diff --git a/mindspore/ccsrc/utils/ms_device_shape_transfer.cc b/mindspore/ccsrc/utils/ms_device_shape_transfer.cc index f9f9ccc1ad2..26321749154 100644 --- a/mindspore/ccsrc/utils/ms_device_shape_transfer.cc +++ b/mindspore/ccsrc/utils/ms_device_shape_transfer.cc @@ -611,5 +611,901 @@ ShapeVector DeviceShapeTransfer::GetAttrInputAndHiddenSize(const AnfNodePtr &nod input_hidden_size[1] = AnfAlgo::GetNodeAttr(node, kAttrHiddenSize); return input_hidden_size; } + +/**###################### DATA FORMAT TRANS ################################*/ +inline void SetData(int64_t size, bool pad_zero, int64_t src_idx, int64_t dst_idx, const FormatArgs &args, + void *result) { + switch (size) { + case b1: + static_cast(result)[dst_idx] = pad_zero ? 0 : static_cast(args.data)[src_idx]; + break; + case b2: + static_cast(result)[dst_idx] = pad_zero ? 0 : static_cast(args.data)[src_idx]; + break; + case b4: + static_cast(result)[dst_idx] = pad_zero ? 0 : static_cast(args.data)[src_idx]; + break; + case b8: + static_cast(result)[dst_idx] = pad_zero ? 0 : static_cast(args.data)[src_idx]; + break; + default: + MS_LOG(EXCEPTION) << "Trans data not support size " << size; + } +} + +bool FormatTransfer::TransDataByFormat(const FormatArgs &args, void *result, const AnfNodePtr &node, size_t index, + bool is_forward) { + int64_t groups = 1; + if (args.device_format == kOpFormat_FRAC_Z && node != nullptr) { + groups = AnfAlgo::GetAttrGroups(node, index); + } + if (is_forward) { + return TransDataForwardCore(args, result, groups); + } + return TransDataBackwordCore(args, result, groups); +} + +bool FormatTransfer::TransDataForwardCore(const FormatArgs &args, void *result, int64_t groups) { + MS_LOG(DEBUG) << "Start trans format."; + if (abstract::TypeIdSize(args.src_data_type) < 1) { + MS_LOG(ERROR) << "Invalid datatype:" << args.src_data_type; + return false; + } + if (groups > 1 && args.device_format == kOpFormat_FRAC_Z) { + return NCHW_TO_FRAC_Z_WITH_GROPUS(args, result, true, groups); + } + auto iter = format_trans_fp_map.find(args.device_format); + if (iter == format_trans_fp_map.end()) { + MS_LOG(EXCEPTION) << "Unexpected format[" << args.device_format << "]"; + } + return iter->second(args, result); +} + +bool FormatTransfer::TransDataBackwordCore(const FormatArgs &args, void *result, int64_t groups) { + MS_LOG(DEBUG) << "Start trans format."; + if (abstract::TypeIdSize(args.src_data_type) < 1) { + MS_LOG(ERROR) << "Invalid datatype.."; + return false; + } + if (groups > 1 && args.device_format == kOpFormat_FRAC_Z) { + return FRAC_Z_TO_NCHW_WITH_GROUPS(args, result, groups); + } + auto iter = format_trans_bp_map.find(args.device_format); + if (iter == format_trans_bp_map.end()) { + MS_LOG(EXCEPTION) << "Unexpected format[" << args.device_format << "]"; + } + return iter->second(args, result); +} + +bool FormatTransfer::CheckArgs(const FormatArgs &args, int64_t *size) { + if (args.host_shape.size() != kNchwDims) { + MS_LOG(ERROR) << "Invalid host shape, host shape dims:" << args.host_shape.size() << ", expect dims:" << kNchwDims; + return false; + } + MS_EXCEPTION_IF_NULL(size); + *size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (*size < 1) { + MS_LOG(ERROR) << "Illegal dtype."; + return false; + } + auto total_size = abstract::ShapeSize(args.device_shape) * (*size); + if (total_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size, total_size:" << total_size << ", device_size:" << args.device_size; + return false; + } + return true; +} + +bool FormatTransfer::TransShapeToHW_NZ(const ShapeVector &host_shape, ShapeVector *hw_shape) { + MS_EXCEPTION_IF_NULL(hw_shape); + if (host_shape.empty()) { + MS_LOG(ERROR) << "Size of vector is 0."; + return false; + } + switch (host_shape.size()) { + case 1: + hw_shape->push_back(1); + hw_shape->push_back(1); + hw_shape->push_back(host_shape[0]); + return true; + default: + auto size = host_shape.size(); + if (size < kDim2) { + MS_LOG(ERROR) << "Illegal size."; + return false; + } + int64_t times = 1; + for (size_t i = 0; i != size - kDim2; i++) { + times *= host_shape[i]; + } + hw_shape->push_back(times); + hw_shape->push_back(host_shape[size - kDim2]); + hw_shape->push_back(host_shape[size - kDim1]); + return true; + } +} + +bool FormatTransfer::NCHW_TO_4D(const FormatArgs &args, void *result) { + // trans nchw to NHWC or HWCN + MS_LOG(DEBUG) << "Trans format from nchw to " << args.device_format; + MS_EXCEPTION_IF_NULL(result); + int64_t size = 0; + if (!CheckArgs(args, &size)) { + MS_LOG(ERROR) << "Check args failed."; + return false; + } + auto n = args.host_shape[kN]; + auto c = args.host_shape[kC]; + auto h = args.host_shape[kH]; + auto w = args.host_shape[kW]; + for (int64_t ni = 0; ni < n; ni++) { + for (int64_t ci = 0; ci < c; ci++) { + for (int64_t hi = 0; hi < h; hi++) { + for (int64_t wi = 0; wi < w; wi++) { + auto src_idx = ni * c * h * w + ci * h * w + hi * w + wi; + int64_t dst_idx = 0; + if (args.device_format == kOpFormat_NHWC) { + dst_idx = ni * h * w * c + hi * w * c + wi * c + ci; + } else if (args.device_format == kOpFormat_HWCN) { + dst_idx = hi * w * c * n + wi * c * n + ci * n + ni; + } + SetData(size, false, src_idx, dst_idx, args, result); + } + } + } + } + return true; +} + +bool FormatTransfer::TO_NCHW(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans format to nchw from " << args.device_format; + MS_EXCEPTION_IF_NULL(result); + int64_t size = 0; + if (!CheckArgs(args, &size)) { + MS_LOG(ERROR) << "Check args failed."; + return false; + } + auto n = args.host_shape[kN]; + auto c = args.host_shape[kC]; + auto h = args.host_shape[kH]; + auto w = args.host_shape[kW]; + for (int64_t ni = 0; ni < n; ni++) { + for (int64_t ci = 0; ci < c; ci++) { + for (int64_t hi = 0; hi < h; hi++) { + for (int64_t wi = 0; wi < w; wi++) { + auto dst_idx = ni * c * h * w + ci * h * w + hi * w + wi; + int64_t src_idx = 0; + if (args.device_format == kOpFormat_NHWC) { + src_idx = ni * h * w * c + hi * w * c + wi * c + ci; + } else if (args.device_format == kOpFormat_HWCN) { + src_idx = hi * w * c * n + wi * c * n + ci * n + ni; + } + SetData(size, false, src_idx, dst_idx, args, result); + } + } + } + } + return true; +} + +bool FormatTransfer::NCHW_TO_FRAC_Z(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans format from nchw to frac_z"; + MS_EXCEPTION_IF_NULL(result); + if (args.host_shape.size() != kNchwDims) { + MS_LOG(ERROR) << "Invalid host shape, host shape dims:" << args.host_shape.size() << ", expect dims:" << kNchwDims; + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype."; + return false; + } + auto n = args.host_shape[kN]; + auto c = args.host_shape[kC]; + auto h = args.host_shape[kH]; + auto w = args.host_shape[kW]; + auto c0 = GetCubeSizeByType(args.src_data_type); + auto c1 = DivCeil(c, c0); + auto hw = h * w; + auto chw = c * hw; + auto hwc0 = hw * c0; + auto nchw = n * chw; + + auto hf_cnt = DivCeil(n, kNiSize); + auto vf_cnt = c1 * hw; + auto fractal_ele_cnt = c0 * kNiSize; + auto total_ele_cnt = hf_cnt * vf_cnt * fractal_ele_cnt; + auto dst_size = total_ele_cnt * size; + if (dst_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size." + << "dst size is :" << dst_size << "device size is :" << args.device_size; + return false; + } + + for (int64_t vfi = 0; vfi < vf_cnt; vfi++) { + auto vf_base_i = vfi * hf_cnt; // vertical fractal matrix base index + for (int64_t hfi = 0; hfi < hf_cnt; hfi++) { + auto gfi = vf_base_i + hfi; // global fractal matrix index + auto src_n_offset = hfi * chw * kNiSize; + auto src_f_offset = src_n_offset + vfi % hw + vfi / hw * hwc0; + for (int64_t row = 0; row < c0; row++) { + auto src_ci = vfi / hw * c0 + row; + auto src_row_offset = src_f_offset + row * hw; + for (int64_t col = 0; col < kNiSize; col++) { + auto src_ni = hfi * kNiSize + col; + auto src_idx = src_row_offset + chw * col; + auto dst_idx = gfi * fractal_ele_cnt + col * c0 + row; + auto pad_zero = src_ni >= n || src_idx >= nchw || src_ci >= c; + SetData(size, pad_zero, src_idx, dst_idx, args, result); + } + } + } + } + return true; +} + +bool FormatTransfer::NCHW_TO_FRAC_NZ(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans format from nchw to frac_nz."; + MS_EXCEPTION_IF_NULL(result); + ShapeVector hw_shape; + if (!TransShapeToHW_NZ(args.host_shape, &hw_shape)) { + MS_LOG(ERROR) << "Trans shape failed.."; + return false; + } + if (hw_shape.size() < kDim3 || args.device_shape.size() < kDim4) { + MS_LOG(ERROR) << "Invalid shape size."; + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype"; + return false; + } + + auto dst_size = abstract::ShapeSize(args.device_shape) * size; + if (dst_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size, total_size:" << dst_size << ", device_size:" << args.device_size; + return false; + } + auto times = hw_shape.at(0); + auto h = hw_shape.at(1); + auto w = hw_shape.at(2); + auto hw = h * w; + + auto shape_size = args.device_shape.size(); + auto w1 = args.device_shape[shape_size - 4]; + auto h1 = args.device_shape[shape_size - 3]; + auto h0 = args.device_shape[shape_size - 2]; + auto w0 = args.device_shape[shape_size - 1]; + auto h1h0w0 = h1 * h0 * w0; + auto w1h1h0w0 = w1 * h1h0w0; + auto num_w1 = w / w0; + + for (int64_t times_idx = 0; times_idx < times; times_idx++) { + auto times_head = times_idx * w1h1h0w0; + auto src_times_head = times_idx * hw; + for (int64_t h1h0_idx = 0; h1h0_idx < h; h1h0_idx++) { + auto h1h0_head = times_head + h1h0_idx * w0; + auto src_h_head = src_times_head + h1h0_idx * w; + for (int64_t w1_idx = 0; w1_idx < num_w1; w1_idx++) { + for (int64_t i = 0; i < w0; ++i) { + int64_t src_idx = src_h_head + w1_idx * w0 + i; + int64_t dst_idx = h1h0_head + w1_idx * h1h0w0 + i; + SetData(size, false, src_idx, dst_idx, args, result); + } + } + auto w1_head = num_w1 * w0; + for (int64_t w0_idx = 0; w1_head + w0_idx < w; w0_idx++) { + auto src_w_idx = w1_head + w0_idx; + int64_t dst_idx = h1h0_head + num_w1 * h1h0w0 + w0_idx; + int64_t src_idx = src_h_head + src_w_idx; + SetData(size, false, src_idx, dst_idx, args, result); + } + } + } + return true; +} + +bool FormatTransfer::NCHW_TO_FRAC_ZC04(const FormatArgs &args, void *result) { + // trans nchw to FracZc04 + MS_LOG(DEBUG) << "Trans format from nchw to FracZc04."; + MS_EXCEPTION_IF_NULL(result); + int64_t size = 0; + if (!CheckArgs(args, &size)) { + MS_LOG(ERROR) << "Check args failed."; + return false; + } + auto cube = GetCubeSizeByType(args.src_data_type); + auto n = args.host_shape[kN]; + auto c = args.host_shape[kC]; + auto h = args.host_shape[kH]; + auto w = args.host_shape[kW]; + const int64_t c0 = 4; + auto c1 = DivCeil(c, c0); + auto hwc0 = h * w * c0; + auto hwc = h * w * c; + auto nhwc = n * h * w * c; + auto n_cnt = DivCeil(n, kNiSize); + auto v_cnt = DivCeil(h * w * c0 * c1, cube); + int64_t dst_idx = 0; + + for (int64_t vi = 0; vi < v_cnt; vi++) { + for (int64_t ni = 0; ni < n_cnt; ni++) { + for (int64_t col = 0; col < kNiSize; col++) { + for (int64_t row = 0; row < kNiSize; row++) { + int64_t cur_cube_n = kNiSize * ni + col; + int64_t cur_cube_c1hwc0 = kNiSize * vi + row; + auto desc_g = cur_cube_n / n; + auto desc_n = cur_cube_n % n; + auto desc_c1 = cur_cube_c1hwc0 / hwc0; + auto desc_c0 = cur_cube_c1hwc0 % c0; + auto desc_h = (cur_cube_c1hwc0 - hwc0 * desc_c1) / (w * c0); + auto desc_w = (cur_cube_c1hwc0 - hwc0 * desc_c1 - w * c0 * desc_h) / c0; + auto c_idx = desc_c1 * c0 + desc_c0; + auto src_idx = desc_g * nhwc + desc_n * hwc + c_idx * h * w + desc_h * w + desc_w; + auto pad_zero = desc_g >= 1 || desc_n >= n || c_idx >= c; + SetData(size, pad_zero, src_idx, dst_idx, args, result); + dst_idx++; + } + } + } + } + return true; +} + +bool FormatTransfer::NCHW_TO_NC1HWC0(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans format from nchw to Nc1h1wc0"; + MS_EXCEPTION_IF_NULL(result); + if (args.host_shape.size() != kNchwDims) { + MS_LOG(ERROR) << "Invalid host shape, host shape dims:" << args.host_shape.size() << ", expect dims:" << kNchwDims; + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype."; + return false; + } + auto total_size = abstract::ShapeSize(args.device_shape) * size; + if (total_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size, total_size:" << total_size << ", device_size:" << args.device_size; + return false; + } + + auto n = args.host_shape[kN]; + auto c = args.host_shape[kC]; + auto h = args.host_shape[kH]; + auto w = args.host_shape[kW]; + auto c0 = GetCubeSizeByType(args.src_data_type); + if (args.device_format == kOpFormat_NC1HWC0_C04) { + c0 = kCubeSize_C04; + } + auto c1 = DivCeil(c, c0); + auto hw = h * w; + auto chw = c * hw; + auto c1hwc0 = c1 * hw * c0; + auto wc0 = w * c0; + + for (int64_t n_idx = 0; n_idx < n; n_idx++) { + int64_t n_head_addr = n_idx * c1hwc0; + for (int64_t c1_idx = 0; c1_idx < c1; c1_idx++) { + int64_t c1_head_addr = n_head_addr + c1_idx * hw * c0; + for (int64_t h_idx = 0; h_idx < h; h_idx++) { + int64_t h_head_addr = c1_head_addr + h_idx * wc0; + for (int64_t w_idx = 0; w_idx < w; w_idx++) { + int64_t w_head_addr = h_head_addr + w_idx * c0; + for (int64_t c0_idx = 0; c0_idx < c0; c0_idx++) { + int64_t dst_idx = c0_idx + w_head_addr; + int64_t c_idx = c0_idx + c1_idx * c0; + int64_t src_idx = n_idx * chw + c_idx * hw + h_idx * w + w_idx; + auto pad_zero = c_idx >= c; + SetData(size, pad_zero, src_idx, dst_idx, args, result); + } + } + } + } + } + return true; +} + +bool FormatTransfer::NCHW_TO_NC1HWC04(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans format from nchw to Nc1hwc04."; + return NCHW_TO_NC1HWC0(args, result); +} + +bool FormatTransfer::NCHW_TO_C1HWNCOC0(const FormatArgs &args, void *result) { + // trans nchw to c1hwncoc0 + MS_LOG(DEBUG) << "Trans format from nchw to c1hwncoc0."; + MS_EXCEPTION_IF_NULL(result); + int64_t size = 0; + if (!CheckArgs(args, &size)) { + MS_LOG(ERROR) << "Check args failed."; + return false; + } + auto n = args.host_shape[kN]; + auto c = args.host_shape[kC]; + auto h = args.host_shape[kH]; + auto w = args.host_shape[kW]; + const int co_idx = 4; + const int c0_idx = 5; + auto c1 = args.device_shape[0]; + auto co = args.device_shape[co_idx]; + auto c0 = args.device_shape[c0_idx]; + + for (int64_t c1_i = 0; c1_i < c1; c1_i++) { + for (int64_t h_i = 0; h_i < h; h_i++) { + for (int64_t w_i = 0; w_i < w; w_i++) { + for (int64_t n_i = 0; n_i < n; n_i++) { + for (int64_t co_i = 0; co_i < co; co_i++) { + for (int64_t c0_i = 0; c0_i < c0; c0_i++) { + int64_t dst_idx = c1_i * h * w * n * co * c0 + h_i * w * n * co * c0 + w_i * n * co * c0 + n_i * co * c0 + + co_i * c0 + c0_i; + int64_t c_i = c0_i + c1_i * c0; + int64_t src_idx = n_i * c * h * w + c_i * h * w + h_i * w + w_i; + auto pad_zero = !(c_i < c && c0_i == co_i); + SetData(size, pad_zero, src_idx, dst_idx, args, result); + } + } + } + } + } + } + return true; +} + +bool FormatTransfer::NCDHW_TO_NDC1HWC0(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans from ncdhw to ndc1hwc0"; + MS_EXCEPTION_IF_NULL(result); + + if (args.host_shape.size() != kNcdhw) { + MS_LOG(ERROR) << "Illegal host shape dim, expect dim: 5, but got " << args.host_shape.size(); + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype."; + return false; + } + auto total_size = abstract::ShapeSize(args.device_shape) * size; + if (total_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size, total_size:" << total_size << ", device_size:" << args.device_size; + return false; + } + + auto n = args.host_shape[N_ncdhw]; + auto c = args.host_shape[C_ncdhw]; + auto d = args.host_shape[D_ncdhw]; + auto h = args.host_shape[H_ncdhw]; + auto w = args.host_shape[W_ncdhw]; + auto c0 = GetCubeSizeByType(args.src_data_type); + auto c1 = DivCeil(c, c0); + const int64_t cdhw = c * d * h * w; + const int64_t dhw = d * h * w; + const int64_t hw = h * w; + const int64_t dc1hwc0 = d * c1 * h * w * c0; + const int64_t c1hwc0 = c1 * h * w * c0; + const int64_t hwc0 = h * w * c0; + const int64_t wc0 = w * c0; + + for (int64_t n_i = 0; n_i < n; n_i++) { + int64_t n_head = n_i * dc1hwc0; + for (int64_t d_i = 0; d_i < d; d_i++) { + int64_t d_head = n_head + d_i * c1hwc0; + for (int64_t c1_i = 0; c1_i < c1; c1_i++) { + int64_t c1_head = d_head + c1_i * hwc0; + for (int64_t h_i = 0; h_i < h; h_i++) { + int64_t h_head = c1_head + h_i * wc0; + for (int64_t w_i = 0; w_i < w; w_i++) { + int64_t w_head = h_head + w_i * c0; + for (int64_t c0_i = 0; c0_i < c0; c0_i++) { + int64_t dst_i = c0_i + w_head; + int64_t c_i = c0_i + c1_i * c0; + int64_t src_i = n_i * cdhw + c_i * dhw + d_i * hw + h_i * w + w_i; + auto pad_zero = c_i >= c; + SetData(size, pad_zero, src_i, dst_i, args, result); + } + } + } + } + } + } + return true; +} + +bool FormatTransfer::NCDHW_TO_FRAC_Z3D(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans from ncdhw to frac_z_3d"; + MS_EXCEPTION_IF_NULL(result); + + if (args.host_shape.size() != kNcdhw) { + MS_LOG(ERROR) << "Illegal host shape dim, expect dim: 5, but got " << args.host_shape.size(); + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype."; + return false; + } + auto total_size = abstract::ShapeSize(args.device_shape) * size; + if (total_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size, total_size:" << total_size << ", device_size:" << args.device_size; + return false; + } + + auto n = args.host_shape[N_ncdhw]; + auto c = args.host_shape[C_ncdhw]; + auto d = args.host_shape[D_ncdhw]; + auto h = args.host_shape[H_ncdhw]; + auto w = args.host_shape[W_ncdhw]; + + auto n1n0 = DivCeil(n, kNiSize) * kNiSize; + auto c0 = GetCubeSizeByType(args.src_data_type); + auto c1 = DivCeil(c, c0); + auto hw = h * w; + auto dhw = d * hw; + auto cdhw = c * dhw; + auto n1n0c0 = n1n0 * c0; + auto wn1n0c0 = w * n1n0c0; + auto hwn1n0c0 = h * wn1n0c0; + auto c1hwn1n0c0 = c1 * hwn1n0c0; + + for (int64_t d_i = 0; d_i < d; d_i++) { + for (int64_t c1_i = 0; c1_i < c1; c1_i++) { + for (int64_t h_i = 0; h_i < h; h_i++) { + for (int64_t w_i = 0; w_i < w; w_i++) { + for (int64_t n1n0_i = 0; n1n0_i < n1n0; n1n0_i++) { + for (int64_t c0_i = 0; c0_i < c0; c0_i++) { + auto dst_i = d_i * c1hwn1n0c0 + c1_i * hwn1n0c0 + h_i * wn1n0c0 + w_i * n1n0c0 + n1n0_i * c0 + c0_i; + // ncdhw + int64_t src_i = n1n0_i * cdhw + (c1_i * c0 + c0_i) * dhw + d_i * hw + h_i * w + w_i; + auto pad_zero = ((c1_i * c0 + c0_i) >= c) || (n1n0_i >= n); + SetData(size, pad_zero, src_i, dst_i, args, result); + } + } + } + } + } + } + return true; +} + +bool FormatTransfer::NCHW_TO_FRAC_Z_WITH_GROPUS(const FormatArgs &args, void *result, bool to_device, int64_t groups) { + MS_EXCEPTION_IF_NULL(result); + if (args.host_shape.size() != kNchwDims) { + MS_LOG(ERROR) << "Invalid host shape, host shape dims:" << args.host_shape.size() << ", expect dims:" << kNchwDims; + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype"; + return false; + } + auto n_dim = args.host_shape[kN]; + auto c_dim = args.host_shape[kC]; + auto h_dim = args.host_shape[kH]; + auto w_dim = args.host_shape[kW]; + auto d_dim = 1; + auto cin_ori = c_dim; + if (groups <= 0) { + MS_LOG(EXCEPTION) << "The value of groups should be greater than 0, but got " << groups; + } + // cppcheck-suppress * + auto cout_ori = n_dim / groups; + if (cin_ori == 0 || cout_ori == 0) { + MS_LOG(ERROR) << "cin_ori, cout_ori must not equal to 0"; + return false; + } + auto cube_k = GetCubeSizeByType(args.src_data_type); + auto e_mult = std::min(Lcm(Lcm(cin_ori, cube_k) / cin_ori, Lcm(cout_ori, kCubeSize) / cout_ori), groups); + if (e_mult == 0) { + MS_LOG(EXCEPTION) << "The value of e_mult should be greater than 0, but got " << e_mult; + } + auto cin_opt = DivCeil(e_mult * cin_ori, cube_k) * cube_k; + auto cout_opt = DivCeil(e_mult * cout_ori, kCubeSize) * kCubeSize; + // cppcheck-suppress * + auto c1_dim = cin_opt / cube_k; + auto dst_size = + to_device ? abstract::ShapeSize(args.device_shape) * size : abstract::ShapeSize(args.host_shape) * size; + if (dst_size == 0) { + return true; + } + auto ret = memset_s(result, dst_size, 0, dst_size); + if (ret != EOK) { + MS_LOG(ERROR) << "memset failed"; + return false; + } + for (int64_t g = 0; g < groups; ++g) { + for (int64_t d = 0; d < d_dim; ++d) { + for (int64_t c = 0; c < c_dim; ++c) { + for (int64_t h = 0; h < h_dim; ++h) { + for (int64_t w = 0; w < w_dim; ++w) { + for (int64_t n = 0; n < cout_ori; ++n) { + int64_t e_val = g % e_mult; + int64_t dst_ci = e_val * cin_ori + c; + int64_t dst_co = e_val * cout_ori + n; + int64_t src_co = g * cout_ori + n; + int64_t temporary = dst_ci % cube_k; + int64_t dev_idx = (g / e_mult) * d_dim * c1_dim * h_dim * w_dim * cout_opt * cube_k + + d * c1_dim * h_dim * w_dim * cout_opt * cube_k + + (dst_ci / cube_k) * h_dim * w_dim * cout_opt * cube_k + h * w_dim * cout_opt * cube_k + + w * cout_opt * cube_k + dst_co * cube_k + temporary; + int64_t hst_idx = + src_co * c_dim * d_dim * h_dim * w_dim + c * d_dim * h_dim * w_dim + d * h_dim * w_dim + h * w_dim + w; + if (to_device) { + SetData(size, false, hst_idx, dev_idx, args, result); + } else { + SetData(size, false, dev_idx, hst_idx, args, result); + } + } + } + } + } + } + } + return true; +} + +bool FormatTransfer::NC1HWC0_TO_NCHW(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans format from nc1h1wc0 to nchw"; + MS_EXCEPTION_IF_NULL(result); + if (args.host_shape.size() != kNchwDims) { + MS_LOG(ERROR) << "Invalid host shape, host shape dims:" << args.host_shape.size() << ", expect dims:" << kNchwDims; + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype."; + return false; + } + auto total_size = abstract::ShapeSize(args.device_shape) * size; + if (total_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size, total_size:" << total_size << ", device_size:" << args.device_size; + return false; + } + + auto n = args.host_shape[kN]; + auto c = args.host_shape[kC]; + auto h = args.host_shape[kH]; + auto w = args.host_shape[kW]; + auto c1 = args.device_shape[1]; + auto c0 = args.device_shape[4]; + + auto hw = h * w; + auto chw = c * hw; + auto wc0 = w * c0; + auto hwc0 = h * wc0; + auto c1hwc0 = c1 * hwc0; + + for (int64_t n_idx = 0; n_idx < n; n_idx++) { + int64_t n_head_addr = n_idx * chw; + for (int64_t c_idx = 0; c_idx < c; c_idx++) { + int64_t c_head_addr = n_head_addr + c_idx * hw; + for (int64_t h_idx = 0; h_idx < h; h_idx++) { + int64_t h_head_addr = c_head_addr + h_idx * w; + for (int64_t w_idx = 0; w_idx < w; w_idx++) { + int64_t dst_idx = h_head_addr + w_idx; + int64_t c1_idx = c_idx / c0; + int64_t c0_idx = c_idx % c0; + int64_t src_idx = n_idx * c1hwc0 + c1_idx * hwc0 + h_idx * wc0 + w_idx * c0 + c0_idx; + SetData(size, false, src_idx, dst_idx, args, result); + } + } + } + } + return true; +} + +bool FormatTransfer::NC1HWC04_TO_NCHW(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans format from Nc1hwc04 to nchw."; + return NC1HWC0_TO_NCHW(args, result); +} + +bool FormatTransfer::C1HWNCOC0_TO_NCHW(const FormatArgs &args, void *result) { + // trans c1hwncoc0 to nchw + MS_LOG(DEBUG) << "Trans format from c1hwncoc0 to nchw"; + MS_EXCEPTION_IF_NULL(result); + int64_t size = 0; + if (!CheckArgs(args, &size)) { + MS_LOG(ERROR) << "Check args failed."; + return false; + } + auto n = args.host_shape[kN]; + auto c = args.host_shape[kC]; + auto h = args.host_shape[kH]; + auto w = args.host_shape[kW]; + const int co_idx = 4; + const int c0_idx = 5; + auto co = args.device_shape[co_idx]; + auto c0 = args.device_shape[c0_idx]; + auto cube_k = GetCubeSizeByType(args.src_data_type); + for (int64_t n_i = 0; n_i < n; n_i++) { + for (int64_t c_i = 0; c_i < c; c_i++) { + for (int64_t h_i = 0; h_i < h; h_i++) { + for (int64_t w_i = 0; w_i < w; w_i++) { + int64_t dst_idx = n_i * c * h * w + c_i * h * w + h_i * w + w_i; + int64_t c1_i = c_i / cube_k; + int64_t c0_i = c_i % cube_k; + int64_t co_i = c0_i; + int64_t src_idx = + c1_i * h * w * n * co * c0 + h_i * w * n * co * c0 + w_i * n * co * c0 + n_i * co * c0 + co_i * c0 + c0_i; + SetData(size, false, src_idx, dst_idx, args, result); + } + } + } + } + return true; +} + +bool FormatTransfer::FRAC_Z_TO_NCHW(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans format from frac_z to nchw"; + MS_EXCEPTION_IF_NULL(result); + if (args.host_shape.size() != kNchwDims) { + MS_LOG(ERROR) << "Invalid host shape, host shape dims:" << args.host_shape.size() << ", expect dims:" << kNchwDims; + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype."; + return false; + } + auto total_size = abstract::ShapeSize(args.device_shape) * size; + if (total_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size, total_size:" << total_size << ", device_size:" << args.device_size; + return false; + } + + auto n0 = args.device_shape.at(1); + auto ni = args.device_shape.at(2); + auto c0 = args.device_shape.at(3); + auto n = args.host_shape[kN]; + auto c = args.host_shape[kC]; + auto h = args.host_shape[kH]; + auto w = args.host_shape[kW]; + auto nc = ni * n0; + auto ncc0 = nc * c0; + auto wncc0 = w * ncc0; + auto hwncc0 = h * wncc0; + auto hw = h * w; + auto chw = c * hw; + + for (int64_t n_idx = 0; n_idx < n; n_idx++) { + int64_t n_head_addr = n_idx * chw; + for (int64_t c_idx = 0; c_idx < c; c_idx++) { + int64_t c_head_addr = n_head_addr + c_idx * hw; + for (int64_t h_idx = 0; h_idx < h; h_idx++) { + int64_t h_head_addr = c_head_addr + h_idx * w; + for (int64_t w_idx = 0; w_idx < w; w_idx++) { + auto dst_idx = h_head_addr + w_idx; + auto c1_idx = c_idx / c0; + auto c0_idx = c_idx % c0; + auto nc_idx = n_idx; + auto src_idx = c1_idx * hwncc0 + h_idx * wncc0 + w_idx * ncc0 + nc_idx * c0 + c0_idx; + SetData(size, false, src_idx, dst_idx, args, result); + } + } + } + } + return true; +} + +bool FormatTransfer::FRAC_NZ_TO_NCHW(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans format from frac_nz to nchw"; + MS_EXCEPTION_IF_NULL(result); + ShapeVector hw_shape; + if (!TransShapeToHW_NZ(args.host_shape, &hw_shape)) { + MS_LOG(ERROR) << "Trans shape failed.."; + return false; + } + if (hw_shape.size() < kDim3 || args.device_shape.size() < kDim4) { + MS_LOG(ERROR) << "Invalid shape size."; + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype"; + return false; + } + + auto dst_size = abstract::ShapeSize(args.device_shape) * size; + if (dst_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size, total_size:" << dst_size << ", device_size:" << args.device_size; + return false; + } + auto times = hw_shape.at(0); + auto h = hw_shape.at(1); + auto w = hw_shape.at(2); + auto hw = h * w; + + auto shape_size = args.device_shape.size(); + auto w1 = args.device_shape[shape_size - 4]; + auto h1 = args.device_shape[shape_size - 3]; + auto h0 = args.device_shape[shape_size - 2]; + auto w0 = args.device_shape[shape_size - 1]; + auto h1h0w0 = h1 * h0 * w0; + auto w1h1h0w0 = w1 * h1h0w0; + auto num_w1 = w / w0; + + for (int64_t times_idx = 0; times_idx < times; times_idx++) { + auto times_head = times_idx * w1h1h0w0; + auto src_times_head = times_idx * hw; + for (int64_t h1h0_idx = 0; h1h0_idx < h; h1h0_idx++) { + auto h1h0_head = times_head + h1h0_idx * w0; + auto src_h_head = src_times_head + h1h0_idx * w; + for (int64_t w1_idx = 0; w1_idx < num_w1; w1_idx++) { + for (int64_t i = 0; i < w0; ++i) { + int64_t src_idx = h1h0_head + w1_idx * h1h0w0 + i; + int64_t dst_idx = src_h_head + w1_idx * w0 + i; + SetData(size, false, src_idx, dst_idx, args, result); + } + } + auto w1_head = num_w1 * w0; + for (int64_t w0_idx = 0; w1_head + w0_idx < w; w0_idx++) { + auto src_w_idx = w1_head + w0_idx; + int64_t src_idx = h1h0_head + num_w1 * h1h0w0 + w0_idx; + int64_t dst_idx = src_h_head + src_w_idx; + SetData(size, false, src_idx, dst_idx, args, result); + } + } + } + return true; +} + +bool FormatTransfer::NDC1HWC0_TO_NCDHW(const FormatArgs &args, void *result) { + MS_LOG(DEBUG) << "Trans from ndc1hwc0 to ncdhw"; + MS_EXCEPTION_IF_NULL(result); + + if (args.host_shape.size() != kNcdhw) { + MS_LOG(ERROR) << "Illegal host shape dim, expect dim: 5, but got " << args.host_shape.size(); + return false; + } + auto size = SizeToLong(abstract::TypeIdSize(args.src_data_type)); + if (size < 1) { + MS_LOG(ERROR) << "Illegal dtype."; + return false; + } + auto total_size = abstract::ShapeSize(args.device_shape) * size; + if (total_size != SizeToLong(args.device_size)) { + MS_LOG(ERROR) << "Illegal total data size, total_size:" << total_size << ", device_size:" << args.device_size; + return false; + } + auto n = args.host_shape[N_ncdhw]; + auto c = args.host_shape[C_ncdhw]; + auto d = args.host_shape[D_ncdhw]; + auto h = args.host_shape[H_ncdhw]; + auto w = args.host_shape[W_ncdhw]; + auto c1 = args.device_shape[C1_ndc1hwc0]; + auto c0 = args.device_shape[C0_ndc1hwc0]; + const int64_t cdhw = c * d * h * w; + const int64_t dhw = d * h * w; + const int64_t hw = h * w; + const int64_t dc1hwc0 = d * c1 * h * w * c0; + const int64_t c1hwc0 = c1 * h * w * c0; + const int64_t hwc0 = h * w * c0; + const int64_t wc0 = w * c0; + + for (int64_t n_i = 0; n_i < n; n_i++) { + int64_t n_head = n_i * cdhw; + for (int64_t c_i = 0; c_i < c; c_i++) { + int64_t c_head = n_head + c_i * dhw; + for (int64_t d_i = 0; d_i < d; d_i++) { + int64_t d_head = c_head + d_i * hw; + for (int64_t h_i = 0; h_i < h; h_i++) { + int64_t h_head = d_head + h_i * w; + for (int64_t w_i = 0; w_i < w; w_i++) { + int64_t dst_i = h_head + w_i; + int64_t c1_i = c_i / c0; + int64_t c0_i = c_i % c0; + auto src_idx = n_i * dc1hwc0 + d_i * c1hwc0 + c1_i * hwc0 + h_i * wc0 + w_i * c0 + c0_i; + SetData(size, false, src_idx, dst_i, args, result); + } + } + } + } + } + return true; +} + +bool FormatTransfer::FRAC_Z_TO_NCHW_WITH_GROUPS(const FormatArgs &args, void *result, int64_t groups) { + MS_LOG(DEBUG) << "Trans format from frac_z to nchw with groups=" << groups; + return NCHW_TO_FRAC_Z_WITH_GROPUS(args, result, false, groups); +} } // namespace TEMP } // namespace mindspore diff --git a/mindspore/ccsrc/utils/ms_device_shape_transfer.h b/mindspore/ccsrc/utils/ms_device_shape_transfer.h index 1d5ec2d2b62..c214b1a9e63 100644 --- a/mindspore/ccsrc/utils/ms_device_shape_transfer.h +++ b/mindspore/ccsrc/utils/ms_device_shape_transfer.h @@ -190,6 +190,68 @@ class DeviceShapeTransfer { const ShapeVector &input_hidden_size = {kAlign16, kAlign16}); }; +/** + * Trans data at host according to the node's format + * */ +class FormatTransfer { + public: + FormatTransfer() = default; + ~FormatTransfer() = default; + + bool TransDataByFormat(const FormatArgs &args, void *result, const AnfNodePtr &node, size_t index, bool is_forward); + bool TransDataForwardCore(const FormatArgs &args, void *result, int64_t groups = 1); + bool TransDataBackwordCore(const FormatArgs &args, void *result, int64_t groups = 1); + + private: + using TransferCore = std::function; + // fp map + const std::map format_trans_fp_map = {{kOpFormat_HWCN, NCHW_TO_4D}, + {kOpFormat_NHWC, NCHW_TO_4D}, + {kOpFormat_FRAC_Z, NCHW_TO_FRAC_Z}, + {kOpFormat_FRAC_NZ, NCHW_TO_FRAC_NZ}, + {kOpFormat_NC1HWC0, NCHW_TO_NC1HWC0}, + {kOpFormat_NDC1HWC0, NCDHW_TO_NDC1HWC0}, + {kOpFormat_C1HWNCoC0, NCHW_TO_C1HWNCOC0}, + {kOpFormat_NC1HWC0_C04, NCHW_TO_NC1HWC04}, + {kOpFormat_FRACTAL_Z_3D, NCDHW_TO_FRAC_Z3D}, + {kOpFormat_FRACTAL_Z_C04, NCHW_TO_FRAC_ZC04}}; + // bp map + const std::map format_trans_bp_map = {{kOpFormat_HWCN, TO_NCHW}, + {kOpFormat_NHWC, TO_NCHW}, + {kOpFormat_FRAC_Z, FRAC_Z_TO_NCHW}, + {kOpFormat_FRAC_NZ, FRAC_NZ_TO_NCHW}, + {kOpFormat_NC1HWC0, NC1HWC0_TO_NCHW}, + {kOpFormat_NDC1HWC0, NDC1HWC0_TO_NCDHW}, + {kOpFormat_C1HWNCoC0, C1HWNCOC0_TO_NCHW}, + {kOpFormat_NC1HWC0_C04, NC1HWC04_TO_NCHW}, + {kOpFormat_FRACTAL_Z_3D, FRAC_Z3D_TO_NCDHW}}; + + static bool CheckArgs(const FormatArgs &args, int64_t *size); + static bool TransShapeToHW_NZ(const ShapeVector &host_shape, ShapeVector *hw_shape); + // HOST TO DEVICE + static bool NCHW_TO_4D(const FormatArgs &args, void *result); + static bool NCHW_TO_FRAC_Z(const FormatArgs &args, void *result); + static bool NCHW_TO_NC1HWC0(const FormatArgs &args, void *result); + static bool NCHW_TO_FRAC_NZ(const FormatArgs &args, void *result); + static bool NCHW_TO_NC1HWC04(const FormatArgs &args, void *result); + static bool NCHW_TO_FRAC_ZC04(const FormatArgs &args, void *result); + static bool NCHW_TO_C1HWNCOC0(const FormatArgs &args, void *result); + static bool NCDHW_TO_NDC1HWC0(const FormatArgs &args, void *result); + static bool NCDHW_TO_FRAC_Z3D(const FormatArgs &args, void *result); + static bool NCHW_TO_FRAC_Z_WITH_GROPUS(const FormatArgs &args, void *result, bool to_device, int64_t groups); + + // DEVICE TO HOST + static bool TO_NCHW(const FormatArgs &args, void *result); + static bool FRAC_Z_TO_NCHW(const FormatArgs &args, void *result); + static bool FRAC_NZ_TO_NCHW(const FormatArgs &args, void *result); + static bool NC1HWC0_TO_NCHW(const FormatArgs &args, void *result); + static bool NC1HWC04_TO_NCHW(const FormatArgs &args, void *result); + static bool C1HWNCOC0_TO_NCHW(const FormatArgs &args, void *result); + static bool FRAC_Z3D_TO_NCDHW(const FormatArgs &args, void *result); + static bool NDC1HWC0_TO_NCDHW(const FormatArgs &args, void *result); + static bool FRAC_Z_TO_NCHW_WITH_GROUPS(const FormatArgs &args, void *result, int64_t groups); +}; + /** * Padding shape to 5D by default mode * */ diff --git a/mindspore/core/abstract/utils.h b/mindspore/core/abstract/utils.h index 6d8d6546543..4fde320d832 100644 --- a/mindspore/core/abstract/utils.h +++ b/mindspore/core/abstract/utils.h @@ -23,6 +23,7 @@ #include #include #include +#include #include "abstract/abstract_value.h" #include "utils/any.h" #include "utils/misc.h" @@ -46,7 +47,10 @@ AbstractBasePtr SensitivityTransform(const AbstractBasePtr &spec); ShapeVector BroadcastShape(ShapeVector shpx, ShapeVector shpy); MS_CORE_API size_t TypeIdSize(const TypeId data_type); -size_t ShapeSize(const std::vector &shape); +template +T ShapeSize(const std::vector &shape) { + return std::accumulate(shape.begin(), shape.end(), static_cast(1), std::multiplies()); +} // Check dynamic shape routine void CheckMinMaxShape(const ShapeVector &shape, ShapeVector *min_shape, ShapeVector *max_shape);