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authorGravatar Gael Guennebaud <g.gael@free.fr>2009-03-02 13:15:15 +0000
committerGravatar Gael Guennebaud <g.gael@free.fr>2009-03-02 13:15:15 +0000
commited134a0ce5670984b67c1797449b8d5b7a9a55f0 (patch)
tree599f37220472b37da4f273f2d1c627c315f17202 /Eigen
parent8ed186b9ab9c64a12688132764c49a3a889ad23e (diff)
performance improvement: rewrite of the matrix-matrix product following
Goto's paper => x1.4 speedup with more consistent perf results
Diffstat (limited to 'Eigen')
-rw-r--r--Eigen/src/Core/products/GeneralMatrixMatrix.h542
1 files changed, 290 insertions, 252 deletions
diff --git a/Eigen/src/Core/products/GeneralMatrixMatrix.h b/Eigen/src/Core/products/GeneralMatrixMatrix.h
index 3bf4a2e16..7ec33d7f4 100644
--- a/Eigen/src/Core/products/GeneralMatrixMatrix.h
+++ b/Eigen/src/Core/products/GeneralMatrixMatrix.h
@@ -69,298 +69,335 @@ static void ei_cache_friendly_product(
typedef typename ei_packet_traits<Scalar>::type PacketType;
+
+
+#ifndef EIGEN_USE_ALT_PRODUCT
+
enum {
PacketSize = sizeof(PacketType)/sizeof(Scalar),
#if (defined __i386__)
- // i386 architecture provides only 8 xmm registers,
- // so let's reduce the max number of rows processed at once.
- MaxBlockRows = 4,
- MaxBlockRows_ClampingMask = 0xFFFFFC,
+ HalfRegisterCount = 4,
#else
- MaxBlockRows = 8,
- MaxBlockRows_ClampingMask = 0xFFFFF8,
+ HalfRegisterCount = 8,
#endif
- // maximal size of the blocks fitted in L2 cache
- MaxL2BlockSize = ei_L2_block_traits<EIGEN_TUNE_FOR_CPU_CACHE_SIZE,Scalar>::width
- };
- const bool resIsAligned = (PacketSize==1) || (((resStride%PacketSize) == 0) && (size_t(res)%16==0));
-
- const int remainingSize = depth % PacketSize;
- const int size = depth - remainingSize; // third dimension of the product clamped to packet boundaries
- const int l2BlockRows = MaxL2BlockSize > rows ? rows : MaxL2BlockSize;
- const int l2BlockCols = MaxL2BlockSize > cols ? cols : MaxL2BlockSize;
- const int l2BlockSize = MaxL2BlockSize > size ? size : MaxL2BlockSize;
- const int l2BlockSizeAligned = (1 + std::max(l2BlockSize,l2BlockCols)/PacketSize)*PacketSize;
- const bool needRhsCopy = (PacketSize>1) && ((rhsStride%PacketSize!=0) || (size_t(rhs)%16!=0));
- Scalar* EIGEN_RESTRICT block = 0;
- const int allocBlockSize = l2BlockRows*size;
- block = ei_aligned_stack_new(Scalar, allocBlockSize);
- Scalar* EIGEN_RESTRICT rhsCopy
- = ei_aligned_stack_new(Scalar, l2BlockSizeAligned*l2BlockSizeAligned);
+ // register block size along the N direction
+ nr = HalfRegisterCount/2,
+
+ // register block size along the M direction
+ mr = 2 * PacketSize,
+
+ // max cache block size along the K direction
+ Max_kc = ei_L2_block_traits<EIGEN_TUNE_FOR_CPU_CACHE_SIZE,Scalar>::width,
+
+ // max cache block size along the M direction
+ Max_mc = 2*Max_kc
+ };
-#ifndef EIGEN_USE_NEW_PRODUCT
- // loops on each L2 cache friendly blocks of the result
- for(int l2i=0; l2i<rows; l2i+=l2BlockRows)
+ int kc = std::min<int>(Max_kc,depth); // cache block size along the K direction
+ int mc = std::min<int>(Max_mc,rows); // cache block size along the M direction
+
+ Scalar* blockA = ei_aligned_stack_new(Scalar, kc*mc);
+ Scalar* blockB = ei_aligned_stack_new(Scalar, kc*cols*PacketSize);
+
+ // number of columns which can be processed by packet of nr columns
+ int packet_cols = (cols/nr)*nr;
+
+ // GEMM_VAR1
+ for(int k2=0; k2<depth; k2+=kc)
{
- const int l2blockRowEnd = std::min(l2i+l2BlockRows, rows);
- const int l2blockRowEndBW = l2blockRowEnd & MaxBlockRows_ClampingMask; // end of the rows aligned to bw
- const int l2blockRemainingRows = l2blockRowEnd - l2blockRowEndBW; // number of remaining rows
- //const int l2blockRowEndBWPlusOne = l2blockRowEndBW + (l2blockRemainingRows?0:MaxBlockRows);
-
- // build a cache friendly blocky matrix
- int count = 0;
-
- // copy l2blocksize rows of m_lhs to blocks of ps x bw
- for(int l2k=0; l2k<size; l2k+=l2BlockSize)
+ const int actual_kc = std::min(k2+kc,depth)-k2;
+
+ // we have selected one row panel of rhs and one column panel of lhs
+ // pack rhs's panel into a sequential chunk of memory
+ // and expand each coeff to a constant packet for further reuse
{
- const int l2blockSizeEnd = std::min(l2k+l2BlockSize, size);
-
- for (int i = l2i; i<l2blockRowEndBW/*PlusOne*/; i+=MaxBlockRows)
+ int count = 0;
+ for(int j2=0; j2<packet_cols; j2+=nr)
{
- // TODO merge the "if l2blockRemainingRows" using something like:
- // const int blockRows = std::min(i+MaxBlockRows, rows) - i;
-
- for (int k=l2k; k<l2blockSizeEnd; k+=PacketSize)
+ const Scalar* b0 = &rhs[(j2+0)*rhsStride + k2];
+ const Scalar* b1 = &rhs[(j2+1)*rhsStride + k2];
+ const Scalar* b2 = &rhs[(j2+2)*rhsStride + k2];
+ const Scalar* b3 = &rhs[(j2+3)*rhsStride + k2];
+ for(int k=0; k<actual_kc; k++)
{
- // TODO write these loops using meta unrolling
- // negligible for large matrices but useful for small ones
- if (lhsRowMajor)
+ ei_pstore(&blockB[count+0*PacketSize], ei_pset1(b0[k]));
+ ei_pstore(&blockB[count+1*PacketSize], ei_pset1(b1[k]));
+ if (nr==4)
{
- for (int w=0; w<MaxBlockRows; ++w)
- for (int s=0; s<PacketSize; ++s)
- block[count++] = lhs[(i+w)*lhsStride + (k+s)];
- }
- else
- {
- for (int w=0; w<MaxBlockRows; ++w)
- for (int s=0; s<PacketSize; ++s)
- block[count++] = lhs[(i+w) + (k+s)*lhsStride];
+ ei_pstore(&blockB[count+2*PacketSize], ei_pset1(b2[k]));
+ ei_pstore(&blockB[count+3*PacketSize], ei_pset1(b3[k]));
}
+ count += nr*PacketSize;
}
}
- if (l2blockRemainingRows>0)
+ }
+
+ // => GEPP_VAR1
+ for(int i2=0; i2<rows; i2+=mc)
+ {
+ const int actual_mc = std::min(i2+mc,rows)-i2;
+
+ // We have selected a mc x kc block of lhs
+ // Let's pack it in a clever order for further purely sequential access
+ int count = 0;
+ const int peeled_mc = (actual_mc/mr)*mr;
+ if (lhsRowMajor)
{
- for (int k=l2k; k<l2blockSizeEnd; k+=PacketSize)
+ for(int i=0; i<peeled_mc; i+=mr)
+ for(int k=0; k<actual_kc; k++)
+ for(int w=0; w<mr; w++)
+ blockA[count++] = lhs[(k2+k) + (i2+i+w)*lhsStride];
+ for(int i=peeled_mc; i<actual_mc; i++)
{
- if (lhsRowMajor)
- {
- for (int w=0; w<l2blockRemainingRows; ++w)
- for (int s=0; s<PacketSize; ++s)
- block[count++] = lhs[(l2blockRowEndBW+w)*lhsStride + (k+s)];
- }
- else
- {
- for (int w=0; w<l2blockRemainingRows; ++w)
- for (int s=0; s<PacketSize; ++s)
- block[count++] = lhs[(l2blockRowEndBW+w) + (k+s)*lhsStride];
- }
+ const Scalar* llhs = &lhs[(k2) + (i2+i)*lhsStride];
+ for(int k=0; k<actual_kc; k++)
+ blockA[count++] = llhs[k];
}
}
- }
-
- for(int l2j=0; l2j<cols; l2j+=l2BlockCols)
- {
- int l2blockColEnd = std::min(l2j+l2BlockCols, cols);
-
- for(int l2k=0; l2k<size; l2k+=l2BlockSize)
+ else
{
- // acumulate bw rows of lhs time a single column of rhs to a bw x 1 block of res
- int l2blockSizeEnd = std::min(l2k+l2BlockSize, size);
+ for(int i=0; i<peeled_mc; i+=mr)
+ for(int k=0; k<actual_kc; k++)
+ for(int w=0; w<mr; w++)
+ blockA[count++] = lhs[(k2+k)*lhsStride + i2+i+w];
+ for(int i=peeled_mc; i<actual_mc; i++)
+ for(int k=0; k<actual_kc; k++)
+ blockA[count++] = lhs[(k2+k)*lhsStride + i2+i];
+ }
- // if not aligned, copy the rhs block
- if (needRhsCopy)
- for(int l1j=l2j; l1j<l2blockColEnd; l1j+=1)
+ // GEBP
+ // loops on each cache friendly block of the result/rhs
+ for(int j2=0; j2<packet_cols; j2+=nr)
+ {
+ // loops on each register blocking of lhs/res
+ const int peeled_mc = (actual_mc/mr)*mr;
+ for(int i=0; i<peeled_mc; i+=mr)
+ {
+ const Scalar* blA = &blockA[i*actual_kc];
+ #ifdef EIGEN_VECTORIZE_SSE
+ _mm_prefetch(&blA[0], _MM_HINT_T0);
+ #endif
+
+ // TODO move the res loads to the stores
+
+ // gets res block as register
+ PacketType C0, C1, C2, C3, C4, C5, C6, C7;
+ C0 = ei_ploadu(&res[(j2+0)*resStride + i2 + i]);
+ C1 = ei_ploadu(&res[(j2+1)*resStride + i2 + i]);
+ if(nr==4) C2 = ei_ploadu(&res[(j2+2)*resStride + i2 + i]);
+ if(nr==4) C3 = ei_ploadu(&res[(j2+3)*resStride + i2 + i]);
+ C4 = ei_ploadu(&res[(j2+0)*resStride + i2 + i + PacketSize]);
+ C5 = ei_ploadu(&res[(j2+1)*resStride + i2 + i + PacketSize]);
+ if(nr==4) C6 = ei_ploadu(&res[(j2+2)*resStride + i2 + i + PacketSize]);
+ if(nr==4) C7 = ei_ploadu(&res[(j2+3)*resStride + i2 + i + PacketSize]);
+
+ // performs "inner" product
+ // TODO let's check wether the flowing peeled loop could not be
+ // optimized via optimal prefetching from one loop to the other
+ const Scalar* blB = &blockB[j2*actual_kc*PacketSize];
+ const int peeled_kc = (actual_kc/4)*4;
+ for(int k=0; k<peeled_kc; k+=4)
{
- ei_internal_assert(l2BlockSizeAligned*(l1j-l2j)+(l2blockSizeEnd-l2k) < l2BlockSizeAligned*l2BlockSizeAligned);
- memcpy(rhsCopy+l2BlockSizeAligned*(l1j-l2j),&(rhs[l1j*rhsStride+l2k]),(l2blockSizeEnd-l2k)*sizeof(Scalar));
+ PacketType B0, B1, B2, B3, A0, A1;
+
+ A0 = ei_pload(&blA[0*PacketSize]);
+ A1 = ei_pload(&blA[1*PacketSize]);
+ B0 = ei_pload(&blB[0*PacketSize]);
+ B1 = ei_pload(&blB[1*PacketSize]);
+ C0 = ei_pmadd(B0, A0, C0);
+ if(nr==4) B2 = ei_pload(&blB[2*PacketSize]);
+ C4 = ei_pmadd(B0, A1, C4);
+ if(nr==4) B3 = ei_pload(&blB[3*PacketSize]);
+ B0 = ei_pload(&blB[(nr==4 ? 4 : 2)*PacketSize]);
+ C1 = ei_pmadd(B1, A0, C1);
+ C5 = ei_pmadd(B1, A1, C5);
+ B1 = ei_pload(&blB[(nr==4 ? 5 : 3)*PacketSize]);
+ if(nr==4) C2 = ei_pmadd(B2, A0, C2);
+ if(nr==4) C6 = ei_pmadd(B2, A1, C6);
+ if(nr==4) B2 = ei_pload(&blB[6*PacketSize]);
+ if(nr==4) C3 = ei_pmadd(B3, A0, C3);
+ A0 = ei_pload(&blA[2*PacketSize]);
+ if(nr==4) C7 = ei_pmadd(B3, A1, C7);
+ A1 = ei_pload(&blA[3*PacketSize]);
+ if(nr==4) B3 = ei_pload(&blB[7*PacketSize]);
+ C0 = ei_pmadd(B0, A0, C0);
+ C4 = ei_pmadd(B0, A1, C4);
+ B0 = ei_pload(&blB[(nr==4 ? 8 : 4)*PacketSize]);
+ C1 = ei_pmadd(B1, A0, C1);
+ C5 = ei_pmadd(B1, A1, C5);
+ B1 = ei_pload(&blB[(nr==4 ? 9 : 5)*PacketSize]);
+ if(nr==4) C2 = ei_pmadd(B2, A0, C2);
+ if(nr==4) C6 = ei_pmadd(B2, A1, C6);
+ if(nr==4) B2 = ei_pload(&blB[10*PacketSize]);
+ if(nr==4) C3 = ei_pmadd(B3, A0, C3);
+ A0 = ei_pload(&blA[4*PacketSize]);
+ if(nr==4) C7 = ei_pmadd(B3, A1, C7);
+ A1 = ei_pload(&blA[5*PacketSize]);
+ if(nr==4) B3 = ei_pload(&blB[11*PacketSize]);
+
+ C0 = ei_pmadd(B0, A0, C0);
+ C4 = ei_pmadd(B0, A1, C4);
+ B0 = ei_pload(&blB[(nr==4 ? 12 : 6)*PacketSize]);
+ C1 = ei_pmadd(B1, A0, C1);
+ C5 = ei_pmadd(B1, A1, C5);
+ B1 = ei_pload(&blB[(nr==4 ? 13 : 7)*PacketSize]);
+ if(nr==4) C2 = ei_pmadd(B2, A0, C2);
+ if(nr==4) C6 = ei_pmadd(B2, A1, C6);
+ if(nr==4) B2 = ei_pload(&blB[14*PacketSize]);
+ if(nr==4) C3 = ei_pmadd(B3, A0, C3);
+ A0 = ei_pload(&blA[6*PacketSize]);
+ if(nr==4) C7 = ei_pmadd(B3, A1, C7);
+ A1 = ei_pload(&blA[7*PacketSize]);
+ if(nr==4) B3 = ei_pload(&blB[15*PacketSize]);
+ C0 = ei_pmadd(B0, A0, C0);
+ C4 = ei_pmadd(B0, A1, C4);
+ C1 = ei_pmadd(B1, A0, C1);
+ C5 = ei_pmadd(B1, A1, C5);
+ if(nr==4) C2 = ei_pmadd(B2, A0, C2);
+ if(nr==4) C6 = ei_pmadd(B2, A1, C6);
+ if(nr==4) C3 = ei_pmadd(B3, A0, C3);
+ if(nr==4) C7 = ei_pmadd(B3, A1, C7);
+
+ blB += 4*nr*PacketSize;
+ blA += 4*mr;
}
-
- // for each bw x 1 result's block
- for(int l1i=l2i; l1i<l2blockRowEndBW; l1i+=MaxBlockRows)
- {
- int offsetblock = l2k * (l2blockRowEnd-l2i) + (l1i-l2i)*(l2blockSizeEnd-l2k) - l2k*MaxBlockRows;
- const Scalar* EIGEN_RESTRICT localB = &block[offsetblock];
-
- for(int l1j=l2j; l1j<l2blockColEnd; l1j+=1)
+ for(int k=peeled_kc; k<actual_kc; k++)
{
- const Scalar* EIGEN_RESTRICT rhsColumn;
- if (needRhsCopy)
- rhsColumn = &(rhsCopy[l2BlockSizeAligned*(l1j-l2j)-l2k]);
- else
- rhsColumn = &(rhs[l1j*rhsStride]);
-
- PacketType dst[MaxBlockRows];
- dst[3] = dst[2] = dst[1] = dst[0] = ei_pset1(Scalar(0.));
- if (MaxBlockRows==8)
- dst[7] = dst[6] = dst[5] = dst[4] = dst[0];
-
- PacketType tmp;
-
- for(int k=l2k; k<l2blockSizeEnd; k+=PacketSize)
- {
- tmp = ei_ploadu(&rhsColumn[k]);
- PacketType A0, A1, A2, A3, A4, A5;
- A0 = ei_pload(localB + k*MaxBlockRows);
- A1 = ei_pload(localB + k*MaxBlockRows+1*PacketSize);
- A2 = ei_pload(localB + k*MaxBlockRows+2*PacketSize);
- A3 = ei_pload(localB + k*MaxBlockRows+3*PacketSize);
- if (MaxBlockRows==8) A4 = ei_pload(localB + k*MaxBlockRows+4*PacketSize);
- if (MaxBlockRows==8) A5 = ei_pload(localB + k*MaxBlockRows+5*PacketSize);
- dst[0] = ei_pmadd(tmp, A0, dst[0]);
- if (MaxBlockRows==8) A0 = ei_pload(localB + k*MaxBlockRows+6*PacketSize);
- dst[1] = ei_pmadd(tmp, A1, dst[1]);
- if (MaxBlockRows==8) A1 = ei_pload(localB + k*MaxBlockRows+7*PacketSize);
- dst[2] = ei_pmadd(tmp, A2, dst[2]);
- dst[3] = ei_pmadd(tmp, A3, dst[3]);
- if (MaxBlockRows==8)
- {
- dst[4] = ei_pmadd(tmp, A4, dst[4]);
- dst[5] = ei_pmadd(tmp, A5, dst[5]);
- dst[6] = ei_pmadd(tmp, A0, dst[6]);
- dst[7] = ei_pmadd(tmp, A1, dst[7]);
- }
- }
-
- Scalar* EIGEN_RESTRICT localRes = &(res[l1i + l1j*resStride]);
-
- if (PacketSize>1 && resIsAligned)
- {
- // the result is aligned: let's do packet reduction
- ei_pstore(&(localRes[0]), ei_padd(ei_pload(&(localRes[0])), ei_preduxp(&dst[0])));
- if (PacketSize==2)
- ei_pstore(&(localRes[2]), ei_padd(ei_pload(&(localRes[2])), ei_preduxp(&(dst[2]))));
- if (MaxBlockRows==8)
- {
- ei_pstore(&(localRes[4]), ei_padd(ei_pload(&(localRes[4])), ei_preduxp(&(dst[4]))));
- if (PacketSize==2)
- ei_pstore(&(localRes[6]), ei_padd(ei_pload(&(localRes[6])), ei_preduxp(&(dst[6]))));
- }
- }
- else
- {
- // not aligned => per coeff packet reduction
- localRes[0] += ei_predux(dst[0]);
- localRes[1] += ei_predux(dst[1]);
- localRes[2] += ei_predux(dst[2]);
- localRes[3] += ei_predux(dst[3]);
- if (MaxBlockRows==8)
- {
- localRes[4] += ei_predux(dst[4]);
- localRes[5] += ei_predux(dst[5]);
- localRes[6] += ei_predux(dst[6]);
- localRes[7] += ei_predux(dst[7]);
- }
- }
+ PacketType B0, B1, B2, B3, A0, A1;
+
+ A0 = ei_pload(&blA[0*PacketSize]);
+ A1 = ei_pload(&blA[1*PacketSize]);
+ B0 = ei_pload(&blB[0*PacketSize]);
+ B1 = ei_pload(&blB[1*PacketSize]);
+ C0 = ei_pmadd(B0, A0, C0);
+ if(nr==4) B2 = ei_pload(&blB[2*PacketSize]);
+ C4 = ei_pmadd(B0, A1, C4);
+ if(nr==4) B3 = ei_pload(&blB[3*PacketSize]);
+ C1 = ei_pmadd(B1, A0, C1);
+ C5 = ei_pmadd(B1, A1, C5);
+ if(nr==4) C2 = ei_pmadd(B2, A0, C2);
+ if(nr==4) C6 = ei_pmadd(B2, A1, C6);
+ if(nr==4) C3 = ei_pmadd(B3, A0, C3);
+ if(nr==4) C7 = ei_pmadd(B3, A1, C7);
+
+ blB += nr*PacketSize;
+ blA += mr;
}
+
+ ei_pstoreu(&res[(j2+0)*resStride + i2 + i], C0);
+ ei_pstoreu(&res[(j2+1)*resStride + i2 + i], C1);
+ if(nr==4) ei_pstoreu(&res[(j2+2)*resStride + i2 + i], C2);
+ if(nr==4) ei_pstoreu(&res[(j2+3)*resStride + i2 + i], C3);
+ ei_pstoreu(&res[(j2+0)*resStride + i2 + i + PacketSize], C4);
+ ei_pstoreu(&res[(j2+1)*resStride + i2 + i + PacketSize], C5);
+ if(nr==4) ei_pstoreu(&res[(j2+2)*resStride + i2 + i + PacketSize], C6);
+ if(nr==4) ei_pstoreu(&res[(j2+3)*resStride + i2 + i + PacketSize], C7);
}
- if (l2blockRemainingRows>0)
+ for(int i=peeled_mc; i<actual_mc; i++)
{
- int offsetblock = l2k * (l2blockRowEnd-l2i) + (l2blockRowEndBW-l2i)*(l2blockSizeEnd-l2k) - l2k*l2blockRemainingRows;
- const Scalar* localB = &block[offsetblock];
-
- for(int l1j=l2j; l1j<l2blockColEnd; l1j+=1)
+ const Scalar* blA = &blockA[i*actual_kc];
+ #ifdef EIGEN_VECTORIZE_SSE
+ _mm_prefetch(&blA[0], _MM_HINT_T0);
+ #endif
+
+ // gets a 1 x nr res block as registers
+ Scalar C0(0), C1(0), C2(0), C3(0);
+ const Scalar* blB = &blockB[j2*actual_kc*PacketSize];
+ for(int k=0; k<actual_kc; k++)
{
- const Scalar* EIGEN_RESTRICT rhsColumn;
- if (needRhsCopy)
- rhsColumn = &(rhsCopy[l2BlockSizeAligned*(l1j-l2j)-l2k]);
- else
- rhsColumn = &(rhs[l1j*rhsStride]);
-
- PacketType dst[MaxBlockRows];
- dst[3] = dst[2] = dst[1] = dst[0] = ei_pset1(Scalar(0.));
- if (MaxBlockRows==8)
- dst[7] = dst[6] = dst[5] = dst[4] = dst[0];
-
- // let's declare a few other temporary registers
- PacketType tmp;
-
- for(int k=l2k; k<l2blockSizeEnd; k+=PacketSize)
- {
- tmp = ei_pload(&rhsColumn[k]);
-
- dst[0] = ei_pmadd(tmp, ei_pload(&(localB[k*l2blockRemainingRows ])), dst[0]);
- if (l2blockRemainingRows>=2) dst[1] = ei_pmadd(tmp, ei_pload(&(localB[k*l2blockRemainingRows+ PacketSize])), dst[1]);
- if (l2blockRemainingRows>=3) dst[2] = ei_pmadd(tmp, ei_pload(&(localB[k*l2blockRemainingRows+2*PacketSize])), dst[2]);
- if (l2blockRemainingRows>=4) dst[3] = ei_pmadd(tmp, ei_pload(&(localB[k*l2blockRemainingRows+3*PacketSize])), dst[3]);
- if (MaxBlockRows==8)
- {
- if (l2blockRemainingRows>=5) dst[4] = ei_pmadd(tmp, ei_pload(&(localB[k*l2blockRemainingRows+4*PacketSize])), dst[4]);
- if (l2blockRemainingRows>=6) dst[5] = ei_pmadd(tmp, ei_pload(&(localB[k*l2blockRemainingRows+5*PacketSize])), dst[5]);
- if (l2blockRemainingRows>=7) dst[6] = ei_pmadd(tmp, ei_pload(&(localB[k*l2blockRemainingRows+6*PacketSize])), dst[6]);
- if (l2blockRemainingRows>=8) dst[7] = ei_pmadd(tmp, ei_pload(&(localB[k*l2blockRemainingRows+7*PacketSize])), dst[7]);
- }
- }
-
- Scalar* EIGEN_RESTRICT localRes = &(res[l2blockRowEndBW + l1j*resStride]);
-
- // process the remaining rows once at a time
- localRes[0] += ei_predux(dst[0]);
- if (l2blockRemainingRows>=2) localRes[1] += ei_predux(dst[1]);
- if (l2blockRemainingRows>=3) localRes[2] += ei_predux(dst[2]);
- if (l2blockRemainingRows>=4) localRes[3] += ei_predux(dst[3]);
- if (MaxBlockRows==8)
- {
- if (l2blockRemainingRows>=5) localRes[4] += ei_predux(dst[4]);
- if (l2blockRemainingRows>=6) localRes[5] += ei_predux(dst[5]);
- if (l2blockRemainingRows>=7) localRes[6] += ei_predux(dst[6]);
- if (l2blockRemainingRows>=8) localRes[7] += ei_predux(dst[7]);
- }
-
+ Scalar B0, B1, B2, B3, A0;
+
+ A0 = blA[k];
+ B0 = blB[0*PacketSize];
+ B1 = blB[1*PacketSize];
+ C0 += B0 * A0;
+ if(nr==4) B2 = blB[2*PacketSize];
+ if(nr==4) B3 = blB[3*PacketSize];
+ C1 += B1 * A0;
+ if(nr==4) C2 += B2 * A0;
+ if(nr==4) C3 += B3 * A0;
+
+ blB += nr*PacketSize;
}
+ res[(j2+0)*resStride + i2 + i] += C0;
+ res[(j2+1)*resStride + i2 + i] += C1;
+ if(nr==4) res[(j2+2)*resStride + i2 + i] += C2;
+ if(nr==4) res[(j2+3)*resStride + i2 + i] += C3;
}
}
- }
- }
- if (PacketSize>1 && remainingSize)
- {
- if (lhsRowMajor)
- {
- for (int j=0; j<cols; ++j)
- for (int i=0; i<rows; ++i)
- {
- Scalar tmp = lhs[i*lhsStride+size] * rhs[j*rhsStride+size];
- // FIXME this loop get vectorized by the compiler !
- for (int k=1; k<remainingSize; ++k)
- tmp += lhs[i*lhsStride+size+k] * rhs[j*rhsStride+size+k];
- res[i+j*resStride] += tmp;
- }
- }
- else
- {
- for (int j=0; j<cols; ++j)
- for (int i=0; i<rows; ++i)
+ // remaining rhs/res columns (<nr)
+ for(int j2=packet_cols; j2<cols; j2++)
+ {
+ for(int i=0; i<actual_mc; i++)
{
- Scalar tmp = lhs[i+size*lhsStride] * rhs[j*rhsStride+size];
- for (int k=1; k<remainingSize; ++k)
- tmp += lhs[i+(size+k)*lhsStride] * rhs[j*rhsStride+size+k];
- res[i+j*resStride] += tmp;
+ Scalar c0 = res[(j2)*resStride + i2+i];
+ if (lhsRowMajor)
+ for(int k=0; k<actual_kc; k++)
+ c0 += lhs[(k2+k)+(i2+i)*lhsStride] * rhs[j2*rhsStride + k2 + k];
+ else
+ for(int k=0; k<actual_kc; k++)
+ c0 += lhs[(k2+k)*lhsStride + i2+i] * rhs[j2*rhsStride + k2 + k];
+ res[(j2)*resStride + i2+i] = c0;
}
+ }
}
}
+
+ ei_aligned_stack_delete(Scalar, blockA, kc*mc);
+ ei_aligned_stack_delete(Scalar, blockB, kc*cols*PacketSize);
+
+#else // alternate product from cylmor
-#else
- // loops on each L2 cache friendly blocks of the result
+ enum {
+ PacketSize = sizeof(PacketType)/sizeof(Scalar),
+ #if (defined __i386__)
+ // i386 architecture provides only 8 xmm registers,
+ // so let's reduce the max number of rows processed at once.
+ MaxBlockRows = 4,
+ MaxBlockRows_ClampingMask = 0xFFFFFC,
+ #else
+ MaxBlockRows = 8,
+ MaxBlockRows_ClampingMask = 0xFFFFF8,
+ #endif
+ // maximal size of the blocks fitted in L2 cache
+ MaxL2BlockSize = ei_L2_block_traits<EIGEN_TUNE_FOR_CPU_CACHE_SIZE,Scalar>::width
+ };
+
+ const bool resIsAligned = (PacketSize==1) || (((resStride%PacketSize) == 0) && (size_t(res)%16==0));
- for(int l2j=0; l2j<cols; l2j+=l2BlockCols)
+ const int remainingSize = depth % PacketSize;
+ const int size = depth - remainingSize; // third dimension of the product clamped to packet boundaries
+
+ const int l2BlockRows = MaxL2BlockSize > rows ? rows : 512;
+ const int l2BlockCols = MaxL2BlockSize > cols ? cols : 128;
+ const int l2BlockSize = MaxL2BlockSize > size ? size : 256;
+ const int l2BlockSizeAligned = (1 + std::max(l2BlockSize,l2BlockCols)/PacketSize)*PacketSize;
+ const bool needRhsCopy = (PacketSize>1) && ((rhsStride%PacketSize!=0) || (size_t(rhs)%16!=0));
+
+ Scalar* EIGEN_RESTRICT block = new Scalar[l2BlockRows*size];
+// for(int i=0; i<l2BlockRows*l2BlockSize; ++i)
+// block[i] = 0;
+ // loops on each L2 cache friendly blocks of lhs
+ for(int l2k=0; l2k<depth; l2k+=l2BlockSize)
{
for(int l2i=0; l2i<rows; l2i+=l2BlockRows)
{
// We have selected a block of lhs
// Packs this block into 'block'
int count = 0;
- for(int j=0; j<l2BlockCols; j+=MaxBlockRows)
+ for(int k=0; k<l2BlockSize; k+=MaxBlockRows)
{
for(int i=0; i<l2BlockRows; i+=2*PacketSize)
for (int w=0; w<MaxBlockRows; ++w)
for (int y=0; y<2*PacketSize; ++y)
- block[count++] = lhs[(j+l2j+w)*rows + l2i+i+ y];
+ block[count++] = lhs[(k+l2k+w)*lhsStride + l2i+i+ y];
}
// loops on each L2 cache firendly block of the result/rhs
- for(int l2k=0; l2k<cols; l2k+=l2BlockCols)
+ for(int l2j=0; l2j<cols; l2j+=l2BlockCols)
{
- for(int i=0; i<l2BlockRows; i+=MaxBlockRows)
+ for(int k=0; k<l2BlockSize; k+=MaxBlockRows)
{
for(int j=0; j<l2BlockCols; ++j)
{
@@ -370,7 +407,7 @@ static void ei_cache_friendly_product(
// Here we need some vector reordering
// Right now its hardcoded to packets of 4 elements
- const Scalar* lrhs = &rhs[(j+l2k)*rows+(i+l2j)];
+ const Scalar* lrhs = &rhs[(j+l2j)*rhsStride+(k+l2k)];
A0 = ei_pset1(lrhs[0]);
A1 = ei_pset1(lrhs[1]);
A2 = ei_pset1(lrhs[2]);
@@ -383,16 +420,17 @@ static void ei_cache_friendly_product(
A7 = ei_pset1(lrhs[7]);
}
- Scalar * lb = &block[l2BlockRows * i];
- for(int k=0; k<l2BlockRows; k+=2*PacketSize)
+ Scalar * lb = &block[l2BlockRows * k];
+ for(int i=0; i<l2BlockRows; i+=2*PacketSize)
{
PacketType R0, R1, L0, L1, T0, T1;
asm("#begin sgemm");
+// asm(".byte 0x66;");
// We perform "cross products" of vectors to avoid
// reductions (horizontal ops) afterwards
- T0 = ei_pload(&res[(j+l2k)*rows+l2i+k]);
- T1 = ei_pload(&res[(j+l2k)*rows+l2i+k+PacketSize]);
+ T0 = ei_pload(&res[(j+l2j)*resStride+l2i+i]);
+ T1 = ei_pload(&res[(j+l2j)*resStride+l2i+i+PacketSize]);
// uncomment to remove res cache miss
// T0 = ei_pload(&res[k]);
// T1 = ei_pload(&res[k+PacketSize]);
@@ -437,11 +475,11 @@ static void ei_cache_friendly_product(
}
lb += MaxBlockRows*2*PacketSize;
- ei_pstore(&res[(j+l2k)*rows+l2i+k], T0);
- ei_pstore(&res[(j+l2k)*rows+l2i+k+PacketSize], T1);
+ ei_pstore(&res[(j+l2j)*resStride+l2i+i], T0);
+ ei_pstore(&res[(j+l2j)*resStride+l2i+i+PacketSize], T1);
// uncomment to remove res cache miss
-// ei_pstore(&res[k], T0);
-// ei_pstore(&res[k+PacketSize], T1);
+// ei_pstore(&res[0], T0);
+// ei_pstore(&res[4/*k+PacketSize*/], T1);
asm("#end sgemm");
}
}
@@ -449,10 +487,10 @@ static void ei_cache_friendly_product(
}
}
}
+ delete[] block;
#endif
- ei_aligned_stack_delete(Scalar, block, allocBlockSize);
- ei_aligned_stack_delete(Scalar, rhsCopy, l2BlockSizeAligned*l2BlockSizeAligned);
+
}
#endif // EIGEN_EXTERN_INSTANTIATIONS