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@ -37,6 +37,7 @@ struct CBlas<float> {
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libxsmm_sgemm(args...);
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}
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#endif
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template <typename... ARGS>
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static void AXPY(ARGS... args) {
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platform::dynload::cblas_saxpy(args...);
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@ -76,6 +77,7 @@ struct CBlas<double> {
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libxsmm_dgemm(args...);
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}
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#endif
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template <typename... ARGS>
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static void AXPY(ARGS... args) {
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platform::dynload::cblas_daxpy(args...);
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@ -150,6 +152,7 @@ struct CBlas<double> {
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}
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};
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#endif
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template <>
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struct CBlas<platform::float16> {
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static void GEMM(...) { PADDLE_THROW("float16 GEMM not supported on CPU"); }
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@ -190,45 +193,48 @@ inline bool UseXSMM<platform::float16>(const int &m, const int &n, const int &k,
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return false;
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}
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template <>
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template <typename T>
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void Blas<platform::CPUDeviceContext>::GEMM(CBLAS_TRANSPOSE transA,
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CBLAS_TRANSPOSE transB, int M,
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int N, int K, T alpha, const T *A,
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const T *B, T beta, T *C) const {
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int lda = (transA == CblasNoTrans) ? K : M;
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int ldb = (transB == CblasNoTrans) ? N : K;
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int ldc = N;
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inline void GEMM_WARP(CBLAS_ORDER order, CBLAS_TRANSPOSE transA,
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CBLAS_TRANSPOSE transB, int M, int N, int K, T alpha,
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const T *A, int lda, const T *B, int ldb, T beta, T *C,
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int ldc) {
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#ifdef PADDLE_WITH_LIBXSMM
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if (UseXSMM(M, N, K, transA != CblasNoTrans, transB != CblasNoTrans, alpha,
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beta)) {
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if (UseXSMM<T>(M, N, K, transA != CblasNoTrans, transB != CblasNoTrans, alpha,
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beta)) {
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// Note: SMM use ColMajor
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const char transa = 'N';
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const char transb = 'N';
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CBlas<T>::SMM_GEMM(&transa, &transb, &N, &M, &K, &alpha, B, &ldb, A, &lda,
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&beta, C, &ldc);
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} else {
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return;
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}
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#endif
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#ifdef PADDLE_MKL_SPLIT_GEMM
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constexpr int bs = 2;
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if (M % bs == 0 && transA == CblasNoTrans && transB == CblasNoTrans) {
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for (int off = 0; off < M; off += bs) {
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CBlas<T>::GEMM(CblasRowMajor, CblasNoTrans, CblasNoTrans, off, N, K,
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alpha, A + off * lda, lda, B, ldb, beta, C + off * ldb,
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ldc);
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}
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} else {
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#endif
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CBlas<T>::GEMM(CblasRowMajor, transA, transB, M, N, K, alpha, A, lda, B,
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ldb, beta, C, ldc);
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#ifdef PADDLE_MKL_SPLIT_GEMM
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constexpr int bs = 2;
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if (M % bs == 0 && transA == CblasNoTrans && transB == CblasNoTrans) {
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for (int off = 0; off < M; off += bs) {
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CBlas<T>::GEMM(CblasRowMajor, CblasNoTrans, CblasNoTrans, bs, N, K, alpha,
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A + off * lda, lda, B, ldb, beta, C + off * ldb, ldc);
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}
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#endif
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#ifdef PADDLE_WITH_LIBXSMM
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return;
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}
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#endif
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CBlas<T>::GEMM(CblasRowMajor, transA, transB, M, N, K, alpha, A, lda, B, ldb,
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beta, C, ldc);
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}
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template <>
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template <typename T>
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void Blas<platform::CPUDeviceContext>::GEMM(CBLAS_TRANSPOSE transA,
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CBLAS_TRANSPOSE transB, int M,
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int N, int K, T alpha, const T *A,
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const T *B, T beta, T *C) const {
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int lda = (transA == CblasNoTrans) ? K : M;
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int ldb = (transB == CblasNoTrans) ? N : K;
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int ldc = N;
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GEMM_WARP<T>(CblasRowMajor, transA, transB, M, N, K, alpha, A, lda, B, ldb,
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beta, C, ldc);
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}
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template <>
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@ -237,9 +243,9 @@ void Blas<platform::CPUDeviceContext>::GEMM(bool transA, bool transB, int M,
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int N, int K, T alpha, const T *A,
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int lda, const T *B, int ldb,
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T beta, T *C, int ldc) const {
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CBlas<T>::GEMM(CblasRowMajor, transA == false ? CblasNoTrans : CblasTrans,
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transB == false ? CblasNoTrans : CblasTrans, M, N, K, alpha, A,
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lda, B, ldb, beta, C, ldc);
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GEMM_WARP<T>(CblasRowMajor, transA == false ? CblasNoTrans : CblasTrans,
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transB == false ? CblasNoTrans : CblasTrans, M, N, K, alpha, A,
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lda, B, ldb, beta, C, ldc);
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}
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template <typename DeviceContext>
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