forked from mindspore-Ecosystem/mindspore
!4551 add fast transpose algorithm
Merge pull request !4551 from lixian/master
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commit
eaeb3fe7ee
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@ -865,13 +865,113 @@ void PackNCHWToNHWCInt8(const void *src, void *dst, int batch, int plane, int ch
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return;
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}
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void PackNHWCToNCHWFp32(const void *src, void *dst, int batch, int plane, int channel) {
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for (int n = 0; n < batch; n++) {
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for (int c = 0; c < channel; c++) {
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for (int hw = 0; hw < plane; hw++) {
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int nhwc_index = n * channel * plane + hw * channel + c;
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int nchw_index = n * channel * plane + c * plane + hw;
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((float *)dst)[nchw_index] = ((float *)src)[nhwc_index];
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void PackNHWCToNCHWFp32(const void *src, void *dst, int batches, int plane, int channel) {
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int hw8 = plane / C8NUM * C8NUM;
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int c8 = channel / C8NUM * C8NUM;
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int batch = plane * channel;
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for (int n = 0; n < batches; n++) {
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const float *src_batch = (const float*) src + n * batch;
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float *dst_batch = (float*) dst + n * batch;
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int hw = 0;
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for (; hw < hw8; hw += C8NUM) {
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int c = 0;
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for (; c < c8; c += C8NUM) {
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const float *src_ptr = src_batch + hw * channel + c;
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float *dst_ptr = dst_batch + c * plane + hw;
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#ifdef ENABLE_ARM64
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int srcStride = channel * 4;
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int dstStride = plane * 4;
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asm volatile(
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"mov x10, %[src_ptr]\n"
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"mov x11, %[dst_ptr]\n"
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"ld1 {v0.4s, v1.4s}, [x10], %[srcStride]\n"
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"ld1 {v2.4s, v3.4s}, [x10], %[srcStride]\n"
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"zip1 v8.4s, v0.4s, v2.4s\n"
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"zip2 v9.4s, v0.4s, v2.4s\n"
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"zip1 v12.4s, v1.4s, v3.4s\n"
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"zip2 v13.4s, v1.4s, v3.4s\n"
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"ld1 {v4.4s, v5.4s}, [x10], %[srcStride]\n"
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"ld1 {v6.4s, v7.4s}, [x10], %[srcStride]\n"
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"zip1 v10.4s, v4.4s, v6.4s\n"
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"zip2 v11.4s, v4.4s, v6.4s\n"
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"zip1 v14.4s, v5.4s, v7.4s\n"
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"zip2 v15.4s, v5.4s, v7.4s\n"
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"ld1 {v0.4s, v1.4s}, [x10], %[srcStride]\n"
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"ld1 {v2.4s, v3.4s}, [x10], %[srcStride]\n"
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"trn1 v16.2d, v8.2d, v10.2d\n"
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"trn2 v18.2d, v8.2d, v10.2d\n"
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"trn1 v20.2d, v9.2d, v11.2d\n"
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"trn2 v22.2d, v9.2d, v11.2d\n"
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"ld1 {v4.4s, v5.4s}, [x10], %[srcStride]\n"
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"ld1 {v6.4s, v7.4s}, [x10], %[srcStride]\n"
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"trn1 v24.2d, v12.2d, v14.2d\n"
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"trn2 v26.2d, v12.2d, v14.2d\n"
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"trn1 v28.2d, v13.2d, v15.2d\n"
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"trn2 v30.2d, v13.2d, v15.2d\n"
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"zip1 v8.4s, v0.4s, v2.4s\n"
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"zip2 v9.4s, v0.4s, v2.4s\n"
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"zip1 v12.4s, v1.4s, v3.4s\n"
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"zip2 v13.4s, v1.4s, v3.4s\n"
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"zip1 v10.4s, v4.4s, v6.4s\n"
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"zip2 v11.4s, v4.4s, v6.4s\n"
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"zip1 v14.4s, v5.4s, v7.4s\n"
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"zip2 v15.4s, v5.4s, v7.4s\n"
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"trn1 v17.2d, v8.2d, v10.2d\n"
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"trn2 v19.2d, v8.2d, v10.2d\n"
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"trn1 v21.2d, v9.2d, v11.2d\n"
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"trn2 v23.2d, v9.2d, v11.2d\n"
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"trn1 v25.2d, v12.2d, v14.2d\n"
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"trn2 v27.2d, v12.2d, v14.2d\n"
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"trn1 v29.2d, v13.2d, v15.2d\n"
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"trn2 v31.2d, v13.2d, v15.2d\n"
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"st1 {v16.4s, v17.4s}, [x11], %[dstStride]\n"
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"st1 {v18.4s, v19.4s}, [x11], %[dstStride]\n"
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"st1 {v20.4s, v21.4s}, [x11], %[dstStride]\n"
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"st1 {v22.4s, v23.4s}, [x11], %[dstStride]\n"
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"st1 {v24.4s, v25.4s}, [x11], %[dstStride]\n"
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"st1 {v26.4s, v27.4s}, [x11], %[dstStride]\n"
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"st1 {v28.4s, v29.4s}, [x11], %[dstStride]\n"
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"st1 {v30.4s, v31.4s}, [x11], %[dstStride]\n"
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:
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: [ dst_ptr ] "r"(dst_ptr), [ src_ptr ] "r"(src_ptr), [ srcStride ] "r"(srcStride), [ dstStride ] "r"(dstStride)
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: "x10", "x11", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", "v11", "v12", "v13", "v14",
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"v15", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29",
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"v30", "v31");
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#else
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for (int tr = 0; tr < C8NUM; tr++) {
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for (int tc = 0; tc < C8NUM; tc++) {
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dst_ptr[tc * plane + tr] = src_ptr[tr * channel + tc];
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}
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}
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#endif
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}
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for (; c < channel; c++) {
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float *src_ptr = src_batch + hw * channel + c;
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float *dst_ptr = dst_batch + c * plane + hw;
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for (size_t i = 0; i < C8NUM; i++) {
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dst_ptr[i] = src_ptr[i * channel];
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}
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}
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}
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for (; hw < plane; hw++) {
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float *src_ptr = src_batch + hw * channel;
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float *dst_ptr = dst_batch + hw;
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for (size_t i = 0; i < channel; i++) {
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dst_ptr[i * plane] = src_ptr[i];
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}
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}
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}
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@ -879,16 +979,7 @@ void PackNHWCToNCHWFp32(const void *src, void *dst, int batch, int plane, int ch
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}
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void PackNCHWToNHWCFp32(const void *src, void *dst, int batch, int plane, int channel) {
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for (int n = 0; n < batch; n++) {
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for (int c = 0; c < channel; c++) {
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for (int hw = 0; hw < plane; hw++) {
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int nhwc_index = n * channel * plane + hw * channel + c;
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int nchw_index = n * channel * plane + c * plane + hw;
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((float *)dst)[nhwc_index] = ((float *)src)[nchw_index];
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}
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}
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}
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return;
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return PackNHWCToNCHWFp32(src, dst, batch, channel, plane);
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}
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void MatrixPackUnit(const float *src, float *dst, size_t row, size_t col, size_t src_stride, size_t dst_stride) {
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