentroid.getSize(0) * topQueryToCentroid.getSize(1),< / div >
< div class = "line" > < a name = "l00394" > < / a > < span class = "lineno" > 394< / span >   outCodeDistances.getSize(2) * outCodeDistances.getSize(3)});< / div >
< div class = "line" > < a name = "l00395" > < / a > < span class = "lineno" > 395< / span >   < / div >
< div class = "line" > < a name = "l00396" > < / a > < span class = "lineno" > 396< / span >   runSumAlongColumns(pqCentroidsNorm, outDistancesCodeViewCols, stream);< / div >
< div class = "line" > < a name = "l00397" > < / a > < span class = "lineno" > 397< / span >   < / div >
< div class = "line" > < a name = "l00398" > < / a > < span class = "lineno" > 398< / span >   < span class = "preprocessor" > #ifdef FAISS_USE_FLOAT16< / span > < / div >
< div class = "line" > < a name = "l00399" > < / a > < span class = "lineno" > 399< / span >   < span class = "preprocessor" > < / span > < span class = "keywordflow" > if< / span > (useFloat16Lookup) {< / div >
< div class = "line" > < a name = "l00400" > < / a > < span class = "lineno" > 400< / span >   < span class = "comment" > // Need to convert back< / span > < / div >
< div class = "line" > < a name = "l00401" > < / a > < span class = "lineno" > 401< / span >   < span class = "keyword" > auto< / span > outCodeDistancesH = outCodeDistances.toTensor< half> ();< / div >
< div class = "line" > < a name = "l00402" > < / a > < span class = "lineno" > 402< / span >   toHalf(stream, outCodeDistancesF, outCodeDistancesH);< / div >
< div class = "line" > < a name = "l00403" > < / a > < span class = "lineno" > 403< / span >   }< / div >
< div class = "line" > < a name = "l00404" > < / a > < span class = "lineno" > 404< / span >   < span class = "preprocessor" > #endif< / span > < / div >
< div class = "line" > < a name = "l00405" > < / a > < span class = "lineno" > 405< / span >   < span class = "preprocessor" > < / span > }< / div >
< div class = "line" > < a name = "l00406" > < / a > < span class = "lineno" > 406< / span >   < / div >
< div class = "line" > < a name = "l00407" > < / a > < span class = "lineno" > 407< / span >   < span class = "keywordtype" > void< / span > < / div >
< div class = "line" > < a name = "l00408" > < / a > < span class = "lineno" > 408< / span >   runPQCodeDistances(Tensor< float, 3, true> & pqCentroids,< / div >
< div class = "line" > < a name = "l00409" > < / a > < span class = "lineno" > 409< / span >   Tensor< float, 2, true> & queries,< / div >
< div class = "line" > < a name = "l00410" > < / a > < span class = "lineno" > 410< / span >   Tensor< float, 2, true> & coarseCentroids,< / div >
< div class = "line" > < a name = "l00411" > < / a > < span class = "lineno" > 411< / span >   Tensor< int, 2, true> & topQueryToCentroid,< / div >
< div class = "line" > < a name = "l00412" > < / a > < span class = "lineno" > 412< / span >   NoTypeTensor< 4, true> & outCodeDistances,< / div >
< div class = "line" > < a name = "l00413" > < / a > < span class = "lineno" > 413< / span >   < span class = "keywordtype" > bool< / span > useFloat16Lookup,< / div >
< div class = "line" > < a name = "l00414" > < / a > < span class = "lineno" > 414< / span >   cudaStream_t stream) {< / div >
< div class = "line" > < a name = "l00415" > < / a > < span class = "lineno" > 415< / span >   < span class = "keyword" > const< / span > < span class = "keyword" > auto< / span > numSubQuantizers = pqCentroids.getSize(0);< / div >
< div class = "line" > < a name = "l00416" > < / a > < span class = "lineno" > 416< / span >   < span class = "keyword" > const< / span > < span class = "keyword" > auto< / span > dimsPerSubQuantizer = pqCentroids.getSize(1);< / div >
< div class = "line" > < a name = "l00417" > < / a > < span class = "lineno" > 417< / span >   < span class = "keyword" > const< / span > < span class = "keyword" > auto< / span > codesPerSubQuantizer = pqCentroids.getSize(2);< / div >
< div class = "line" > < a name = "l00418" > < / a > < span class = "lineno" > 418< / span >   < / div >
< div class = "line" > < a name = "l00419" > < / a > < span class = "lineno" > 419< / span >   < span class = "comment" > // FIXME: tune< / span > < / div >
< div class = "line" > < a name = "l00420" > < / a > < span class = "lineno" > 420< / span >   < span class = "comment" > // Reuse of pq centroid data is based on both # of queries * nprobe,< / span > < / div >
< div class = "line" > < a name = "l00421" > < / a > < span class = "lineno" > 421< / span >   < span class = "comment" > // and we should really be tiling in both dimensions< / span > < / div >
< div class = "line" > < a name = "l00422" > < / a > < span class = "lineno" > 422< / span >   constexpr < span class = "keywordtype" > int< / span > kQueriesPerBlock = 8;< / div >
< div class = "line" > < a name = "l00423" > < / a > < span class = "lineno" > 423< / span >   < / div >
< div class = "line" > < a name = "l00424" > < / a > < span class = "lineno" > 424< / span >   < span class = "keyword" > auto< / span > grid = dim3(utils::divUp(queries.getSize(0), kQueriesPerBlock),< / div >
< div class = "line" > < a name = "l00425" > < / a > < span class = "lineno" > 425< / span >   numSubQuantizers);< / div >
< div class = "line" > < a name = "l00426" > < / a > < span class = "lineno" > 426< / span >   < / div >
< div class = "line" > < a name = "l00427" > < / a > < span class = "lineno" > 427< / span >   < span class = "comment" > // Reserve one block of threads for double buffering< / span > < / div >
< div class = "line" > < a name = "l00428" > < / a > < span class = "lineno" > 428< / span >   < span class = "comment" > // FIXME: probably impractical for large # of dims?< / span > < / div >
< div class = "line" > < a name = "l00429" > < / a > < span class = "lineno" > 429< / span >   < span class = "keyword" > auto< / span > loadingThreads = utils::roundUp(dimsPerSubQuantizer, kWarpSize);< / div >
< div class = "line" > < a name = "l00430" > < / a > < span class = "lineno" > 430< / span >   < span class = "keyword" > auto< / span > block = dim3(codesPerSubQuantizer + loadingThreads);< / div >
< div class = "line" > < a name = "l00431" > < / a > < span class = "lineno" > 431< / span >   < / div >
< div class = "line" > < a name = "l00432" > < / a > < span class = "lineno" > 432< / span >   < span class = "keyword" > auto< / span > smem = (3 * dimsPerSubQuantizer) * < span class = "keyword" > sizeof< / span > (< span class = "keywordtype" > float< / span > )< / div >
< div class = "line" > < a name = "l00433" > < / a > < span class = "lineno" > 433< / span >   + topQueryToCentroid.getSize(1) * < span class = "keyword" > sizeof< / span > (int);< / div >
< div class = "line" > < a name = "l00434" > < / a > < span class = "lineno" > 434< / span >   < / div >
< div class = "line" > < a name = "l00435" > < / a > < span class = "lineno" > 435< / span >   < span class = "preprocessor" > #ifdef FAISS_USE_FLOAT16< / span > < / div >
< div class = "line" > < a name = "l00436" > < / a > < span class = "lineno" > 436< / span >   < span class = "preprocessor" > < / span > < span class = "preprocessor" > #define CODE_DISTANCE(DIMS) \< / span > < / div >
< div class = "line" > < a name = "l00437" > < / a > < span class = "lineno" > 437< / span >   < span class = "preprocessor" > do { \< / span > < / div >
< div class = "line" > < a name = "l00438" > < / a > < span class = "lineno" > 438< / span >   < span class = "preprocessor" > if (useFloat16Lookup) { \< / span > < / div >
< div class = "line" > < a name = "l00439" > < / a > < span class = "lineno" > 439< / span >   < span class = "preprocessor" > auto outCodeDistancesT = outCodeDistances.toTensor< half> (); \< / span > < / div >
< div class = "line" > < a name = "l00440" > < / a > < span class = "lineno" > 440< / span >   < span class = "preprocessor" > \< / span > < / div >
< div class = "line" > < a name = "l00441" > < / a > < span class = "lineno" > 441< / span >   < span class = "preprocessor" > pqCodeDistances< half, DIMS> < < < grid, block, smem, stream> > > ( \< / span > < / div >
< div class = "line" > < a name = "l00442" > < / a > < span class = "lineno" > 442< / span >   < span class = "preprocessor" > queries, kQueriesPerBlock, \< / span > < / div >
< div class = "line" > < a name = "l00443" > < / a > < span class = "lineno" > 443< / span >   < span class = "preprocessor" > coarseCentroids, pqCentroids, \< / span > < / div >
< div class = "line" > < a name = "l00444" > < / a > < span class = "lineno" > 444< / span >   < span class = "preprocessor" > topQueryToCentroid, outCodeDistancesT); \< / span > < / div >
< div class = "line" > < a name = "l00445" > < / a > < span class = "lineno" > 445< / span >   < span class = "preprocessor" > } else { \< / span > < / div >
< div class = "line" > < a name = "l00446" > < / a > < span class = "lineno" > 446< / span >   < span class = "preprocessor" > auto outCodeDistancesT = outCodeDistances.toTensor< float> (); \< / span > < / div >
< div class = "line" > < a name = "l00447" > < / a > < span class = "lineno" > 447< / span >   < span class = "preprocessor" > \< / span > < / div >
< div class = "line" > < a name = "l00448" > < / a > < span class = "lineno" > 448< / span >   < span class = "preprocessor" > pqCodeDistances< float, DIMS> < < < grid, block, smem, stream> > > ( \< / span > < / div >
< div class = "line" > < a name = "l00449" > < / a > < span class = "lineno" > 449< / span >   < span class = "preprocessor" > queries, kQueriesPerBlock, \< / span > < / div >
< div class = "line" > < a name = "l00450" > < / a > < span class = "lineno" > 450< / span >   < span class = "preprocessor" > coarseCentroids, pqCentroids, \< / span > < / div >
< div class = "line" > < a name = "l00451" > < / a > < span class = "lineno" > 451< / span >   < span class = "preprocessor" > topQueryToCentroid, outCodeDistancesT); \< / span > < / div >
< div class = "line" > < a name = "l00452" > < / a > < span class = "lineno" > 452< / span >   < span class = "preprocessor" > } \< / span > < / div >
< div class = "line" > < a name = "l00453" > < / a > < span class = "lineno" > 453< / span >   < span class = "preprocessor" > } while (0)< / span > < / div >
< div class = "line" > < a name = "l00454" > < / a > < span class = "lineno" > 454< / span >   < span class = "preprocessor" > < / span > < span class = "preprocessor" > #else< / span > < / div >
< div class = "line" > < a name = "l00455" > < / a > < span class = "lineno" > 455< / span >   < span class = "preprocessor" > < / span > < span class = "preprocessor" > #define CODE_DISTANCE(DIMS) \< / span > < / div >
< div class = "line" > < a name = "l00456" > < / a > < span class = "lineno" > 456< / span >   < span class = "preprocessor" > do { \< / span > < / div >
< div class = "line" > < a name = "l00457" > < / a > < span class = "lineno" > 457< / span >   < span class = "preprocessor" > if (!useFloat16Lookup) { \< / span > < / div >
< div class = "line" > < a name = "l00458" > < / a > < span class = "lineno" > 458< / span >   < span class = "preprocessor" > auto outCodeDistancesT = outCodeDistances.toTensor< float> (); \< / span > < / div >
< div class = "line" > < a name = "l00459" > < / a > < span class = "lineno" > 459< / span >   < span class = "preprocessor" > \< / span > < / div >
< div class = "line" > < a name = "l00460" > < / a > < span class = "lineno" > 460< / span >   < span class = "preprocessor" > pqCodeDistances< float, DIMS> < < < grid, block, smem, stream> > > ( \< / span > < / div >
< div class = "line" > < a name = "l00461" > < / a > < span class = "lineno" > 461< / span >   < span class = "preprocessor" > queries, kQueriesPerBlock, \< / span > < / div >
< div class = "line" > < a name = "l00462" > < / a > < span class = "lineno" > 462< / span >   < span class = "preprocessor" > coarseCentroids, pqCentroids, \< / span > < / div >
< div class = "line" > < a name = "l00463" > < / a > < span class = "lineno" > 463< / span >   < span class = "preprocessor" > topQueryToCentroid, outCodeDistancesT); \< / span > < / div >
< div class = "line" > < a name = "l00464" > < / a > < span class = "lineno" > 464< / span >   < span class = "preprocessor" > } \< / span > < / div >
< div class = "line" > < a name = "l00465" > < / a > < span class = "lineno" > 465< / span >   < span class = "preprocessor" > } while (0)< / span > < / div >
< div class = "line" > < a name = "l00466" > < / a > < span class = "lineno" > 466< / span >   < span class = "preprocessor" > < / span > < span class = "preprocessor" > #endif< / span > < / div >
< div class = "line" > < a name = "l00467" > < / a > < span class = "lineno" > 467< / span >   < span class = "preprocessor" > < / span > < / div >
< div class = "line" > < a name = "l00468" > < / a > < span class = "lineno" > 468< / span >   < span class = "keywordflow" > switch< / span > (dimsPerSubQuantizer) {< / div >
< div class = "line" > < a name = "l00469" > < / a > < span class = "lineno" > 469< / span >   < span class = "keywordflow" > case< / span > 1:< / div >
< div class = "line" > < a name = "l00470" > < / a > < span class = "lineno" > 470< / span >   CODE_DISTANCE(1);< / div >
< div class = "line" > < a name = "l00471" > < / a > < span class = "lineno" > 471< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00472" > < / a > < span class = "lineno" > 472< / span >   < span class = "keywordflow" > case< / span > 2:< / div >
< div class = "line" > < a name = "l00473" > < / a > < span class = "lineno" > 473< / span >   CODE_DISTANCE(2);< / div >
< div class = "line" > < a name = "l00474" > < / a > < span class = "lineno" > 474< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00475" > < / a > < span class = "lineno" > 475< / span >   < span class = "keywordflow" > case< / span > 3:< / div >
< div class = "line" > < a name = "l00476" > < / a > < span class = "lineno" > 476< / span >   CODE_DISTANCE(3);< / div >
< div class = "line" > < a name = "l00477" > < / a > < span class = "lineno" > 477< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00478" > < / a > < span class = "lineno" > 478< / span >   < span class = "keywordflow" > case< / span > 4:< / div >
< div class = "line" > < a name = "l00479" > < / a > < span class = "lineno" > 479< / span >   CODE_DISTANCE(4);< / div >
< div class = "line" > < a name = "l00480" > < / a > < span class = "lineno" > 480< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00481" > < / a > < span class = "lineno" > 481< / span >   < span class = "keywordflow" > case< / span > 6:< / div >
< div class = "line" > < a name = "l00482" > < / a > < span class = "lineno" > 482< / span >   CODE_DISTANCE(6);< / div >
< div class = "line" > < a name = "l00483" > < / a > < span class = "lineno" > 483< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00484" > < / a > < span class = "lineno" > 484< / span >   < span class = "keywordflow" > case< / span > 8:< / div >
< div class = "line" > < a name = "l00485" > < / a > < span class = "lineno" > 485< / span >   CODE_DISTANCE(8);< / div >
< div class = "line" > < a name = "l00486" > < / a > < span class = "lineno" > 486< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00487" > < / a > < span class = "lineno" > 487< / span >   < span class = "keywordflow" > case< / span > 10:< / div >
< div class = "line" > < a name = "l00488" > < / a > < span class = "lineno" > 488< / span >   CODE_DISTANCE(10);< / div >
< div class = "line" > < a name = "l00489" > < / a > < span class = "lineno" > 489< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00490" > < / a > < span class = "lineno" > 490< / span >   < span class = "keywordflow" > case< / span > 12:< / div >
< div class = "line" > < a name = "l00491" > < / a > < span class = "lineno" > 491< / span >   CODE_DISTANCE(12);< / div >
< div class = "line" > < a name = "l00492" > < / a > < span class = "lineno" > 492< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00493" > < / a > < span class = "lineno" > 493< / span >   < span class = "keywordflow" > case< / span > 16:< / div >
< div class = "line" > < a name = "l00494" > < / a > < span class = "lineno" > 494< / span >   CODE_DISTANCE(16);< / div >
< div class = "line" > < a name = "l00495" > < / a > < span class = "lineno" > 495< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00496" > < / a > < span class = "lineno" > 496< / span >   < span class = "keywordflow" > case< / span > 20:< / div >
< div class = "line" > < a name = "l00497" > < / a > < span class = "lineno" > 497< / span >   CODE_DISTANCE(20);< / div >
< div class = "line" > < a name = "l00498" > < / a > < span class = "lineno" > 498< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00499" > < / a > < span class = "lineno" > 499< / span >   < span class = "keywordflow" > case< / span > 24:< / div >
< div class = "line" > < a name = "l00500" > < / a > < span class = "lineno" > 500< / span >   CODE_DISTANCE(24);< / div >
< div class = "line" > < a name = "l00501" > < / a > < span class = "lineno" > 501< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00502" > < / a > < span class = "lineno" > 502< / span >   < span class = "keywordflow" > case< / span > 28:< / div >
< div class = "line" > < a name = "l00503" > < / a > < span class = "lineno" > 503< / span >   CODE_DISTANCE(28);< / div >
< div class = "line" > < a name = "l00504" > < / a > < span class = "lineno" > 504< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00505" > < / a > < span class = "lineno" > 505< / span >   < span class = "keywordflow" > case< / span > 32:< / div >
< div class = "line" > < a name = "l00506" > < / a > < span class = "lineno" > 506< / span >   CODE_DISTANCE(32);< / div >
< div class = "line" > < a name = "l00507" > < / a > < span class = "lineno" > 507< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00508" > < / a > < span class = "lineno" > 508< / span >   < span class = "comment" > // FIXME: larger sizes require too many registers - we need the< / span > < / div >
< div class = "line" > < a name = "l00509" > < / a > < span class = "lineno" > 509< / span >   < span class = "comment" > // MM implementation working< / span > < / div >
< div class = "line" > < a name = "l00510" > < / a > < span class = "lineno" > 510< / span >   < span class = "keywordflow" > default< / span > :< / div >
< div class = "line" > < a name = "l00511" > < / a > < span class = "lineno" > 511< / span >   FAISS_ASSERT(< span class = "keyword" > false< / span > );< / div >
< div class = "line" > < a name = "l00512" > < / a > < span class = "lineno" > 512< / span >   < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a name = "l00513" > < / a > < span class = "lineno" > 513< / span >   }< / div >
< div class = "line" > < a name = "l00514" > < / a > < span class = "lineno" > 514< / span >   < / div >
< div class = "line" > < a name = "l00515" > < / a > < span class = "lineno" > 515< / span >   < span class = "preprocessor" > #undef CODE_DISTANCE< / span > < / div >
< div class = "line" > < a name = "l00516" > < / a > < span class = "lineno" > 516< / span >   < span class = "preprocessor" > < / span > < / div >
< div class = "line" > < a name = "l00517" > < / a > < span class = "lineno" > 517< / span >   CUDA_TEST_ERROR();< / div >
< div class = "line" > < a name = "l00518" > < / a > < span class = "lineno" > 518< / span >   }< / div >
< div class = "line" > < a name = "l00519" > < / a > < span class = "lineno" > 519< / span >   < / div >
< div class = "line" > < a name = "l00520" > < / a > < span class = "lineno" > 520< / span >   } } < span class = "comment" > // namespace< / span > < / div >
< div class = "ttc" id = "structfaiss_1_1gpu_1_1Converter_html" > < div class = "ttname" > < a href = "structfaiss_1_1gpu_1_1Converter.html" > faiss::gpu::Converter< / a > < / div > < div class = "ttdef" > < b > Definition:< / b > < a href = "PQCodeDistances_8cu_source.html#l00025" > PQCodeDistances.cu:25< / a > < / div > < / div >
< div class = "ttc" id = "classfaiss_1_1gpu_1_1Tensor_html" > < div class = "ttname" > < a href = "classfaiss_1_1gpu_1_1Tensor.html" > faiss::gpu::Tensor< / a > < / div > < div class = "ttdoc" > Our tensor type. < / div > < div class = "ttdef" > < b > Definition:< / b > < a href = "Tensor_8cuh_source.html#l00028" > Tensor.cuh:28< / a > < / div > < / div >
2017-02-23 06:26:44 +08:00
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