local IO = terralib.includec("stdio.h") local stdlib = terralib.includec("stdlib.h") local function isinteger(x) return math.floor(x) == x end local NB = 48 terra naivel1matmul(A : &double, B : &double, C : &double, lda : int, ldb : int, ldc : int, alpha : double) for m = 0, NB do for n = 0, NB do C[m*ldc + n] = alpha * C[m*ldc + n] for k = 0, NB do C[m*ldc + n] = C[m*ldc + n] + A[m*lda + k] * B[k*ldb + n] end end end end function symmat(name,I,...) if not I then return symbol(name) end local r = {} for i = 0,I-1 do r[i] = symmat(name..tostring(i),...) end return r end function genl1matmul(NB, NK, RM, RN, V,prefetch) assert(isinteger(NB / (RN*V))) assert(isinteger(NB / RM)) local VP = &vector(double,V) local terra vecload(data : &double, idx : int) var addr = &data[idx] return @VP(addr) end local terra vecstore(data : &double, idx : int, v : vector(double,V)) var addr = &data[idx] @VP(addr) = v end local A,B,C,mm,nn, alpha = symbol("A"),symbol("B"),symbol("C"),symbol("mn"),symbol("nn"),symbol("alpha") local lda,ldb,ldc = symbol("lda"),symbol("ldb"), symbol("ldc") local a,b,c = symmat("a",NB/V,RM), symmat("b",NB,RN), symmat("c",RM,RN) local kk = symbol("kk") local loadc,storec = terralib.newlist(),terralib.newlist() for m = 0, RM-1 do for n = 0, RN-1 do loadc:insert(quote var [c[m][n]] = alpha * vecload(C,(mm+m)*ldc + nn + n*V) end) storec:insert(quote vecstore(C,(mm+m)*ldc + nn + n*V,[c[m][n]]) end) end end local calcc = terralib.newlist() for kb = 0, NK/V-1 do local kbV = kb*V for m = 0, RM-1 do calcc:insert(quote var [a[kb][m]] = vecload(A,(mm+m)*lda + kk + kbV) end) end for v = 0, V-1 do local k = kbV+v if not prefetch or (v == 0 and kb == 0) then for n = 0, RN-1 do calcc:insert(quote var [b[k][n]] = vecload(B,(kk + k)*ldb + nn + n*V) end) end end for m = 0, RM-1 do for n = 0, RN-1 do calcc:insert(quote [c[m][n]] = [c[m][n]] + [a[kb][m]][v] * [b[k][n]] end) if prefetch and not (v == V-1 and kb == NK/V-1) and m == RM-1 then --prefetch the next b calcc:insert(quote var [b[k+1][n]] = vecload(B,(kk + k + 1)*ldb + nn + n*V) end) end end end end end return terra([A] : &double, [B] : &double, [C] : &double, [lda] : int, [ldb] : int, [ldc] : int, [alpha] : double) for [mm] = 0, NB, RM do for [nn] = 0, NB,RN*V do [loadc]; for [kk] = 0, NB, NK do [calcc]; end [storec]; end end end end local NB2 = 8 * NB local l1matmul = genl1matmul(NB,4, 3, 2, 4) terra min(a : int, b : int) return terralib.select(a < b, a, b) end terra my_dgemm(gettime : {} -> double, M : int, N : int, K : int, alpha : double, A : &double, lda : int, B : &double, ldb : int, beta : double, C : &double, ldc : int) for mm = 0,M,NB2 do for nn = 0,N,NB2 do for kk = 0,K, NB2 do for m = mm,min(mm+NB2,M),NB do for n = nn,min(nn+NB2,N),NB do for k = kk,min(kk+NB2,K),NB do l1matmul(A + m*lda + k, B + k*ldb + n, C + m*ldc + n, lda,ldb,ldc, terralib.select(k == 0,0,1)) end end end end end end end terralib.saveobj("my_dgemm.o", {my_dgemm = my_dgemm})