diff options
Diffstat (limited to 'src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_2x2_fp32_fp32.cpp')
| -rw-r--r-- | src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_2x2_fp32_fp32.cpp | 3994 |
1 files changed, 587 insertions, 3407 deletions
diff --git a/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_2x2_fp32_fp32.cpp b/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_2x2_fp32_fp32.cpp index 8d511b1a6c..2510941f35 100644 --- a/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_2x2_fp32_fp32.cpp +++ b/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_2x2_fp32_fp32.cpp @@ -28,3416 +28,596 @@ namespace depthwise using Conv = DepthwiseConvolution<3, 3, 3, 3, 2, 2, float, float>; using ConvImpl = DepthwiseConvolutionImpl<3, 3, 3, 3, 2, 2, float, float>; +#ifdef __aarch64__ + +template <> +template <> +void ConvImpl::process_tile<true, 0, 0, 0, 0, 0, 0>( + const int n_channels, + const float* const weights, + const int weight_row_stride, + const int weight_col_stride, + const float* const inptr, + const int in_row_stride, + const int in_col_stride, + float* const outptr, + const int out_row_stride, + const int out_col_stride, + const int, const int, const int, const int, const int, const int +) +{ + // Copy pointers + const float *uptr0 = inptr; + const float *wptr0 = weights; + float *vptr0 = outptr; + + int channels_remaining = n_channels; + if (channels_remaining >= 4) + { + // Process blocks of 4 channels at a time + int n_iters = channels_remaining / 4 - 1; + channels_remaining %= 4; + + asm volatile( + // Prepare aliases + "qW13 .req q0\n" "vW13 .req v0\n" + "qU15 .req q1\n" "qU73 .req q1\n" "qU45 .req q1\n" "qU14 .req q1\n" + "vU15 .req v1\n" "vU73 .req v1\n" "vU45 .req v1\n" "vU14 .req v1\n" + "qU62 .req q2\n" "qV12 .req q2\n" "vU62 .req v2\n" "vV12 .req v2\n" + "qU51 .req q3\n" "qU43 .req q3\n" "qU55 .req q3\n" + "vU51 .req v3\n" "vU43 .req v3\n" "vU55 .req v3\n" + "qU77 .req q4\n" "qV13 .req q4\n" "qV31 .req q4\n" "qU44 .req q4\n" + "vU77 .req v4\n" "vV13 .req v4\n" "vV31 .req v4\n" "vU44 .req v4\n" + "qV33 .req q5\n" "qU46 .req q5\n" "qU11 .req q5\n" "qU37 .req q5\n" + "vV33 .req v5\n" "vU46 .req v5\n" "vU11 .req v5\n" "vU37 .req v5\n" + "qU56 .req q6\n" "qU25 .req q6\n" "qU32 .req q6\n" + "vU56 .req v6\n" "vU25 .req v6\n" "vU32 .req v6\n" + "qU72 .req q7\n" "qV22 .req q7\n" "vU72 .req v7\n" "vV22 .req v7\n" + "qU67 .req q8\n" "qU61 .req q8\n" "qU13 .req q8\n" + "vU67 .req v8\n" "vU61 .req v8\n" "vU13 .req v8\n" + "qU74 .req q9\n" "qU34 .req q9\n" "qU17 .req q9\n" "qU66 .req q9\n" + "vU74 .req v9\n" "vU34 .req v9\n" "vU17 .req v9\n" "vU66 .req v9\n" + "qU33 .req q10\n" "qU57 .req q10\n" "qU21 .req q10\n" + "vU33 .req v10\n" "vU57 .req v10\n" "vU21 .req v10\n" "qW23 .req q11\n" + "vW23 .req v11\n" "qU42 .req q12\n" "qV23 .req q12\n" "qU23 .req q12\n" + "vU42 .req v12\n" "vV23 .req v12\n" "vU23 .req v12\n" + "qW33 .req q13\n" "vW33 .req v13\n" + "qU76 .req q14\n" "qU47 .req q14\n" "qU64 .req q14\n" "qU41 .req q14\n" + "vU76 .req v14\n" "vU47 .req v14\n" "vU64 .req v14\n" "vU41 .req v14\n" + "qU52 .req q15\n" "qU54 .req q15\n" "qU75 .req q15\n" "qU26 .req q15\n" + "vU52 .req v15\n" "vU54 .req v15\n" "vU75 .req v15\n" "vU26 .req v15\n" + "qU53 .req q16\n" "qU27 .req q16\n" "vU53 .req v16\n" "vU27 .req v16\n" + "qV21 .req q17\n" "qU65 .req q17\n" "vV21 .req v17\n" "vU65 .req v17\n" + "qU31 .req q18\n" "qU24 .req q18\n" "qU36 .req q18\n" + "vU31 .req v18\n" "vU24 .req v18\n" "vU36 .req v18\n" "qU22 .req q19\n" + "vU22 .req v19\n" "qU35 .req q20\n" "qU63 .req q20\n" + "vU35 .req v20\n" "vU63 .req v20\n" "qW12 .req q21\n" + "vW12 .req v21\n" "qV32 .req q22\n" "qU16 .req q22\n" + "vV32 .req v22\n" "vU16 .req v22\n" "qW11 .req q23\n" "vW11 .req v23\n" + "qU12 .req q24\n" "vU12 .req v24\n" "qW31 .req q25\n" "vW31 .req v25\n" + "qW22 .req q26\n" "vW22 .req v26\n" "qU71 .req q27\n" "vU71 .req v27\n" + "qV11 .req q28\n" "vV11 .req v28\n" "qW21 .req q29\n" "vW21 .req v29\n" + "qW32 .req q30\n" "vW32 .req v30\n" + + "uptr1 .req x0\n" + "uptr2 .req x1\n" + "uptr3 .req x2\n" + "uptr4 .req x3\n" + "uptr5 .req x4\n" + "uptr6 .req x5\n" + "u_col_stride1 .req %x[u_col_stride]\n" + "u_col_stride2 .req x6\n" + "u_col_stride3 .req x7\n" + "u_col_stride4 .req x8\n" + "u_col_stride5 .req x9\n" + "u_col_stride6 .req x10\n" + "wptr1 .req x11\n" + "wptr2 .req x12\n" + "w_col_stride1 .req %x[w_col_stride]\n" + "w_col_stride2 .req x13\n" + "vptr1 .req x14\n" + "vptr2 .req x15\n" + "v_col_stride1 .req %x[v_col_stride]\n" + "v_col_stride2 .req x16\n" + + // Prepare strides and pointers + "add uptr1, %x[uptr0], %x[u_row_stride]\n" + "add uptr2, uptr1 , %x[u_row_stride]\n" + "add uptr3, uptr2 , %x[u_row_stride]\n" + "add uptr4, uptr3 , %x[u_row_stride]\n" + "add uptr5, uptr4 , %x[u_row_stride]\n" + "add uptr6, uptr5 , %x[u_row_stride]\n" + "add u_col_stride2, u_col_stride1, u_col_stride1\n" + "add u_col_stride3, u_col_stride2, u_col_stride1\n" + "add u_col_stride4, u_col_stride3, u_col_stride1\n" + "add u_col_stride5, u_col_stride4, u_col_stride1\n" + "add u_col_stride6, u_col_stride5, u_col_stride1\n" + + "add wptr1, %x[wptr0], %x[w_row_stride]\n" + "add wptr2, wptr1 , %x[w_row_stride]\n" + "add w_col_stride2, w_col_stride1, w_col_stride1\n" + + "add vptr1, %x[vptr0], %x[v_row_stride]\n" + "add vptr2, vptr1 , %x[v_row_stride]\n" + "add v_col_stride2, v_col_stride1, v_col_stride1\n" + + // Prepare for first iteration + "ldr qW13, [%x[wptr0], w_col_stride2]\n" + "ldr qW23, [wptr1, w_col_stride2]\n" + "ldr qW33, [wptr2, w_col_stride2]\n" + "ldr qW12, [%x[wptr0], w_col_stride1]\n" + "ldr qW22, [wptr1, w_col_stride1]\n" + "ldr qW32, [wptr2, w_col_stride1]\n" + "ldr qW11, [%x[wptr0]], #0x10\n" + "ldr qW21, [wptr1], #0x10\n" + "ldr qU17, [%x[uptr0], u_col_stride6]\n" + "ldr qU15, [%x[uptr0], u_col_stride4]\n" + "ldr qU16, [%x[uptr0], u_col_stride5]\n" + "ldr qU37, [uptr2, u_col_stride6]\n" + "ldr qU35, [uptr2, u_col_stride4]\n" + "ldr qU36, [uptr2, u_col_stride5]\n" + "ldr qU27, [uptr1, u_col_stride6]\n" + "ldr qU25, [uptr1, u_col_stride4]\n" + "fmul vV13.4s, vU17.4s, vW13.4s\n" + "fmul vV12.4s, vU15.4s, vW13.4s\n" + "fmla vV13.4s, vU15.4s, vW11.4s\n" + "ldr qW31, [wptr2], #0x10\n" + "fmla vV13.4s, vU16.4s, vW12.4s\n" + "ldr qU26, [uptr1, u_col_stride5]\n" + "fmla vV13.4s, vU37.4s, vW33.4s\n" + "ldr qU47, [uptr3, u_col_stride6]\n" + "fmul vV23.4s, vU37.4s, vW13.4s\n" + "ldr qU45, [uptr3, u_col_stride4]\n" + "fmla vV12.4s, vU35.4s, vW33.4s\n" + "ldr qU46, [uptr3, u_col_stride5]\n" + "fmla vV13.4s, vU35.4s, vW31.4s\n" + "ldr qU67, [uptr5, u_col_stride6]\n" + "fmul vV22.4s, vU35.4s, vW13.4s\n" + "cbz %x[n_iters], 2f\n" // Jump to tail if no iterations + + "1:" // Loop body + "fmla vV23.4s, vU35.4s, vW11.4s\n" + "ldr qU65, [uptr5, u_col_stride4]\n" + "fmla vV13.4s, vU36.4s, vW32.4s\n" + "fmla vV23.4s, vU36.4s, vW12.4s\n" + "ldr qU66, [uptr5, u_col_stride5]\n" + "fmla vV13.4s, vU27.4s, vW23.4s\n" + "ldr qU57, [uptr4, u_col_stride6]\n" + "fmla vV12.4s, vU25.4s, vW23.4s\n" + "ldr qU55, [uptr4, u_col_stride4]\n" + "fmla vV13.4s, vU25.4s, vW21.4s\n" + "ldr qU56, [uptr4, u_col_stride5]\n" + "fmla vV13.4s, vU26.4s, vW22.4s\n" + "str qV13, [%x[vptr0], v_col_stride2]\n" + "fmla vV23.4s, vU47.4s, vW23.4s\n" + "ldr qU77, [uptr6, u_col_stride6]\n" + "fmla vV22.4s, vU45.4s, vW23.4s\n" + "fmla vV23.4s, vU45.4s, vW21.4s\n" + "ldr qU75, [uptr6, u_col_stride4]\n" + "fmla vV23.4s, vU46.4s, vW22.4s\n" + "ldr qU76, [uptr6, u_col_stride5]\n" + "fmul vV33.4s, vU67.4s, vW23.4s\n" + "ldr qU14, [%x[uptr0], u_col_stride3]\n" + "fmul vV32.4s, vU65.4s, vW23.4s\n" + "fmla vV33.4s, vU65.4s, vW21.4s\n" + "ldr qU13, [%x[uptr0], u_col_stride2]\n" + "fmla vV33.4s, vU66.4s, vW22.4s\n" + "ldr qU34, [uptr2, u_col_stride3]\n" + "fmla vV23.4s, vU57.4s, vW33.4s\n" + "fmla vV33.4s, vU57.4s, vW13.4s\n" + "ldr qU33, [uptr2, u_col_stride2]\n" + "fmla vV22.4s, vU55.4s, vW33.4s\n" + "fmla vV23.4s, vU55.4s, vW31.4s\n" + "fmla vV32.4s, vU55.4s, vW13.4s\n" + "fmla vV33.4s, vU55.4s, vW11.4s\n" + "ldr qU24, [uptr1, u_col_stride3]\n" + "fmla vV23.4s, vU56.4s, vW32.4s\n" + "str qV23, [vptr1, v_col_stride2]\n" + "fmla vV33.4s, vU56.4s, vW12.4s\n" + "ldr qU23, [uptr1, u_col_stride2]\n" + "fmla vV33.4s, vU77.4s, vW33.4s\n" + "ldr qU44, [uptr3, u_col_stride3]\n" + "fmla vV32.4s, vU75.4s, vW33.4s\n" + "fmla vV33.4s, vU75.4s, vW31.4s\n" + "ldr qU43, [uptr3, u_col_stride2]\n" + "fmla vV33.4s, vU76.4s, vW32.4s\n" + "str qV33, [vptr2, v_col_stride2]\n" + "ldr qU64, [uptr5, u_col_stride3]\n" + "fmla vV12.4s, vU14.4s, vW12.4s\n" + "ldr qU63, [uptr5, u_col_stride2]\n" + "fmul vV11.4s, vU13.4s, vW13.4s\n" + "fmla vV12.4s, vU13.4s, vW11.4s\n" + "ldr qU54, [uptr4, u_col_stride3]\n" + "fmla vV12.4s, vU34.4s, vW32.4s\n" + "fmla vV22.4s, vU34.4s, vW12.4s\n" + "ldr qU53, [uptr4, u_col_stride2]\n" + "fmla vV11.4s, vU33.4s, vW33.4s\n" + "ldr qU74, [uptr6, u_col_stride3]\n" + "fmla vV12.4s, vU33.4s, vW31.4s\n" + "ldr qU73, [uptr6, u_col_stride2]\n" + "fmul vV21.4s, vU33.4s, vW13.4s\n" + "ldr qU12, [%x[uptr0], u_col_stride1]\n" + "fmla vV22.4s, vU33.4s, vW11.4s\n" + "ldr qU11, [%x[uptr0]], #0x10\n" + "fmla vV12.4s, vU24.4s, vW22.4s\n" + "ldr qU32, [uptr2, u_col_stride1]\n" + "fmla vV11.4s, vU23.4s, vW23.4s\n" + "ldr qU31, [uptr2], #0x10\n" + "fmla vV12.4s, vU23.4s, vW21.4s\n" + "str qV12, [%x[vptr0], v_col_stride1]\n" + "fmla vV22.4s, vU44.4s, vW22.4s\n" + "ldr qU22, [uptr1, u_col_stride1]\n" + "fmla vV21.4s, vU43.4s, vW23.4s\n" + "ldr qU21, [uptr1], #0x10\n" + "fmla vV22.4s, vU43.4s, vW21.4s\n" + "ldr qU42, [uptr3, u_col_stride1]\n" + "fmla vV32.4s, vU64.4s, vW22.4s\n" + "ldr qU41, [uptr3], #0x10\n" + "fmul vV31.4s, vU63.4s, vW23.4s\n" + "ldr qW23, [wptr1, w_col_stride2]\n" + "fmla vV32.4s, vU63.4s, vW21.4s\n" + "ldr qU62, [uptr5, u_col_stride1]\n" + "fmla vV22.4s, vU54.4s, vW32.4s\n" + "ldr qU61, [uptr5], #0x10\n" + "fmla vV32.4s, vU54.4s, vW12.4s\n" + "ldr qU52, [uptr4, u_col_stride1]\n" + "fmla vV21.4s, vU53.4s, vW33.4s\n" + "ldr qU51, [uptr4], #0x10\n" + "fmla vV22.4s, vU53.4s, vW31.4s\n" + "str qV22, [vptr1, v_col_stride1]\n" + "fmla vV31.4s, vU53.4s, vW13.4s\n" + "ldr qW13, [%x[wptr0], w_col_stride2]\n" + "fmla vV32.4s, vU53.4s, vW11.4s\n" + "ldr qU72, [uptr6, u_col_stride1]\n" + "fmla vV32.4s, vU74.4s, vW32.4s\n" + "ldr qU71, [uptr6], #0x10\n" + "fmla vV31.4s, vU73.4s, vW33.4s\n" + "ldr qW33, [wptr2, w_col_stride2]\n" + "fmla vV32.4s, vU73.4s, vW31.4s\n" + "str qV32, [vptr2, v_col_stride1]\n" + "fmla vV11.4s, vU12.4s, vW12.4s\n" + "ldr qU17, [%x[uptr0], u_col_stride6]\n" + "fmla vV11.4s, vU11.4s, vW11.4s\n" + "ldr qU15, [%x[uptr0], u_col_stride4]\n" + "fmla vV11.4s, vU32.4s, vW32.4s\n" + "ldr qU16, [%x[uptr0], u_col_stride5]\n" + "fmla vV21.4s, vU32.4s, vW12.4s\n" + "ldr qU37, [uptr2, u_col_stride6]\n" + "fmla vV11.4s, vU31.4s, vW31.4s\n" + "ldr qU35, [uptr2, u_col_stride4]\n" + "fmla vV21.4s, vU31.4s, vW11.4s\n" + "ldr qU36, [uptr2, u_col_stride5]\n" + "fmla vV11.4s, vU22.4s, vW22.4s\n" + "ldr qU27, [uptr1, u_col_stride6]\n" + "fmla vV11.4s, vU21.4s, vW21.4s\n" + "str qV11, [%x[vptr0]], #0x10\n" + "fmla vV21.4s, vU42.4s, vW22.4s\n" + "ldr qU25, [uptr1, u_col_stride4]\n" + "fmla vV21.4s, vU41.4s, vW21.4s\n" + "fmla vV31.4s, vU62.4s, vW22.4s\n" + "ldr qW22, [wptr1, w_col_stride1]\n" + "fmla vV31.4s, vU61.4s, vW21.4s\n" + "ldr qW21, [wptr1], #0x10\n" + "fmla vV21.4s, vU52.4s, vW32.4s\n" + "fmla vV31.4s, vU52.4s, vW12.4s\n" + "ldr qW12, [%x[wptr0], w_col_stride1]\n" + "fmla vV21.4s, vU51.4s, vW31.4s\n" + "str qV21, [vptr1], #0x10\n" + "fmla vV31.4s, vU51.4s, vW11.4s\n" + "ldr qW11, [%x[wptr0]], #0x10\n" + "fmla vV31.4s, vU72.4s, vW32.4s\n" + "ldr qW32, [wptr2, w_col_stride1]\n" + "fmla vV31.4s, vU71.4s, vW31.4s\n" + "str qV31, [vptr2], #0x10\n" + "fmul vV13.4s, vU17.4s, vW13.4s\n" + "fmul vV12.4s, vU15.4s, vW13.4s\n" + "subs %x[n_iters], %x[n_iters], #1\n" + "fmla vV13.4s, vU15.4s, vW11.4s\n" + "ldr qW31, [wptr2], #0x10\n" + "fmla vV13.4s, vU16.4s, vW12.4s\n" + "ldr qU26, [uptr1, u_col_stride5]\n" + "fmla vV13.4s, vU37.4s, vW33.4s\n" + "ldr qU47, [uptr3, u_col_stride6]\n" + "fmul vV23.4s, vU37.4s, vW13.4s\n" + "ldr qU45, [uptr3, u_col_stride4]\n" + "fmla vV12.4s, vU35.4s, vW33.4s\n" + "ldr qU46, [uptr3, u_col_stride5]\n" + "fmla vV13.4s, vU35.4s, vW31.4s\n" + "ldr qU67, [uptr5, u_col_stride6]\n" + "fmul vV22.4s, vU35.4s, vW13.4s\n" + "bne 1b\n" + + "2:" // Tail iteration + "fmla vV23.4s, vU35.4s, vW11.4s\n" + "ldr qU65, [uptr5, u_col_stride4]\n" + "fmla vV13.4s, vU36.4s, vW32.4s\n" + "fmla vV23.4s, vU36.4s, vW12.4s\n" + "ldr qU66, [uptr5, u_col_stride5]\n" + "fmla vV13.4s, vU27.4s, vW23.4s\n" + "ldr qU57, [uptr4, u_col_stride6]\n" + "fmla vV12.4s, vU25.4s, vW23.4s\n" + "ldr qU55, [uptr4, u_col_stride4]\n" + "fmla vV13.4s, vU25.4s, vW21.4s\n" + "ldr qU56, [uptr4, u_col_stride5]\n" + "fmla vV13.4s, vU26.4s, vW22.4s\n" + "str qV13, [%x[vptr0], v_col_stride2]\n" + "fmla vV23.4s, vU47.4s, vW23.4s\n" + "ldr qU77, [uptr6, u_col_stride6]\n" + "fmla vV22.4s, vU45.4s, vW23.4s\n" + "fmla vV23.4s, vU45.4s, vW21.4s\n" + "ldr qU75, [uptr6, u_col_stride4]\n" + "fmla vV23.4s, vU46.4s, vW22.4s\n" + "ldr qU76, [uptr6, u_col_stride5]\n" + "fmul vV33.4s, vU67.4s, vW23.4s\n" + "ldr qU14, [%x[uptr0], u_col_stride3]\n" + "fmul vV32.4s, vU65.4s, vW23.4s\n" + "fmla vV33.4s, vU65.4s, vW21.4s\n" + "ldr qU13, [%x[uptr0], u_col_stride2]\n" + "fmla vV33.4s, vU66.4s, vW22.4s\n" + "ldr qU34, [uptr2, u_col_stride3]\n" + "fmla vV23.4s, vU57.4s, vW33.4s\n" + "fmla vV33.4s, vU57.4s, vW13.4s\n" + "ldr qU33, [uptr2, u_col_stride2]\n" + "fmla vV22.4s, vU55.4s, vW33.4s\n" + "fmla vV23.4s, vU55.4s, vW31.4s\n" + "fmla vV32.4s, vU55.4s, vW13.4s\n" + "fmla vV33.4s, vU55.4s, vW11.4s\n" + "ldr qU24, [uptr1, u_col_stride3]\n" + "fmla vV23.4s, vU56.4s, vW32.4s\n" + "str qV23, [vptr1, v_col_stride2]\n" + "fmla vV33.4s, vU56.4s, vW12.4s\n" + "ldr qU23, [uptr1, u_col_stride2]\n" + "fmla vV33.4s, vU77.4s, vW33.4s\n" + "ldr qU44, [uptr3, u_col_stride3]\n" + "fmla vV32.4s, vU75.4s, vW33.4s\n" + "fmla vV33.4s, vU75.4s, vW31.4s\n" + "ldr qU43, [uptr3, u_col_stride2]\n" + "fmla vV33.4s, vU76.4s, vW32.4s\n" + "str qV33, [vptr2, v_col_stride2]\n" + "ldr qU64, [uptr5, u_col_stride3]\n" + "fmla vV12.4s, vU14.4s, vW12.4s\n" + "ldr qU63, [uptr5, u_col_stride2]\n" + "fmul vV11.4s, vU13.4s, vW13.4s\n" + "fmla vV12.4s, vU13.4s, vW11.4s\n" + "ldr qU54, [uptr4, u_col_stride3]\n" + "fmla vV12.4s, vU34.4s, vW32.4s\n" + "fmla vV22.4s, vU34.4s, vW12.4s\n" + "ldr qU53, [uptr4, u_col_stride2]\n" + "fmla vV11.4s, vU33.4s, vW33.4s\n" + "ldr qU74, [uptr6, u_col_stride3]\n" + "fmla vV12.4s, vU33.4s, vW31.4s\n" + "ldr qU73, [uptr6, u_col_stride2]\n" + "fmul vV21.4s, vU33.4s, vW13.4s\n" + "ldr qU12, [%x[uptr0], u_col_stride1]\n" + "fmla vV22.4s, vU33.4s, vW11.4s\n" + "ldr qU11, [%x[uptr0]], #0x10\n" + "fmla vV12.4s, vU24.4s, vW22.4s\n" + "ldr qU32, [uptr2, u_col_stride1]\n" + "fmla vV11.4s, vU23.4s, vW23.4s\n" + "ldr qU31, [uptr2], #0x10\n" + "fmla vV12.4s, vU23.4s, vW21.4s\n" + "str qV12, [%x[vptr0], v_col_stride1]\n" + "fmla vV22.4s, vU44.4s, vW22.4s\n" + "ldr qU22, [uptr1, u_col_stride1]\n" + "fmla vV21.4s, vU43.4s, vW23.4s\n" + "ldr qU21, [uptr1], #0x10\n" + "fmla vV22.4s, vU43.4s, vW21.4s\n" + "ldr qU42, [uptr3, u_col_stride1]\n" + "fmla vV32.4s, vU64.4s, vW22.4s\n" + "ldr qU41, [uptr3], #0x10\n" + "fmul vV31.4s, vU63.4s, vW23.4s\n" + "fmla vV32.4s, vU63.4s, vW21.4s\n" + "ldr qU62, [uptr5, u_col_stride1]\n" + "fmla vV22.4s, vU54.4s, vW32.4s\n" + "ldr qU61, [uptr5], #0x10\n" + "fmla vV32.4s, vU54.4s, vW12.4s\n" + "ldr qU52, [uptr4, u_col_stride1]\n" + "fmla vV21.4s, vU53.4s, vW33.4s\n" + "ldr qU51, [uptr4], #0x10\n" + "fmla vV22.4s, vU53.4s, vW31.4s\n" + "str qV22, [vptr1, v_col_stride1]\n" + "fmla vV31.4s, vU53.4s, vW13.4s\n" + "fmla vV32.4s, vU53.4s, vW11.4s\n" + "ldr qU72, [uptr6, u_col_stride1]\n" + "fmla vV32.4s, vU74.4s, vW32.4s\n" + "ldr qU71, [uptr6], #0x10\n" + "fmla vV31.4s, vU73.4s, vW33.4s\n" + "fmla vV32.4s, vU73.4s, vW31.4s\n" + "str qV32, [vptr2, v_col_stride1]\n" + "fmla vV11.4s, vU12.4s, vW12.4s\n" + "fmla vV11.4s, vU11.4s, vW11.4s\n" + "fmla vV11.4s, vU32.4s, vW32.4s\n" + "fmla vV21.4s, vU32.4s, vW12.4s\n" + "fmla vV11.4s, vU31.4s, vW31.4s\n" + "fmla vV21.4s, vU31.4s, vW11.4s\n" + "fmla vV11.4s, vU22.4s, vW22.4s\n" + "fmla vV11.4s, vU21.4s, vW21.4s\n" + "str qV11, [%x[vptr0]], #0x10\n" + "fmla vV21.4s, vU42.4s, vW22.4s\n" + "fmla vV21.4s, vU41.4s, vW21.4s\n" + "fmla vV31.4s, vU62.4s, vW22.4s\n" + "fmla vV31.4s, vU61.4s, vW21.4s\n" + "fmla vV21.4s, vU52.4s, vW32.4s\n" + "fmla vV31.4s, vU52.4s, vW12.4s\n" + "fmla vV21.4s, vU51.4s, vW31.4s\n" + "str qV21, [vptr1], #0x10\n" + "fmla vV31.4s, vU51.4s, vW11.4s\n" + "fmla vV31.4s, vU72.4s, vW32.4s\n" + "fmla vV31.4s, vU71.4s, vW31.4s\n" + "str qV31, [vptr2], #0x10\n" + + // Clear aliases + ".unreq uptr1\n" ".unreq uptr2\n" ".unreq uptr3\n" ".unreq uptr4\n" + ".unreq uptr5\n" ".unreq uptr6\n" + ".unreq u_col_stride1\n" ".unreq u_col_stride2\n" ".unreq u_col_stride3\n" + ".unreq u_col_stride4\n" ".unreq u_col_stride5\n" ".unreq u_col_stride6\n" + ".unreq wptr1\n" ".unreq wptr2\n" + ".unreq w_col_stride1\n" ".unreq w_col_stride2\n" + ".unreq vptr1\n" ".unreq vptr2\n" + ".unreq v_col_stride1\n" ".unreq v_col_stride2\n" + ".unreq qU15\n" ".unreq qU73\n" ".unreq qU45\n" ".unreq qU14\n" + ".unreq qW13\n" ".unreq qU62\n" ".unreq qV12\n" + ".unreq qU51\n" ".unreq qU43\n" ".unreq qU55\n" + ".unreq qU77\n" ".unreq qV13\n" ".unreq qV31\n" ".unreq qU44\n" + ".unreq qV33\n" ".unreq qU46\n" ".unreq qU11\n" ".unreq qU37\n" + ".unreq qU56\n" ".unreq qU25\n" ".unreq qU32\n" + ".unreq qU72\n" ".unreq qV22\n" + ".unreq qU67\n" ".unreq qU61\n" ".unreq qU13\n" ".unreq qW33\n" + ".unreq qU74\n" ".unreq qU34\n" ".unreq qU17\n" ".unreq qU66\n" + ".unreq qU33\n" ".unreq qU57\n" ".unreq qU21\n" + ".unreq qW23\n" ".unreq qU42\n" ".unreq qV23\n" ".unreq qU23\n" + ".unreq qU76\n" ".unreq qU47\n" ".unreq qU64\n" ".unreq qU41\n" + ".unreq qU52\n" ".unreq qU54\n" ".unreq qU75\n" ".unreq qU26\n" + ".unreq qU53\n" ".unreq qU27\n" + ".unreq qV21\n" ".unreq qU65\n" + ".unreq qU31\n" ".unreq qU24\n" ".unreq qU36\n" ".unreq qU22\n" + ".unreq qU35\n" ".unreq qU63\n" ".unreq qW12\n" + ".unreq qV32\n" ".unreq qU16\n" ".unreq qW11\n" ".unreq qU12\n" + ".unreq qW31\n" ".unreq qW22\n" ".unreq qU71\n" ".unreq qV11\n" + ".unreq qW21\n" ".unreq qW32\n" ".unreq vW13\n" + ".unreq vU15\n" ".unreq vU73\n" ".unreq vU45\n" ".unreq vU14\n" + ".unreq vU62\n" ".unreq vV12\n" + ".unreq vU51\n" ".unreq vU43\n" ".unreq vU55\n" + ".unreq vU77\n" ".unreq vV13\n" ".unreq vV31\n" ".unreq vU44\n" + ".unreq vV33\n" ".unreq vU46\n" ".unreq vU11\n" ".unreq vU37\n" + ".unreq vU56\n" ".unreq vU25\n" ".unreq vU32\n" + ".unreq vU72\n" ".unreq vV22\n" ".unreq vW21\n" ".unreq vW32\n" + ".unreq vU67\n" ".unreq vU61\n" ".unreq vU13\n" + ".unreq vU74\n" ".unreq vU34\n" ".unreq vU17\n" ".unreq vU66\n" + ".unreq vU33\n" ".unreq vU57\n" ".unreq vU21\n" ".unreq vW23\n" + ".unreq vU42\n" ".unreq vV23\n" ".unreq vU23\n" ".unreq vW33\n" + ".unreq vU76\n" ".unreq vU47\n" ".unreq vU64\n" ".unreq vU41\n" + ".unreq vU52\n" ".unreq vU54\n" ".unreq vU75\n" ".unreq vU26\n" + ".unreq vU53\n" ".unreq vU27\n" ".unreq vV21\n" ".unreq vU65\n" + ".unreq vU31\n" ".unreq vU24\n" ".unreq vU36\n" ".unreq vU22\n" + ".unreq vU35\n" ".unreq vU63\n" ".unreq vW12\n" + ".unreq vV32\n" ".unreq vU16\n" ".unreq vW11\n" ".unreq vU12\n" + ".unreq vW31\n" ".unreq vW22\n" ".unreq vU71\n" ".unreq vV11\n" + : [uptr0] "+r" (uptr0), [wptr0] "+r" (wptr0), [vptr0] "+r" (vptr0), + [n_iters] "+r" (n_iters) + : [u_row_stride] "r" (in_row_stride * sizeof(float)), + [u_col_stride] "r" (in_col_stride * sizeof(float)), + [w_row_stride] "r" (weight_row_stride * sizeof(float)), + [w_col_stride] "r" (weight_col_stride * sizeof(float)), + [v_row_stride] "r" (out_row_stride * sizeof(float)), + [v_col_stride] "r" (out_col_stride * sizeof(float)) + : "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", "v11", + "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", "v21", + "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "x0", + "x1", "x2", "x3", "x4", "x5", "x6", "x7", "x8", "x9", "x10", "x11", + "x12", "x13", "x14", "x15", "x16", "cc", "memory" + ); + } + if (channels_remaining) + { + // Fall back on the unoptimised version to clean up the tail + ConvImpl::process_tile<false>( + channels_remaining, + wptr0, weight_row_stride, weight_col_stride, + uptr0, in_row_stride, in_col_stride, + vptr0, out_row_stride, out_col_stride, + 0, 0, 0, 0, 0, 0 + ); + } +} + +#endif // __aarch64__ + +template <> +const Conv::TileFn Conv::tilefn_unpadded = ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>; + +template <> +const Conv::TileFn Conv::tilefn_top[n_in_pad_top_fns] = { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 1, 0, 0, 0, 0, 0>, +}; + template <> -const Conv::TileFn Conv::tile_fns - [max_in_pad_top] - [max_in_pad_left] - [max_in_pad_bottom] - [max_in_pad_right] - [max_out_pad_bottom] - [max_out_pad_right] = { - { // Input pad top = 0 - { // Input pad left = 0 - { // Input pad bottom = 0 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 0, 0, 0, 0>, - Conv::template process_tile<0, 0, 0, 0, 0, 1>, - Conv::template process_tile<0, 0, 0, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 0, 0, 1, 0>, - Conv::template process_tile<0, 0, 0, 0, 1, 1>, - Conv::template process_tile<0, 0, 0, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 0, 0, 2, 0>, - Conv::template process_tile<0, 0, 0, 0, 2, 1>, - Conv::template process_tile<0, 0, 0, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 0, 1, 0, 0>, - Conv::template process_tile<0, 0, 0, 1, 0, 1>, - Conv::template process_tile<0, 0, 0, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 0, 1, 1, 0>, - Conv::template process_tile<0, 0, 0, 1, 1, 1>, - Conv::template process_tile<0, 0, 0, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 0, 1, 2, 0>, - Conv::template process_tile<0, 0, 0, 1, 2, 1>, - Conv::template process_tile<0, 0, 0, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 0, 2, 0, 0>, - Conv::template process_tile<0, 0, 0, 2, 0, 1>, - Conv::template process_tile<0, 0, 0, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 0, 2, 1, 0>, - Conv::template process_tile<0, 0, 0, 2, 1, 1>, - Conv::template process_tile<0, 0, 0, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 0, 2, 2, 0>, - Conv::template process_tile<0, 0, 0, 2, 2, 1>, - Conv::template process_tile<0, 0, 0, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 0, 3, 0, 0>, - Conv::template process_tile<0, 0, 0, 3, 0, 1>, - Conv::template process_tile<0, 0, 0, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 0, 3, 1, 0>, - Conv::template process_tile<0, 0, 0, 3, 1, 1>, - Conv::template process_tile<0, 0, 0, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 0, 3, 2, 0>, - Conv::template process_tile<0, 0, 0, 3, 2, 1>, - Conv::template process_tile<0, 0, 0, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 0, 4, 0, 0>, - Conv::template process_tile<0, 0, 0, 4, 0, 1>, - Conv::template process_tile<0, 0, 0, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 0, 4, 1, 0>, - Conv::template process_tile<0, 0, 0, 4, 1, 1>, - Conv::template process_tile<0, 0, 0, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 0, 4, 2, 0>, - Conv::template process_tile<0, 0, 0, 4, 2, 1>, - Conv::template process_tile<0, 0, 0, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 0, 5, 0, 0>, - Conv::template process_tile<0, 0, 0, 5, 0, 1>, - Conv::template process_tile<0, 0, 0, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 0, 5, 1, 0>, - Conv::template process_tile<0, 0, 0, 5, 1, 1>, - Conv::template process_tile<0, 0, 0, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 0, 5, 2, 0>, - Conv::template process_tile<0, 0, 0, 5, 2, 1>, - Conv::template process_tile<0, 0, 0, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 0, 6, 0, 0>, - Conv::template process_tile<0, 0, 0, 6, 0, 1>, - Conv::template process_tile<0, 0, 0, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 0, 6, 1, 0>, - Conv::template process_tile<0, 0, 0, 6, 1, 1>, - Conv::template process_tile<0, 0, 0, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 0, 6, 2, 0>, - Conv::template process_tile<0, 0, 0, 6, 2, 1>, - Conv::template process_tile<0, 0, 0, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 0 - { // Input pad bottom = 1 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 1, 0, 0, 0>, - Conv::template process_tile<0, 0, 1, 0, 0, 1>, - Conv::template process_tile<0, 0, 1, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 1, 0, 1, 0>, - Conv::template process_tile<0, 0, 1, 0, 1, 1>, - Conv::template process_tile<0, 0, 1, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 1, 0, 2, 0>, - Conv::template process_tile<0, 0, 1, 0, 2, 1>, - Conv::template process_tile<0, 0, 1, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 1, 1, 0, 0>, - Conv::template process_tile<0, 0, 1, 1, 0, 1>, - Conv::template process_tile<0, 0, 1, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 1, 1, 1, 0>, - Conv::template process_tile<0, 0, 1, 1, 1, 1>, - Conv::template process_tile<0, 0, 1, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 1, 1, 2, 0>, - Conv::template process_tile<0, 0, 1, 1, 2, 1>, - Conv::template process_tile<0, 0, 1, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 1, 2, 0, 0>, - Conv::template process_tile<0, 0, 1, 2, 0, 1>, - Conv::template process_tile<0, 0, 1, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 1, 2, 1, 0>, - Conv::template process_tile<0, 0, 1, 2, 1, 1>, - Conv::template process_tile<0, 0, 1, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 1, 2, 2, 0>, - Conv::template process_tile<0, 0, 1, 2, 2, 1>, - Conv::template process_tile<0, 0, 1, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 1, 3, 0, 0>, - Conv::template process_tile<0, 0, 1, 3, 0, 1>, - Conv::template process_tile<0, 0, 1, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 1, 3, 1, 0>, - Conv::template process_tile<0, 0, 1, 3, 1, 1>, - Conv::template process_tile<0, 0, 1, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 1, 3, 2, 0>, - Conv::template process_tile<0, 0, 1, 3, 2, 1>, - Conv::template process_tile<0, 0, 1, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 1, 4, 0, 0>, - Conv::template process_tile<0, 0, 1, 4, 0, 1>, - Conv::template process_tile<0, 0, 1, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 1, 4, 1, 0>, - Conv::template process_tile<0, 0, 1, 4, 1, 1>, - Conv::template process_tile<0, 0, 1, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 1, 4, 2, 0>, - Conv::template process_tile<0, 0, 1, 4, 2, 1>, - Conv::template process_tile<0, 0, 1, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 1, 5, 0, 0>, - Conv::template process_tile<0, 0, 1, 5, 0, 1>, - Conv::template process_tile<0, 0, 1, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 1, 5, 1, 0>, - Conv::template process_tile<0, 0, 1, 5, 1, 1>, - Conv::template process_tile<0, 0, 1, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 1, 5, 2, 0>, - Conv::template process_tile<0, 0, 1, 5, 2, 1>, - Conv::template process_tile<0, 0, 1, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 1, 6, 0, 0>, - Conv::template process_tile<0, 0, 1, 6, 0, 1>, - Conv::template process_tile<0, 0, 1, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 1, 6, 1, 0>, - Conv::template process_tile<0, 0, 1, 6, 1, 1>, - Conv::template process_tile<0, 0, 1, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 1, 6, 2, 0>, - Conv::template process_tile<0, 0, 1, 6, 2, 1>, - Conv::template process_tile<0, 0, 1, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 1 - { // Input pad bottom = 2 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 2, 0, 0, 0>, - Conv::template process_tile<0, 0, 2, 0, 0, 1>, - Conv::template process_tile<0, 0, 2, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 2, 0, 1, 0>, - Conv::template process_tile<0, 0, 2, 0, 1, 1>, - Conv::template process_tile<0, 0, 2, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 2, 0, 2, 0>, - Conv::template process_tile<0, 0, 2, 0, 2, 1>, - Conv::template process_tile<0, 0, 2, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 2, 1, 0, 0>, - Conv::template process_tile<0, 0, 2, 1, 0, 1>, - Conv::template process_tile<0, 0, 2, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 2, 1, 1, 0>, - Conv::template process_tile<0, 0, 2, 1, 1, 1>, - Conv::template process_tile<0, 0, 2, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 2, 1, 2, 0>, - Conv::template process_tile<0, 0, 2, 1, 2, 1>, - Conv::template process_tile<0, 0, 2, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 2, 2, 0, 0>, - Conv::template process_tile<0, 0, 2, 2, 0, 1>, - Conv::template process_tile<0, 0, 2, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 2, 2, 1, 0>, - Conv::template process_tile<0, 0, 2, 2, 1, 1>, - Conv::template process_tile<0, 0, 2, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 2, 2, 2, 0>, - Conv::template process_tile<0, 0, 2, 2, 2, 1>, - Conv::template process_tile<0, 0, 2, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 2, 3, 0, 0>, - Conv::template process_tile<0, 0, 2, 3, 0, 1>, - Conv::template process_tile<0, 0, 2, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 2, 3, 1, 0>, - Conv::template process_tile<0, 0, 2, 3, 1, 1>, - Conv::template process_tile<0, 0, 2, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 2, 3, 2, 0>, - Conv::template process_tile<0, 0, 2, 3, 2, 1>, - Conv::template process_tile<0, 0, 2, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 2, 4, 0, 0>, - Conv::template process_tile<0, 0, 2, 4, 0, 1>, - Conv::template process_tile<0, 0, 2, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 2, 4, 1, 0>, - Conv::template process_tile<0, 0, 2, 4, 1, 1>, - Conv::template process_tile<0, 0, 2, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 2, 4, 2, 0>, - Conv::template process_tile<0, 0, 2, 4, 2, 1>, - Conv::template process_tile<0, 0, 2, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 2, 5, 0, 0>, - Conv::template process_tile<0, 0, 2, 5, 0, 1>, - Conv::template process_tile<0, 0, 2, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 2, 5, 1, 0>, - Conv::template process_tile<0, 0, 2, 5, 1, 1>, - Conv::template process_tile<0, 0, 2, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 2, 5, 2, 0>, - Conv::template process_tile<0, 0, 2, 5, 2, 1>, - Conv::template process_tile<0, 0, 2, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 2, 6, 0, 0>, - Conv::template process_tile<0, 0, 2, 6, 0, 1>, - Conv::template process_tile<0, 0, 2, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 2, 6, 1, 0>, - Conv::template process_tile<0, 0, 2, 6, 1, 1>, - Conv::template process_tile<0, 0, 2, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 2, 6, 2, 0>, - Conv::template process_tile<0, 0, 2, 6, 2, 1>, - Conv::template process_tile<0, 0, 2, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 2 - { // Input pad bottom = 3 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 3, 0, 0, 0>, - Conv::template process_tile<0, 0, 3, 0, 0, 1>, - Conv::template process_tile<0, 0, 3, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 3, 0, 1, 0>, - Conv::template process_tile<0, 0, 3, 0, 1, 1>, - Conv::template process_tile<0, 0, 3, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 3, 0, 2, 0>, - Conv::template process_tile<0, 0, 3, 0, 2, 1>, - Conv::template process_tile<0, 0, 3, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 3, 1, 0, 0>, - Conv::template process_tile<0, 0, 3, 1, 0, 1>, - Conv::template process_tile<0, 0, 3, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 3, 1, 1, 0>, - Conv::template process_tile<0, 0, 3, 1, 1, 1>, - Conv::template process_tile<0, 0, 3, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 3, 1, 2, 0>, - Conv::template process_tile<0, 0, 3, 1, 2, 1>, - Conv::template process_tile<0, 0, 3, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 3, 2, 0, 0>, - Conv::template process_tile<0, 0, 3, 2, 0, 1>, - Conv::template process_tile<0, 0, 3, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 3, 2, 1, 0>, - Conv::template process_tile<0, 0, 3, 2, 1, 1>, - Conv::template process_tile<0, 0, 3, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 3, 2, 2, 0>, - Conv::template process_tile<0, 0, 3, 2, 2, 1>, - Conv::template process_tile<0, 0, 3, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 3, 3, 0, 0>, - Conv::template process_tile<0, 0, 3, 3, 0, 1>, - Conv::template process_tile<0, 0, 3, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 3, 3, 1, 0>, - Conv::template process_tile<0, 0, 3, 3, 1, 1>, - Conv::template process_tile<0, 0, 3, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 3, 3, 2, 0>, - Conv::template process_tile<0, 0, 3, 3, 2, 1>, - Conv::template process_tile<0, 0, 3, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 3, 4, 0, 0>, - Conv::template process_tile<0, 0, 3, 4, 0, 1>, - Conv::template process_tile<0, 0, 3, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 3, 4, 1, 0>, - Conv::template process_tile<0, 0, 3, 4, 1, 1>, - Conv::template process_tile<0, 0, 3, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 3, 4, 2, 0>, - Conv::template process_tile<0, 0, 3, 4, 2, 1>, - Conv::template process_tile<0, 0, 3, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 3, 5, 0, 0>, - Conv::template process_tile<0, 0, 3, 5, 0, 1>, - Conv::template process_tile<0, 0, 3, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 3, 5, 1, 0>, - Conv::template process_tile<0, 0, 3, 5, 1, 1>, - Conv::template process_tile<0, 0, 3, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 3, 5, 2, 0>, - Conv::template process_tile<0, 0, 3, 5, 2, 1>, - Conv::template process_tile<0, 0, 3, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 3, 6, 0, 0>, - Conv::template process_tile<0, 0, 3, 6, 0, 1>, - Conv::template process_tile<0, 0, 3, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 3, 6, 1, 0>, - Conv::template process_tile<0, 0, 3, 6, 1, 1>, - Conv::template process_tile<0, 0, 3, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 3, 6, 2, 0>, - Conv::template process_tile<0, 0, 3, 6, 2, 1>, - Conv::template process_tile<0, 0, 3, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 3 - { // Input pad bottom = 4 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 4, 0, 0, 0>, - Conv::template process_tile<0, 0, 4, 0, 0, 1>, - Conv::template process_tile<0, 0, 4, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 4, 0, 1, 0>, - Conv::template process_tile<0, 0, 4, 0, 1, 1>, - Conv::template process_tile<0, 0, 4, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 4, 0, 2, 0>, - Conv::template process_tile<0, 0, 4, 0, 2, 1>, - Conv::template process_tile<0, 0, 4, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 4, 1, 0, 0>, - Conv::template process_tile<0, 0, 4, 1, 0, 1>, - Conv::template process_tile<0, 0, 4, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 4, 1, 1, 0>, - Conv::template process_tile<0, 0, 4, 1, 1, 1>, - Conv::template process_tile<0, 0, 4, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 4, 1, 2, 0>, - Conv::template process_tile<0, 0, 4, 1, 2, 1>, - Conv::template process_tile<0, 0, 4, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 4, 2, 0, 0>, - Conv::template process_tile<0, 0, 4, 2, 0, 1>, - Conv::template process_tile<0, 0, 4, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 4, 2, 1, 0>, - Conv::template process_tile<0, 0, 4, 2, 1, 1>, - Conv::template process_tile<0, 0, 4, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 4, 2, 2, 0>, - Conv::template process_tile<0, 0, 4, 2, 2, 1>, - Conv::template process_tile<0, 0, 4, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 4, 3, 0, 0>, - Conv::template process_tile<0, 0, 4, 3, 0, 1>, - Conv::template process_tile<0, 0, 4, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 4, 3, 1, 0>, - Conv::template process_tile<0, 0, 4, 3, 1, 1>, - Conv::template process_tile<0, 0, 4, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 4, 3, 2, 0>, - Conv::template process_tile<0, 0, 4, 3, 2, 1>, - Conv::template process_tile<0, 0, 4, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 4, 4, 0, 0>, - Conv::template process_tile<0, 0, 4, 4, 0, 1>, - Conv::template process_tile<0, 0, 4, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 4, 4, 1, 0>, - Conv::template process_tile<0, 0, 4, 4, 1, 1>, - Conv::template process_tile<0, 0, 4, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 4, 4, 2, 0>, - Conv::template process_tile<0, 0, 4, 4, 2, 1>, - Conv::template process_tile<0, 0, 4, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 4, 5, 0, 0>, - Conv::template process_tile<0, 0, 4, 5, 0, 1>, - Conv::template process_tile<0, 0, 4, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 4, 5, 1, 0>, - Conv::template process_tile<0, 0, 4, 5, 1, 1>, - Conv::template process_tile<0, 0, 4, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 4, 5, 2, 0>, - Conv::template process_tile<0, 0, 4, 5, 2, 1>, - Conv::template process_tile<0, 0, 4, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 4, 6, 0, 0>, - Conv::template process_tile<0, 0, 4, 6, 0, 1>, - Conv::template process_tile<0, 0, 4, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 4, 6, 1, 0>, - Conv::template process_tile<0, 0, 4, 6, 1, 1>, - Conv::template process_tile<0, 0, 4, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 4, 6, 2, 0>, - Conv::template process_tile<0, 0, 4, 6, 2, 1>, - Conv::template process_tile<0, 0, 4, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 4 - { // Input pad bottom = 5 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 5, 0, 0, 0>, - Conv::template process_tile<0, 0, 5, 0, 0, 1>, - Conv::template process_tile<0, 0, 5, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 5, 0, 1, 0>, - Conv::template process_tile<0, 0, 5, 0, 1, 1>, - Conv::template process_tile<0, 0, 5, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 5, 0, 2, 0>, - Conv::template process_tile<0, 0, 5, 0, 2, 1>, - Conv::template process_tile<0, 0, 5, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 5, 1, 0, 0>, - Conv::template process_tile<0, 0, 5, 1, 0, 1>, - Conv::template process_tile<0, 0, 5, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 5, 1, 1, 0>, - Conv::template process_tile<0, 0, 5, 1, 1, 1>, - Conv::template process_tile<0, 0, 5, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 5, 1, 2, 0>, - Conv::template process_tile<0, 0, 5, 1, 2, 1>, - Conv::template process_tile<0, 0, 5, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 5, 2, 0, 0>, - Conv::template process_tile<0, 0, 5, 2, 0, 1>, - Conv::template process_tile<0, 0, 5, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 5, 2, 1, 0>, - Conv::template process_tile<0, 0, 5, 2, 1, 1>, - Conv::template process_tile<0, 0, 5, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 5, 2, 2, 0>, - Conv::template process_tile<0, 0, 5, 2, 2, 1>, - Conv::template process_tile<0, 0, 5, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 5, 3, 0, 0>, - Conv::template process_tile<0, 0, 5, 3, 0, 1>, - Conv::template process_tile<0, 0, 5, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 5, 3, 1, 0>, - Conv::template process_tile<0, 0, 5, 3, 1, 1>, - Conv::template process_tile<0, 0, 5, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 5, 3, 2, 0>, - Conv::template process_tile<0, 0, 5, 3, 2, 1>, - Conv::template process_tile<0, 0, 5, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 5, 4, 0, 0>, - Conv::template process_tile<0, 0, 5, 4, 0, 1>, - Conv::template process_tile<0, 0, 5, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 5, 4, 1, 0>, - Conv::template process_tile<0, 0, 5, 4, 1, 1>, - Conv::template process_tile<0, 0, 5, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 5, 4, 2, 0>, - Conv::template process_tile<0, 0, 5, 4, 2, 1>, - Conv::template process_tile<0, 0, 5, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 5, 5, 0, 0>, - Conv::template process_tile<0, 0, 5, 5, 0, 1>, - Conv::template process_tile<0, 0, 5, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 5, 5, 1, 0>, - Conv::template process_tile<0, 0, 5, 5, 1, 1>, - Conv::template process_tile<0, 0, 5, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 5, 5, 2, 0>, - Conv::template process_tile<0, 0, 5, 5, 2, 1>, - Conv::template process_tile<0, 0, 5, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 5, 6, 0, 0>, - Conv::template process_tile<0, 0, 5, 6, 0, 1>, - Conv::template process_tile<0, 0, 5, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 5, 6, 1, 0>, - Conv::template process_tile<0, 0, 5, 6, 1, 1>, - Conv::template process_tile<0, 0, 5, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 5, 6, 2, 0>, - Conv::template process_tile<0, 0, 5, 6, 2, 1>, - Conv::template process_tile<0, 0, 5, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 5 - { // Input pad bottom = 6 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 6, 0, 0, 0>, - Conv::template process_tile<0, 0, 6, 0, 0, 1>, - Conv::template process_tile<0, 0, 6, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 6, 0, 1, 0>, - Conv::template process_tile<0, 0, 6, 0, 1, 1>, - Conv::template process_tile<0, 0, 6, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 6, 0, 2, 0>, - Conv::template process_tile<0, 0, 6, 0, 2, 1>, - Conv::template process_tile<0, 0, 6, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 6, 1, 0, 0>, - Conv::template process_tile<0, 0, 6, 1, 0, 1>, - Conv::template process_tile<0, 0, 6, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 6, 1, 1, 0>, - Conv::template process_tile<0, 0, 6, 1, 1, 1>, - Conv::template process_tile<0, 0, 6, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 6, 1, 2, 0>, - Conv::template process_tile<0, 0, 6, 1, 2, 1>, - Conv::template process_tile<0, 0, 6, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 6, 2, 0, 0>, - Conv::template process_tile<0, 0, 6, 2, 0, 1>, - Conv::template process_tile<0, 0, 6, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 6, 2, 1, 0>, - Conv::template process_tile<0, 0, 6, 2, 1, 1>, - Conv::template process_tile<0, 0, 6, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 6, 2, 2, 0>, - Conv::template process_tile<0, 0, 6, 2, 2, 1>, - Conv::template process_tile<0, 0, 6, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 6, 3, 0, 0>, - Conv::template process_tile<0, 0, 6, 3, 0, 1>, - Conv::template process_tile<0, 0, 6, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 6, 3, 1, 0>, - Conv::template process_tile<0, 0, 6, 3, 1, 1>, - Conv::template process_tile<0, 0, 6, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 6, 3, 2, 0>, - Conv::template process_tile<0, 0, 6, 3, 2, 1>, - Conv::template process_tile<0, 0, 6, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 6, 4, 0, 0>, - Conv::template process_tile<0, 0, 6, 4, 0, 1>, - Conv::template process_tile<0, 0, 6, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 6, 4, 1, 0>, - Conv::template process_tile<0, 0, 6, 4, 1, 1>, - Conv::template process_tile<0, 0, 6, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 6, 4, 2, 0>, - Conv::template process_tile<0, 0, 6, 4, 2, 1>, - Conv::template process_tile<0, 0, 6, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 6, 5, 0, 0>, - Conv::template process_tile<0, 0, 6, 5, 0, 1>, - Conv::template process_tile<0, 0, 6, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 6, 5, 1, 0>, - Conv::template process_tile<0, 0, 6, 5, 1, 1>, - Conv::template process_tile<0, 0, 6, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 6, 5, 2, 0>, - Conv::template process_tile<0, 0, 6, 5, 2, 1>, - Conv::template process_tile<0, 0, 6, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 0, 6, 6, 0, 0>, - Conv::template process_tile<0, 0, 6, 6, 0, 1>, - Conv::template process_tile<0, 0, 6, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 0, 6, 6, 1, 0>, - Conv::template process_tile<0, 0, 6, 6, 1, 1>, - Conv::template process_tile<0, 0, 6, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 0, 6, 6, 2, 0>, - Conv::template process_tile<0, 0, 6, 6, 2, 1>, - Conv::template process_tile<0, 0, 6, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 6 - }, // Input pad left = 0 - { // Input pad left = 1 - { // Input pad bottom = 0 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 0, 0, 0, 0>, - Conv::template process_tile<0, 1, 0, 0, 0, 1>, - Conv::template process_tile<0, 1, 0, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 0, 0, 1, 0>, - Conv::template process_tile<0, 1, 0, 0, 1, 1>, - Conv::template process_tile<0, 1, 0, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 0, 0, 2, 0>, - Conv::template process_tile<0, 1, 0, 0, 2, 1>, - Conv::template process_tile<0, 1, 0, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 0, 1, 0, 0>, - Conv::template process_tile<0, 1, 0, 1, 0, 1>, - Conv::template process_tile<0, 1, 0, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 0, 1, 1, 0>, - Conv::template process_tile<0, 1, 0, 1, 1, 1>, - Conv::template process_tile<0, 1, 0, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 0, 1, 2, 0>, - Conv::template process_tile<0, 1, 0, 1, 2, 1>, - Conv::template process_tile<0, 1, 0, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 0, 2, 0, 0>, - Conv::template process_tile<0, 1, 0, 2, 0, 1>, - Conv::template process_tile<0, 1, 0, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 0, 2, 1, 0>, - Conv::template process_tile<0, 1, 0, 2, 1, 1>, - Conv::template process_tile<0, 1, 0, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 0, 2, 2, 0>, - Conv::template process_tile<0, 1, 0, 2, 2, 1>, - Conv::template process_tile<0, 1, 0, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 0, 3, 0, 0>, - Conv::template process_tile<0, 1, 0, 3, 0, 1>, - Conv::template process_tile<0, 1, 0, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 0, 3, 1, 0>, - Conv::template process_tile<0, 1, 0, 3, 1, 1>, - Conv::template process_tile<0, 1, 0, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 0, 3, 2, 0>, - Conv::template process_tile<0, 1, 0, 3, 2, 1>, - Conv::template process_tile<0, 1, 0, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 0, 4, 0, 0>, - Conv::template process_tile<0, 1, 0, 4, 0, 1>, - Conv::template process_tile<0, 1, 0, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 0, 4, 1, 0>, - Conv::template process_tile<0, 1, 0, 4, 1, 1>, - Conv::template process_tile<0, 1, 0, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 0, 4, 2, 0>, - Conv::template process_tile<0, 1, 0, 4, 2, 1>, - Conv::template process_tile<0, 1, 0, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 0, 5, 0, 0>, - Conv::template process_tile<0, 1, 0, 5, 0, 1>, - Conv::template process_tile<0, 1, 0, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 0, 5, 1, 0>, - Conv::template process_tile<0, 1, 0, 5, 1, 1>, - Conv::template process_tile<0, 1, 0, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 0, 5, 2, 0>, - Conv::template process_tile<0, 1, 0, 5, 2, 1>, - Conv::template process_tile<0, 1, 0, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 0, 6, 0, 0>, - Conv::template process_tile<0, 1, 0, 6, 0, 1>, - Conv::template process_tile<0, 1, 0, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 0, 6, 1, 0>, - Conv::template process_tile<0, 1, 0, 6, 1, 1>, - Conv::template process_tile<0, 1, 0, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 0, 6, 2, 0>, - Conv::template process_tile<0, 1, 0, 6, 2, 1>, - Conv::template process_tile<0, 1, 0, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 0 - { // Input pad bottom = 1 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 1, 0, 0, 0>, - Conv::template process_tile<0, 1, 1, 0, 0, 1>, - Conv::template process_tile<0, 1, 1, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 1, 0, 1, 0>, - Conv::template process_tile<0, 1, 1, 0, 1, 1>, - Conv::template process_tile<0, 1, 1, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 1, 0, 2, 0>, - Conv::template process_tile<0, 1, 1, 0, 2, 1>, - Conv::template process_tile<0, 1, 1, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 1, 1, 0, 0>, - Conv::template process_tile<0, 1, 1, 1, 0, 1>, - Conv::template process_tile<0, 1, 1, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 1, 1, 1, 0>, - Conv::template process_tile<0, 1, 1, 1, 1, 1>, - Conv::template process_tile<0, 1, 1, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 1, 1, 2, 0>, - Conv::template process_tile<0, 1, 1, 1, 2, 1>, - Conv::template process_tile<0, 1, 1, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 1, 2, 0, 0>, - Conv::template process_tile<0, 1, 1, 2, 0, 1>, - Conv::template process_tile<0, 1, 1, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 1, 2, 1, 0>, - Conv::template process_tile<0, 1, 1, 2, 1, 1>, - Conv::template process_tile<0, 1, 1, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 1, 2, 2, 0>, - Conv::template process_tile<0, 1, 1, 2, 2, 1>, - Conv::template process_tile<0, 1, 1, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 1, 3, 0, 0>, - Conv::template process_tile<0, 1, 1, 3, 0, 1>, - Conv::template process_tile<0, 1, 1, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 1, 3, 1, 0>, - Conv::template process_tile<0, 1, 1, 3, 1, 1>, - Conv::template process_tile<0, 1, 1, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 1, 3, 2, 0>, - Conv::template process_tile<0, 1, 1, 3, 2, 1>, - Conv::template process_tile<0, 1, 1, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 1, 4, 0, 0>, - Conv::template process_tile<0, 1, 1, 4, 0, 1>, - Conv::template process_tile<0, 1, 1, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 1, 4, 1, 0>, - Conv::template process_tile<0, 1, 1, 4, 1, 1>, - Conv::template process_tile<0, 1, 1, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 1, 4, 2, 0>, - Conv::template process_tile<0, 1, 1, 4, 2, 1>, - Conv::template process_tile<0, 1, 1, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 1, 5, 0, 0>, - Conv::template process_tile<0, 1, 1, 5, 0, 1>, - Conv::template process_tile<0, 1, 1, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 1, 5, 1, 0>, - Conv::template process_tile<0, 1, 1, 5, 1, 1>, - Conv::template process_tile<0, 1, 1, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 1, 5, 2, 0>, - Conv::template process_tile<0, 1, 1, 5, 2, 1>, - Conv::template process_tile<0, 1, 1, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 1, 6, 0, 0>, - Conv::template process_tile<0, 1, 1, 6, 0, 1>, - Conv::template process_tile<0, 1, 1, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 1, 6, 1, 0>, - Conv::template process_tile<0, 1, 1, 6, 1, 1>, - Conv::template process_tile<0, 1, 1, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 1, 6, 2, 0>, - Conv::template process_tile<0, 1, 1, 6, 2, 1>, - Conv::template process_tile<0, 1, 1, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 1 - { // Input pad bottom = 2 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 2, 0, 0, 0>, - Conv::template process_tile<0, 1, 2, 0, 0, 1>, - Conv::template process_tile<0, 1, 2, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 2, 0, 1, 0>, - Conv::template process_tile<0, 1, 2, 0, 1, 1>, - Conv::template process_tile<0, 1, 2, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 2, 0, 2, 0>, - Conv::template process_tile<0, 1, 2, 0, 2, 1>, - Conv::template process_tile<0, 1, 2, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 2, 1, 0, 0>, - Conv::template process_tile<0, 1, 2, 1, 0, 1>, - Conv::template process_tile<0, 1, 2, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 2, 1, 1, 0>, - Conv::template process_tile<0, 1, 2, 1, 1, 1>, - Conv::template process_tile<0, 1, 2, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 2, 1, 2, 0>, - Conv::template process_tile<0, 1, 2, 1, 2, 1>, - Conv::template process_tile<0, 1, 2, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 2, 2, 0, 0>, - Conv::template process_tile<0, 1, 2, 2, 0, 1>, - Conv::template process_tile<0, 1, 2, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 2, 2, 1, 0>, - Conv::template process_tile<0, 1, 2, 2, 1, 1>, - Conv::template process_tile<0, 1, 2, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 2, 2, 2, 0>, - Conv::template process_tile<0, 1, 2, 2, 2, 1>, - Conv::template process_tile<0, 1, 2, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 2, 3, 0, 0>, - Conv::template process_tile<0, 1, 2, 3, 0, 1>, - Conv::template process_tile<0, 1, 2, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 2, 3, 1, 0>, - Conv::template process_tile<0, 1, 2, 3, 1, 1>, - Conv::template process_tile<0, 1, 2, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 2, 3, 2, 0>, - Conv::template process_tile<0, 1, 2, 3, 2, 1>, - Conv::template process_tile<0, 1, 2, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 2, 4, 0, 0>, - Conv::template process_tile<0, 1, 2, 4, 0, 1>, - Conv::template process_tile<0, 1, 2, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 2, 4, 1, 0>, - Conv::template process_tile<0, 1, 2, 4, 1, 1>, - Conv::template process_tile<0, 1, 2, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 2, 4, 2, 0>, - Conv::template process_tile<0, 1, 2, 4, 2, 1>, - Conv::template process_tile<0, 1, 2, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 2, 5, 0, 0>, - Conv::template process_tile<0, 1, 2, 5, 0, 1>, - Conv::template process_tile<0, 1, 2, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 2, 5, 1, 0>, - Conv::template process_tile<0, 1, 2, 5, 1, 1>, - Conv::template process_tile<0, 1, 2, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 2, 5, 2, 0>, - Conv::template process_tile<0, 1, 2, 5, 2, 1>, - Conv::template process_tile<0, 1, 2, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 2, 6, 0, 0>, - Conv::template process_tile<0, 1, 2, 6, 0, 1>, - Conv::template process_tile<0, 1, 2, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 2, 6, 1, 0>, - Conv::template process_tile<0, 1, 2, 6, 1, 1>, - Conv::template process_tile<0, 1, 2, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 2, 6, 2, 0>, - Conv::template process_tile<0, 1, 2, 6, 2, 1>, - Conv::template process_tile<0, 1, 2, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 2 - { // Input pad bottom = 3 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 3, 0, 0, 0>, - Conv::template process_tile<0, 1, 3, 0, 0, 1>, - Conv::template process_tile<0, 1, 3, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 3, 0, 1, 0>, - Conv::template process_tile<0, 1, 3, 0, 1, 1>, - Conv::template process_tile<0, 1, 3, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 3, 0, 2, 0>, - Conv::template process_tile<0, 1, 3, 0, 2, 1>, - Conv::template process_tile<0, 1, 3, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 3, 1, 0, 0>, - Conv::template process_tile<0, 1, 3, 1, 0, 1>, - Conv::template process_tile<0, 1, 3, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 3, 1, 1, 0>, - Conv::template process_tile<0, 1, 3, 1, 1, 1>, - Conv::template process_tile<0, 1, 3, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 3, 1, 2, 0>, - Conv::template process_tile<0, 1, 3, 1, 2, 1>, - Conv::template process_tile<0, 1, 3, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 3, 2, 0, 0>, - Conv::template process_tile<0, 1, 3, 2, 0, 1>, - Conv::template process_tile<0, 1, 3, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 3, 2, 1, 0>, - Conv::template process_tile<0, 1, 3, 2, 1, 1>, - Conv::template process_tile<0, 1, 3, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 3, 2, 2, 0>, - Conv::template process_tile<0, 1, 3, 2, 2, 1>, - Conv::template process_tile<0, 1, 3, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 3, 3, 0, 0>, - Conv::template process_tile<0, 1, 3, 3, 0, 1>, - Conv::template process_tile<0, 1, 3, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 3, 3, 1, 0>, - Conv::template process_tile<0, 1, 3, 3, 1, 1>, - Conv::template process_tile<0, 1, 3, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 3, 3, 2, 0>, - Conv::template process_tile<0, 1, 3, 3, 2, 1>, - Conv::template process_tile<0, 1, 3, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 3, 4, 0, 0>, - Conv::template process_tile<0, 1, 3, 4, 0, 1>, - Conv::template process_tile<0, 1, 3, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 3, 4, 1, 0>, - Conv::template process_tile<0, 1, 3, 4, 1, 1>, - Conv::template process_tile<0, 1, 3, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 3, 4, 2, 0>, - Conv::template process_tile<0, 1, 3, 4, 2, 1>, - Conv::template process_tile<0, 1, 3, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 3, 5, 0, 0>, - Conv::template process_tile<0, 1, 3, 5, 0, 1>, - Conv::template process_tile<0, 1, 3, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 3, 5, 1, 0>, - Conv::template process_tile<0, 1, 3, 5, 1, 1>, - Conv::template process_tile<0, 1, 3, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 3, 5, 2, 0>, - Conv::template process_tile<0, 1, 3, 5, 2, 1>, - Conv::template process_tile<0, 1, 3, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 3, 6, 0, 0>, - Conv::template process_tile<0, 1, 3, 6, 0, 1>, - Conv::template process_tile<0, 1, 3, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 3, 6, 1, 0>, - Conv::template process_tile<0, 1, 3, 6, 1, 1>, - Conv::template process_tile<0, 1, 3, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 3, 6, 2, 0>, - Conv::template process_tile<0, 1, 3, 6, 2, 1>, - Conv::template process_tile<0, 1, 3, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 3 - { // Input pad bottom = 4 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 4, 0, 0, 0>, - Conv::template process_tile<0, 1, 4, 0, 0, 1>, - Conv::template process_tile<0, 1, 4, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 4, 0, 1, 0>, - Conv::template process_tile<0, 1, 4, 0, 1, 1>, - Conv::template process_tile<0, 1, 4, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 4, 0, 2, 0>, - Conv::template process_tile<0, 1, 4, 0, 2, 1>, - Conv::template process_tile<0, 1, 4, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 4, 1, 0, 0>, - Conv::template process_tile<0, 1, 4, 1, 0, 1>, - Conv::template process_tile<0, 1, 4, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 4, 1, 1, 0>, - Conv::template process_tile<0, 1, 4, 1, 1, 1>, - Conv::template process_tile<0, 1, 4, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 4, 1, 2, 0>, - Conv::template process_tile<0, 1, 4, 1, 2, 1>, - Conv::template process_tile<0, 1, 4, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 4, 2, 0, 0>, - Conv::template process_tile<0, 1, 4, 2, 0, 1>, - Conv::template process_tile<0, 1, 4, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 4, 2, 1, 0>, - Conv::template process_tile<0, 1, 4, 2, 1, 1>, - Conv::template process_tile<0, 1, 4, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 4, 2, 2, 0>, - Conv::template process_tile<0, 1, 4, 2, 2, 1>, - Conv::template process_tile<0, 1, 4, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 4, 3, 0, 0>, - Conv::template process_tile<0, 1, 4, 3, 0, 1>, - Conv::template process_tile<0, 1, 4, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 4, 3, 1, 0>, - Conv::template process_tile<0, 1, 4, 3, 1, 1>, - Conv::template process_tile<0, 1, 4, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 4, 3, 2, 0>, - Conv::template process_tile<0, 1, 4, 3, 2, 1>, - Conv::template process_tile<0, 1, 4, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 4, 4, 0, 0>, - Conv::template process_tile<0, 1, 4, 4, 0, 1>, - Conv::template process_tile<0, 1, 4, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 4, 4, 1, 0>, - Conv::template process_tile<0, 1, 4, 4, 1, 1>, - Conv::template process_tile<0, 1, 4, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 4, 4, 2, 0>, - Conv::template process_tile<0, 1, 4, 4, 2, 1>, - Conv::template process_tile<0, 1, 4, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 4, 5, 0, 0>, - Conv::template process_tile<0, 1, 4, 5, 0, 1>, - Conv::template process_tile<0, 1, 4, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 4, 5, 1, 0>, - Conv::template process_tile<0, 1, 4, 5, 1, 1>, - Conv::template process_tile<0, 1, 4, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 4, 5, 2, 0>, - Conv::template process_tile<0, 1, 4, 5, 2, 1>, - Conv::template process_tile<0, 1, 4, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 4, 6, 0, 0>, - Conv::template process_tile<0, 1, 4, 6, 0, 1>, - Conv::template process_tile<0, 1, 4, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 4, 6, 1, 0>, - Conv::template process_tile<0, 1, 4, 6, 1, 1>, - Conv::template process_tile<0, 1, 4, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 4, 6, 2, 0>, - Conv::template process_tile<0, 1, 4, 6, 2, 1>, - Conv::template process_tile<0, 1, 4, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 4 - { // Input pad bottom = 5 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 5, 0, 0, 0>, - Conv::template process_tile<0, 1, 5, 0, 0, 1>, - Conv::template process_tile<0, 1, 5, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 5, 0, 1, 0>, - Conv::template process_tile<0, 1, 5, 0, 1, 1>, - Conv::template process_tile<0, 1, 5, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 5, 0, 2, 0>, - Conv::template process_tile<0, 1, 5, 0, 2, 1>, - Conv::template process_tile<0, 1, 5, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 5, 1, 0, 0>, - Conv::template process_tile<0, 1, 5, 1, 0, 1>, - Conv::template process_tile<0, 1, 5, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 5, 1, 1, 0>, - Conv::template process_tile<0, 1, 5, 1, 1, 1>, - Conv::template process_tile<0, 1, 5, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 5, 1, 2, 0>, - Conv::template process_tile<0, 1, 5, 1, 2, 1>, - Conv::template process_tile<0, 1, 5, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 5, 2, 0, 0>, - Conv::template process_tile<0, 1, 5, 2, 0, 1>, - Conv::template process_tile<0, 1, 5, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 5, 2, 1, 0>, - Conv::template process_tile<0, 1, 5, 2, 1, 1>, - Conv::template process_tile<0, 1, 5, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 5, 2, 2, 0>, - Conv::template process_tile<0, 1, 5, 2, 2, 1>, - Conv::template process_tile<0, 1, 5, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 5, 3, 0, 0>, - Conv::template process_tile<0, 1, 5, 3, 0, 1>, - Conv::template process_tile<0, 1, 5, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 5, 3, 1, 0>, - Conv::template process_tile<0, 1, 5, 3, 1, 1>, - Conv::template process_tile<0, 1, 5, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 5, 3, 2, 0>, - Conv::template process_tile<0, 1, 5, 3, 2, 1>, - Conv::template process_tile<0, 1, 5, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 5, 4, 0, 0>, - Conv::template process_tile<0, 1, 5, 4, 0, 1>, - Conv::template process_tile<0, 1, 5, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 5, 4, 1, 0>, - Conv::template process_tile<0, 1, 5, 4, 1, 1>, - Conv::template process_tile<0, 1, 5, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 5, 4, 2, 0>, - Conv::template process_tile<0, 1, 5, 4, 2, 1>, - Conv::template process_tile<0, 1, 5, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 5, 5, 0, 0>, - Conv::template process_tile<0, 1, 5, 5, 0, 1>, - Conv::template process_tile<0, 1, 5, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 5, 5, 1, 0>, - Conv::template process_tile<0, 1, 5, 5, 1, 1>, - Conv::template process_tile<0, 1, 5, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 5, 5, 2, 0>, - Conv::template process_tile<0, 1, 5, 5, 2, 1>, - Conv::template process_tile<0, 1, 5, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 5, 6, 0, 0>, - Conv::template process_tile<0, 1, 5, 6, 0, 1>, - Conv::template process_tile<0, 1, 5, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 5, 6, 1, 0>, - Conv::template process_tile<0, 1, 5, 6, 1, 1>, - Conv::template process_tile<0, 1, 5, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 5, 6, 2, 0>, - Conv::template process_tile<0, 1, 5, 6, 2, 1>, - Conv::template process_tile<0, 1, 5, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 5 - { // Input pad bottom = 6 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 6, 0, 0, 0>, - Conv::template process_tile<0, 1, 6, 0, 0, 1>, - Conv::template process_tile<0, 1, 6, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 6, 0, 1, 0>, - Conv::template process_tile<0, 1, 6, 0, 1, 1>, - Conv::template process_tile<0, 1, 6, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 6, 0, 2, 0>, - Conv::template process_tile<0, 1, 6, 0, 2, 1>, - Conv::template process_tile<0, 1, 6, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 6, 1, 0, 0>, - Conv::template process_tile<0, 1, 6, 1, 0, 1>, - Conv::template process_tile<0, 1, 6, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 6, 1, 1, 0>, - Conv::template process_tile<0, 1, 6, 1, 1, 1>, - Conv::template process_tile<0, 1, 6, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 6, 1, 2, 0>, - Conv::template process_tile<0, 1, 6, 1, 2, 1>, - Conv::template process_tile<0, 1, 6, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 6, 2, 0, 0>, - Conv::template process_tile<0, 1, 6, 2, 0, 1>, - Conv::template process_tile<0, 1, 6, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 6, 2, 1, 0>, - Conv::template process_tile<0, 1, 6, 2, 1, 1>, - Conv::template process_tile<0, 1, 6, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 6, 2, 2, 0>, - Conv::template process_tile<0, 1, 6, 2, 2, 1>, - Conv::template process_tile<0, 1, 6, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 6, 3, 0, 0>, - Conv::template process_tile<0, 1, 6, 3, 0, 1>, - Conv::template process_tile<0, 1, 6, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 6, 3, 1, 0>, - Conv::template process_tile<0, 1, 6, 3, 1, 1>, - Conv::template process_tile<0, 1, 6, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 6, 3, 2, 0>, - Conv::template process_tile<0, 1, 6, 3, 2, 1>, - Conv::template process_tile<0, 1, 6, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 6, 4, 0, 0>, - Conv::template process_tile<0, 1, 6, 4, 0, 1>, - Conv::template process_tile<0, 1, 6, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 6, 4, 1, 0>, - Conv::template process_tile<0, 1, 6, 4, 1, 1>, - Conv::template process_tile<0, 1, 6, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 6, 4, 2, 0>, - Conv::template process_tile<0, 1, 6, 4, 2, 1>, - Conv::template process_tile<0, 1, 6, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 6, 5, 0, 0>, - Conv::template process_tile<0, 1, 6, 5, 0, 1>, - Conv::template process_tile<0, 1, 6, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 6, 5, 1, 0>, - Conv::template process_tile<0, 1, 6, 5, 1, 1>, - Conv::template process_tile<0, 1, 6, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 6, 5, 2, 0>, - Conv::template process_tile<0, 1, 6, 5, 2, 1>, - Conv::template process_tile<0, 1, 6, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<0, 1, 6, 6, 0, 0>, - Conv::template process_tile<0, 1, 6, 6, 0, 1>, - Conv::template process_tile<0, 1, 6, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<0, 1, 6, 6, 1, 0>, - Conv::template process_tile<0, 1, 6, 6, 1, 1>, - Conv::template process_tile<0, 1, 6, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<0, 1, 6, 6, 2, 0>, - Conv::template process_tile<0, 1, 6, 6, 2, 1>, - Conv::template process_tile<0, 1, 6, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 6 - }, // Input pad left = 1 - }, // Input pad top = 0 - { // Input pad top = 1 - { // Input pad left = 0 - { // Input pad bottom = 0 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 0, 0, 0, 0>, - Conv::template process_tile<1, 0, 0, 0, 0, 1>, - Conv::template process_tile<1, 0, 0, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 0, 0, 1, 0>, - Conv::template process_tile<1, 0, 0, 0, 1, 1>, - Conv::template process_tile<1, 0, 0, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 0, 0, 2, 0>, - Conv::template process_tile<1, 0, 0, 0, 2, 1>, - Conv::template process_tile<1, 0, 0, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 0, 1, 0, 0>, - Conv::template process_tile<1, 0, 0, 1, 0, 1>, - Conv::template process_tile<1, 0, 0, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 0, 1, 1, 0>, - Conv::template process_tile<1, 0, 0, 1, 1, 1>, - Conv::template process_tile<1, 0, 0, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 0, 1, 2, 0>, - Conv::template process_tile<1, 0, 0, 1, 2, 1>, - Conv::template process_tile<1, 0, 0, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 0, 2, 0, 0>, - Conv::template process_tile<1, 0, 0, 2, 0, 1>, - Conv::template process_tile<1, 0, 0, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 0, 2, 1, 0>, - Conv::template process_tile<1, 0, 0, 2, 1, 1>, - Conv::template process_tile<1, 0, 0, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 0, 2, 2, 0>, - Conv::template process_tile<1, 0, 0, 2, 2, 1>, - Conv::template process_tile<1, 0, 0, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 0, 3, 0, 0>, - Conv::template process_tile<1, 0, 0, 3, 0, 1>, - Conv::template process_tile<1, 0, 0, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 0, 3, 1, 0>, - Conv::template process_tile<1, 0, 0, 3, 1, 1>, - Conv::template process_tile<1, 0, 0, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 0, 3, 2, 0>, - Conv::template process_tile<1, 0, 0, 3, 2, 1>, - Conv::template process_tile<1, 0, 0, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 0, 4, 0, 0>, - Conv::template process_tile<1, 0, 0, 4, 0, 1>, - Conv::template process_tile<1, 0, 0, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 0, 4, 1, 0>, - Conv::template process_tile<1, 0, 0, 4, 1, 1>, - Conv::template process_tile<1, 0, 0, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 0, 4, 2, 0>, - Conv::template process_tile<1, 0, 0, 4, 2, 1>, - Conv::template process_tile<1, 0, 0, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 0, 5, 0, 0>, - Conv::template process_tile<1, 0, 0, 5, 0, 1>, - Conv::template process_tile<1, 0, 0, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 0, 5, 1, 0>, - Conv::template process_tile<1, 0, 0, 5, 1, 1>, - Conv::template process_tile<1, 0, 0, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 0, 5, 2, 0>, - Conv::template process_tile<1, 0, 0, 5, 2, 1>, - Conv::template process_tile<1, 0, 0, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 0, 6, 0, 0>, - Conv::template process_tile<1, 0, 0, 6, 0, 1>, - Conv::template process_tile<1, 0, 0, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 0, 6, 1, 0>, - Conv::template process_tile<1, 0, 0, 6, 1, 1>, - Conv::template process_tile<1, 0, 0, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 0, 6, 2, 0>, - Conv::template process_tile<1, 0, 0, 6, 2, 1>, - Conv::template process_tile<1, 0, 0, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 0 - { // Input pad bottom = 1 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 1, 0, 0, 0>, - Conv::template process_tile<1, 0, 1, 0, 0, 1>, - Conv::template process_tile<1, 0, 1, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 1, 0, 1, 0>, - Conv::template process_tile<1, 0, 1, 0, 1, 1>, - Conv::template process_tile<1, 0, 1, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 1, 0, 2, 0>, - Conv::template process_tile<1, 0, 1, 0, 2, 1>, - Conv::template process_tile<1, 0, 1, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 1, 1, 0, 0>, - Conv::template process_tile<1, 0, 1, 1, 0, 1>, - Conv::template process_tile<1, 0, 1, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 1, 1, 1, 0>, - Conv::template process_tile<1, 0, 1, 1, 1, 1>, - Conv::template process_tile<1, 0, 1, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 1, 1, 2, 0>, - Conv::template process_tile<1, 0, 1, 1, 2, 1>, - Conv::template process_tile<1, 0, 1, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 1, 2, 0, 0>, - Conv::template process_tile<1, 0, 1, 2, 0, 1>, - Conv::template process_tile<1, 0, 1, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 1, 2, 1, 0>, - Conv::template process_tile<1, 0, 1, 2, 1, 1>, - Conv::template process_tile<1, 0, 1, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 1, 2, 2, 0>, - Conv::template process_tile<1, 0, 1, 2, 2, 1>, - Conv::template process_tile<1, 0, 1, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 1, 3, 0, 0>, - Conv::template process_tile<1, 0, 1, 3, 0, 1>, - Conv::template process_tile<1, 0, 1, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 1, 3, 1, 0>, - Conv::template process_tile<1, 0, 1, 3, 1, 1>, - Conv::template process_tile<1, 0, 1, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 1, 3, 2, 0>, - Conv::template process_tile<1, 0, 1, 3, 2, 1>, - Conv::template process_tile<1, 0, 1, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 1, 4, 0, 0>, - Conv::template process_tile<1, 0, 1, 4, 0, 1>, - Conv::template process_tile<1, 0, 1, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 1, 4, 1, 0>, - Conv::template process_tile<1, 0, 1, 4, 1, 1>, - Conv::template process_tile<1, 0, 1, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 1, 4, 2, 0>, - Conv::template process_tile<1, 0, 1, 4, 2, 1>, - Conv::template process_tile<1, 0, 1, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 1, 5, 0, 0>, - Conv::template process_tile<1, 0, 1, 5, 0, 1>, - Conv::template process_tile<1, 0, 1, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 1, 5, 1, 0>, - Conv::template process_tile<1, 0, 1, 5, 1, 1>, - Conv::template process_tile<1, 0, 1, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 1, 5, 2, 0>, - Conv::template process_tile<1, 0, 1, 5, 2, 1>, - Conv::template process_tile<1, 0, 1, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 1, 6, 0, 0>, - Conv::template process_tile<1, 0, 1, 6, 0, 1>, - Conv::template process_tile<1, 0, 1, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 1, 6, 1, 0>, - Conv::template process_tile<1, 0, 1, 6, 1, 1>, - Conv::template process_tile<1, 0, 1, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 1, 6, 2, 0>, - Conv::template process_tile<1, 0, 1, 6, 2, 1>, - Conv::template process_tile<1, 0, 1, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 1 - { // Input pad bottom = 2 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 2, 0, 0, 0>, - Conv::template process_tile<1, 0, 2, 0, 0, 1>, - Conv::template process_tile<1, 0, 2, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 2, 0, 1, 0>, - Conv::template process_tile<1, 0, 2, 0, 1, 1>, - Conv::template process_tile<1, 0, 2, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 2, 0, 2, 0>, - Conv::template process_tile<1, 0, 2, 0, 2, 1>, - Conv::template process_tile<1, 0, 2, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 2, 1, 0, 0>, - Conv::template process_tile<1, 0, 2, 1, 0, 1>, - Conv::template process_tile<1, 0, 2, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 2, 1, 1, 0>, - Conv::template process_tile<1, 0, 2, 1, 1, 1>, - Conv::template process_tile<1, 0, 2, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 2, 1, 2, 0>, - Conv::template process_tile<1, 0, 2, 1, 2, 1>, - Conv::template process_tile<1, 0, 2, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 2, 2, 0, 0>, - Conv::template process_tile<1, 0, 2, 2, 0, 1>, - Conv::template process_tile<1, 0, 2, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 2, 2, 1, 0>, - Conv::template process_tile<1, 0, 2, 2, 1, 1>, - Conv::template process_tile<1, 0, 2, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 2, 2, 2, 0>, - Conv::template process_tile<1, 0, 2, 2, 2, 1>, - Conv::template process_tile<1, 0, 2, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 2, 3, 0, 0>, - Conv::template process_tile<1, 0, 2, 3, 0, 1>, - Conv::template process_tile<1, 0, 2, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 2, 3, 1, 0>, - Conv::template process_tile<1, 0, 2, 3, 1, 1>, - Conv::template process_tile<1, 0, 2, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 2, 3, 2, 0>, - Conv::template process_tile<1, 0, 2, 3, 2, 1>, - Conv::template process_tile<1, 0, 2, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 2, 4, 0, 0>, - Conv::template process_tile<1, 0, 2, 4, 0, 1>, - Conv::template process_tile<1, 0, 2, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 2, 4, 1, 0>, - Conv::template process_tile<1, 0, 2, 4, 1, 1>, - Conv::template process_tile<1, 0, 2, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 2, 4, 2, 0>, - Conv::template process_tile<1, 0, 2, 4, 2, 1>, - Conv::template process_tile<1, 0, 2, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 2, 5, 0, 0>, - Conv::template process_tile<1, 0, 2, 5, 0, 1>, - Conv::template process_tile<1, 0, 2, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 2, 5, 1, 0>, - Conv::template process_tile<1, 0, 2, 5, 1, 1>, - Conv::template process_tile<1, 0, 2, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 2, 5, 2, 0>, - Conv::template process_tile<1, 0, 2, 5, 2, 1>, - Conv::template process_tile<1, 0, 2, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 2, 6, 0, 0>, - Conv::template process_tile<1, 0, 2, 6, 0, 1>, - Conv::template process_tile<1, 0, 2, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 2, 6, 1, 0>, - Conv::template process_tile<1, 0, 2, 6, 1, 1>, - Conv::template process_tile<1, 0, 2, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 2, 6, 2, 0>, - Conv::template process_tile<1, 0, 2, 6, 2, 1>, - Conv::template process_tile<1, 0, 2, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 2 - { // Input pad bottom = 3 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 3, 0, 0, 0>, - Conv::template process_tile<1, 0, 3, 0, 0, 1>, - Conv::template process_tile<1, 0, 3, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 3, 0, 1, 0>, - Conv::template process_tile<1, 0, 3, 0, 1, 1>, - Conv::template process_tile<1, 0, 3, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 3, 0, 2, 0>, - Conv::template process_tile<1, 0, 3, 0, 2, 1>, - Conv::template process_tile<1, 0, 3, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 3, 1, 0, 0>, - Conv::template process_tile<1, 0, 3, 1, 0, 1>, - Conv::template process_tile<1, 0, 3, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 3, 1, 1, 0>, - Conv::template process_tile<1, 0, 3, 1, 1, 1>, - Conv::template process_tile<1, 0, 3, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 3, 1, 2, 0>, - Conv::template process_tile<1, 0, 3, 1, 2, 1>, - Conv::template process_tile<1, 0, 3, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 3, 2, 0, 0>, - Conv::template process_tile<1, 0, 3, 2, 0, 1>, - Conv::template process_tile<1, 0, 3, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 3, 2, 1, 0>, - Conv::template process_tile<1, 0, 3, 2, 1, 1>, - Conv::template process_tile<1, 0, 3, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 3, 2, 2, 0>, - Conv::template process_tile<1, 0, 3, 2, 2, 1>, - Conv::template process_tile<1, 0, 3, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 3, 3, 0, 0>, - Conv::template process_tile<1, 0, 3, 3, 0, 1>, - Conv::template process_tile<1, 0, 3, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 3, 3, 1, 0>, - Conv::template process_tile<1, 0, 3, 3, 1, 1>, - Conv::template process_tile<1, 0, 3, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 3, 3, 2, 0>, - Conv::template process_tile<1, 0, 3, 3, 2, 1>, - Conv::template process_tile<1, 0, 3, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 3, 4, 0, 0>, - Conv::template process_tile<1, 0, 3, 4, 0, 1>, - Conv::template process_tile<1, 0, 3, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 3, 4, 1, 0>, - Conv::template process_tile<1, 0, 3, 4, 1, 1>, - Conv::template process_tile<1, 0, 3, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 3, 4, 2, 0>, - Conv::template process_tile<1, 0, 3, 4, 2, 1>, - Conv::template process_tile<1, 0, 3, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 3, 5, 0, 0>, - Conv::template process_tile<1, 0, 3, 5, 0, 1>, - Conv::template process_tile<1, 0, 3, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 3, 5, 1, 0>, - Conv::template process_tile<1, 0, 3, 5, 1, 1>, - Conv::template process_tile<1, 0, 3, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 3, 5, 2, 0>, - Conv::template process_tile<1, 0, 3, 5, 2, 1>, - Conv::template process_tile<1, 0, 3, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 3, 6, 0, 0>, - Conv::template process_tile<1, 0, 3, 6, 0, 1>, - Conv::template process_tile<1, 0, 3, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 3, 6, 1, 0>, - Conv::template process_tile<1, 0, 3, 6, 1, 1>, - Conv::template process_tile<1, 0, 3, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 3, 6, 2, 0>, - Conv::template process_tile<1, 0, 3, 6, 2, 1>, - Conv::template process_tile<1, 0, 3, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 3 - { // Input pad bottom = 4 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 4, 0, 0, 0>, - Conv::template process_tile<1, 0, 4, 0, 0, 1>, - Conv::template process_tile<1, 0, 4, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 4, 0, 1, 0>, - Conv::template process_tile<1, 0, 4, 0, 1, 1>, - Conv::template process_tile<1, 0, 4, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 4, 0, 2, 0>, - Conv::template process_tile<1, 0, 4, 0, 2, 1>, - Conv::template process_tile<1, 0, 4, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 4, 1, 0, 0>, - Conv::template process_tile<1, 0, 4, 1, 0, 1>, - Conv::template process_tile<1, 0, 4, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 4, 1, 1, 0>, - Conv::template process_tile<1, 0, 4, 1, 1, 1>, - Conv::template process_tile<1, 0, 4, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 4, 1, 2, 0>, - Conv::template process_tile<1, 0, 4, 1, 2, 1>, - Conv::template process_tile<1, 0, 4, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 4, 2, 0, 0>, - Conv::template process_tile<1, 0, 4, 2, 0, 1>, - Conv::template process_tile<1, 0, 4, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 4, 2, 1, 0>, - Conv::template process_tile<1, 0, 4, 2, 1, 1>, - Conv::template process_tile<1, 0, 4, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 4, 2, 2, 0>, - Conv::template process_tile<1, 0, 4, 2, 2, 1>, - Conv::template process_tile<1, 0, 4, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 4, 3, 0, 0>, - Conv::template process_tile<1, 0, 4, 3, 0, 1>, - Conv::template process_tile<1, 0, 4, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 4, 3, 1, 0>, - Conv::template process_tile<1, 0, 4, 3, 1, 1>, - Conv::template process_tile<1, 0, 4, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 4, 3, 2, 0>, - Conv::template process_tile<1, 0, 4, 3, 2, 1>, - Conv::template process_tile<1, 0, 4, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 4, 4, 0, 0>, - Conv::template process_tile<1, 0, 4, 4, 0, 1>, - Conv::template process_tile<1, 0, 4, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 4, 4, 1, 0>, - Conv::template process_tile<1, 0, 4, 4, 1, 1>, - Conv::template process_tile<1, 0, 4, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 4, 4, 2, 0>, - Conv::template process_tile<1, 0, 4, 4, 2, 1>, - Conv::template process_tile<1, 0, 4, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 4, 5, 0, 0>, - Conv::template process_tile<1, 0, 4, 5, 0, 1>, - Conv::template process_tile<1, 0, 4, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 4, 5, 1, 0>, - Conv::template process_tile<1, 0, 4, 5, 1, 1>, - Conv::template process_tile<1, 0, 4, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 4, 5, 2, 0>, - Conv::template process_tile<1, 0, 4, 5, 2, 1>, - Conv::template process_tile<1, 0, 4, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 4, 6, 0, 0>, - Conv::template process_tile<1, 0, 4, 6, 0, 1>, - Conv::template process_tile<1, 0, 4, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 4, 6, 1, 0>, - Conv::template process_tile<1, 0, 4, 6, 1, 1>, - Conv::template process_tile<1, 0, 4, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 4, 6, 2, 0>, - Conv::template process_tile<1, 0, 4, 6, 2, 1>, - Conv::template process_tile<1, 0, 4, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 4 - { // Input pad bottom = 5 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 5, 0, 0, 0>, - Conv::template process_tile<1, 0, 5, 0, 0, 1>, - Conv::template process_tile<1, 0, 5, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 5, 0, 1, 0>, - Conv::template process_tile<1, 0, 5, 0, 1, 1>, - Conv::template process_tile<1, 0, 5, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 5, 0, 2, 0>, - Conv::template process_tile<1, 0, 5, 0, 2, 1>, - Conv::template process_tile<1, 0, 5, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 5, 1, 0, 0>, - Conv::template process_tile<1, 0, 5, 1, 0, 1>, - Conv::template process_tile<1, 0, 5, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 5, 1, 1, 0>, - Conv::template process_tile<1, 0, 5, 1, 1, 1>, - Conv::template process_tile<1, 0, 5, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 5, 1, 2, 0>, - Conv::template process_tile<1, 0, 5, 1, 2, 1>, - Conv::template process_tile<1, 0, 5, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 5, 2, 0, 0>, - Conv::template process_tile<1, 0, 5, 2, 0, 1>, - Conv::template process_tile<1, 0, 5, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 5, 2, 1, 0>, - Conv::template process_tile<1, 0, 5, 2, 1, 1>, - Conv::template process_tile<1, 0, 5, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 5, 2, 2, 0>, - Conv::template process_tile<1, 0, 5, 2, 2, 1>, - Conv::template process_tile<1, 0, 5, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 5, 3, 0, 0>, - Conv::template process_tile<1, 0, 5, 3, 0, 1>, - Conv::template process_tile<1, 0, 5, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 5, 3, 1, 0>, - Conv::template process_tile<1, 0, 5, 3, 1, 1>, - Conv::template process_tile<1, 0, 5, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 5, 3, 2, 0>, - Conv::template process_tile<1, 0, 5, 3, 2, 1>, - Conv::template process_tile<1, 0, 5, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 5, 4, 0, 0>, - Conv::template process_tile<1, 0, 5, 4, 0, 1>, - Conv::template process_tile<1, 0, 5, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 5, 4, 1, 0>, - Conv::template process_tile<1, 0, 5, 4, 1, 1>, - Conv::template process_tile<1, 0, 5, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 5, 4, 2, 0>, - Conv::template process_tile<1, 0, 5, 4, 2, 1>, - Conv::template process_tile<1, 0, 5, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 5, 5, 0, 0>, - Conv::template process_tile<1, 0, 5, 5, 0, 1>, - Conv::template process_tile<1, 0, 5, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 5, 5, 1, 0>, - Conv::template process_tile<1, 0, 5, 5, 1, 1>, - Conv::template process_tile<1, 0, 5, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 5, 5, 2, 0>, - Conv::template process_tile<1, 0, 5, 5, 2, 1>, - Conv::template process_tile<1, 0, 5, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 5, 6, 0, 0>, - Conv::template process_tile<1, 0, 5, 6, 0, 1>, - Conv::template process_tile<1, 0, 5, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 5, 6, 1, 0>, - Conv::template process_tile<1, 0, 5, 6, 1, 1>, - Conv::template process_tile<1, 0, 5, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 5, 6, 2, 0>, - Conv::template process_tile<1, 0, 5, 6, 2, 1>, - Conv::template process_tile<1, 0, 5, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 5 - { // Input pad bottom = 6 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 6, 0, 0, 0>, - Conv::template process_tile<1, 0, 6, 0, 0, 1>, - Conv::template process_tile<1, 0, 6, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 6, 0, 1, 0>, - Conv::template process_tile<1, 0, 6, 0, 1, 1>, - Conv::template process_tile<1, 0, 6, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 6, 0, 2, 0>, - Conv::template process_tile<1, 0, 6, 0, 2, 1>, - Conv::template process_tile<1, 0, 6, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 6, 1, 0, 0>, - Conv::template process_tile<1, 0, 6, 1, 0, 1>, - Conv::template process_tile<1, 0, 6, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 6, 1, 1, 0>, - Conv::template process_tile<1, 0, 6, 1, 1, 1>, - Conv::template process_tile<1, 0, 6, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 6, 1, 2, 0>, - Conv::template process_tile<1, 0, 6, 1, 2, 1>, - Conv::template process_tile<1, 0, 6, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 6, 2, 0, 0>, - Conv::template process_tile<1, 0, 6, 2, 0, 1>, - Conv::template process_tile<1, 0, 6, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 6, 2, 1, 0>, - Conv::template process_tile<1, 0, 6, 2, 1, 1>, - Conv::template process_tile<1, 0, 6, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 6, 2, 2, 0>, - Conv::template process_tile<1, 0, 6, 2, 2, 1>, - Conv::template process_tile<1, 0, 6, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 6, 3, 0, 0>, - Conv::template process_tile<1, 0, 6, 3, 0, 1>, - Conv::template process_tile<1, 0, 6, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 6, 3, 1, 0>, - Conv::template process_tile<1, 0, 6, 3, 1, 1>, - Conv::template process_tile<1, 0, 6, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 6, 3, 2, 0>, - Conv::template process_tile<1, 0, 6, 3, 2, 1>, - Conv::template process_tile<1, 0, 6, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 6, 4, 0, 0>, - Conv::template process_tile<1, 0, 6, 4, 0, 1>, - Conv::template process_tile<1, 0, 6, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 6, 4, 1, 0>, - Conv::template process_tile<1, 0, 6, 4, 1, 1>, - Conv::template process_tile<1, 0, 6, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 6, 4, 2, 0>, - Conv::template process_tile<1, 0, 6, 4, 2, 1>, - Conv::template process_tile<1, 0, 6, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 6, 5, 0, 0>, - Conv::template process_tile<1, 0, 6, 5, 0, 1>, - Conv::template process_tile<1, 0, 6, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 6, 5, 1, 0>, - Conv::template process_tile<1, 0, 6, 5, 1, 1>, - Conv::template process_tile<1, 0, 6, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 6, 5, 2, 0>, - Conv::template process_tile<1, 0, 6, 5, 2, 1>, - Conv::template process_tile<1, 0, 6, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 0, 6, 6, 0, 0>, - Conv::template process_tile<1, 0, 6, 6, 0, 1>, - Conv::template process_tile<1, 0, 6, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 0, 6, 6, 1, 0>, - Conv::template process_tile<1, 0, 6, 6, 1, 1>, - Conv::template process_tile<1, 0, 6, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 0, 6, 6, 2, 0>, - Conv::template process_tile<1, 0, 6, 6, 2, 1>, - Conv::template process_tile<1, 0, 6, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 6 - }, // Input pad left = 0 - { // Input pad left = 1 - { // Input pad bottom = 0 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 0, 0, 0, 0>, - Conv::template process_tile<1, 1, 0, 0, 0, 1>, - Conv::template process_tile<1, 1, 0, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 0, 0, 1, 0>, - Conv::template process_tile<1, 1, 0, 0, 1, 1>, - Conv::template process_tile<1, 1, 0, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 0, 0, 2, 0>, - Conv::template process_tile<1, 1, 0, 0, 2, 1>, - Conv::template process_tile<1, 1, 0, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 0, 1, 0, 0>, - Conv::template process_tile<1, 1, 0, 1, 0, 1>, - Conv::template process_tile<1, 1, 0, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 0, 1, 1, 0>, - Conv::template process_tile<1, 1, 0, 1, 1, 1>, - Conv::template process_tile<1, 1, 0, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 0, 1, 2, 0>, - Conv::template process_tile<1, 1, 0, 1, 2, 1>, - Conv::template process_tile<1, 1, 0, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 0, 2, 0, 0>, - Conv::template process_tile<1, 1, 0, 2, 0, 1>, - Conv::template process_tile<1, 1, 0, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 0, 2, 1, 0>, - Conv::template process_tile<1, 1, 0, 2, 1, 1>, - Conv::template process_tile<1, 1, 0, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 0, 2, 2, 0>, - Conv::template process_tile<1, 1, 0, 2, 2, 1>, - Conv::template process_tile<1, 1, 0, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 0, 3, 0, 0>, - Conv::template process_tile<1, 1, 0, 3, 0, 1>, - Conv::template process_tile<1, 1, 0, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 0, 3, 1, 0>, - Conv::template process_tile<1, 1, 0, 3, 1, 1>, - Conv::template process_tile<1, 1, 0, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 0, 3, 2, 0>, - Conv::template process_tile<1, 1, 0, 3, 2, 1>, - Conv::template process_tile<1, 1, 0, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 0, 4, 0, 0>, - Conv::template process_tile<1, 1, 0, 4, 0, 1>, - Conv::template process_tile<1, 1, 0, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 0, 4, 1, 0>, - Conv::template process_tile<1, 1, 0, 4, 1, 1>, - Conv::template process_tile<1, 1, 0, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 0, 4, 2, 0>, - Conv::template process_tile<1, 1, 0, 4, 2, 1>, - Conv::template process_tile<1, 1, 0, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 0, 5, 0, 0>, - Conv::template process_tile<1, 1, 0, 5, 0, 1>, - Conv::template process_tile<1, 1, 0, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 0, 5, 1, 0>, - Conv::template process_tile<1, 1, 0, 5, 1, 1>, - Conv::template process_tile<1, 1, 0, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 0, 5, 2, 0>, - Conv::template process_tile<1, 1, 0, 5, 2, 1>, - Conv::template process_tile<1, 1, 0, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 0, 6, 0, 0>, - Conv::template process_tile<1, 1, 0, 6, 0, 1>, - Conv::template process_tile<1, 1, 0, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 0, 6, 1, 0>, - Conv::template process_tile<1, 1, 0, 6, 1, 1>, - Conv::template process_tile<1, 1, 0, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 0, 6, 2, 0>, - Conv::template process_tile<1, 1, 0, 6, 2, 1>, - Conv::template process_tile<1, 1, 0, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 0 - { // Input pad bottom = 1 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 1, 0, 0, 0>, - Conv::template process_tile<1, 1, 1, 0, 0, 1>, - Conv::template process_tile<1, 1, 1, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 1, 0, 1, 0>, - Conv::template process_tile<1, 1, 1, 0, 1, 1>, - Conv::template process_tile<1, 1, 1, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 1, 0, 2, 0>, - Conv::template process_tile<1, 1, 1, 0, 2, 1>, - Conv::template process_tile<1, 1, 1, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 1, 1, 0, 0>, - Conv::template process_tile<1, 1, 1, 1, 0, 1>, - Conv::template process_tile<1, 1, 1, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 1, 1, 1, 0>, - Conv::template process_tile<1, 1, 1, 1, 1, 1>, - Conv::template process_tile<1, 1, 1, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 1, 1, 2, 0>, - Conv::template process_tile<1, 1, 1, 1, 2, 1>, - Conv::template process_tile<1, 1, 1, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 1, 2, 0, 0>, - Conv::template process_tile<1, 1, 1, 2, 0, 1>, - Conv::template process_tile<1, 1, 1, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 1, 2, 1, 0>, - Conv::template process_tile<1, 1, 1, 2, 1, 1>, - Conv::template process_tile<1, 1, 1, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 1, 2, 2, 0>, - Conv::template process_tile<1, 1, 1, 2, 2, 1>, - Conv::template process_tile<1, 1, 1, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 1, 3, 0, 0>, - Conv::template process_tile<1, 1, 1, 3, 0, 1>, - Conv::template process_tile<1, 1, 1, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 1, 3, 1, 0>, - Conv::template process_tile<1, 1, 1, 3, 1, 1>, - Conv::template process_tile<1, 1, 1, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 1, 3, 2, 0>, - Conv::template process_tile<1, 1, 1, 3, 2, 1>, - Conv::template process_tile<1, 1, 1, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 1, 4, 0, 0>, - Conv::template process_tile<1, 1, 1, 4, 0, 1>, - Conv::template process_tile<1, 1, 1, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 1, 4, 1, 0>, - Conv::template process_tile<1, 1, 1, 4, 1, 1>, - Conv::template process_tile<1, 1, 1, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 1, 4, 2, 0>, - Conv::template process_tile<1, 1, 1, 4, 2, 1>, - Conv::template process_tile<1, 1, 1, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 1, 5, 0, 0>, - Conv::template process_tile<1, 1, 1, 5, 0, 1>, - Conv::template process_tile<1, 1, 1, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 1, 5, 1, 0>, - Conv::template process_tile<1, 1, 1, 5, 1, 1>, - Conv::template process_tile<1, 1, 1, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 1, 5, 2, 0>, - Conv::template process_tile<1, 1, 1, 5, 2, 1>, - Conv::template process_tile<1, 1, 1, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 1, 6, 0, 0>, - Conv::template process_tile<1, 1, 1, 6, 0, 1>, - Conv::template process_tile<1, 1, 1, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 1, 6, 1, 0>, - Conv::template process_tile<1, 1, 1, 6, 1, 1>, - Conv::template process_tile<1, 1, 1, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 1, 6, 2, 0>, - Conv::template process_tile<1, 1, 1, 6, 2, 1>, - Conv::template process_tile<1, 1, 1, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 1 - { // Input pad bottom = 2 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 2, 0, 0, 0>, - Conv::template process_tile<1, 1, 2, 0, 0, 1>, - Conv::template process_tile<1, 1, 2, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 2, 0, 1, 0>, - Conv::template process_tile<1, 1, 2, 0, 1, 1>, - Conv::template process_tile<1, 1, 2, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 2, 0, 2, 0>, - Conv::template process_tile<1, 1, 2, 0, 2, 1>, - Conv::template process_tile<1, 1, 2, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 2, 1, 0, 0>, - Conv::template process_tile<1, 1, 2, 1, 0, 1>, - Conv::template process_tile<1, 1, 2, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 2, 1, 1, 0>, - Conv::template process_tile<1, 1, 2, 1, 1, 1>, - Conv::template process_tile<1, 1, 2, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 2, 1, 2, 0>, - Conv::template process_tile<1, 1, 2, 1, 2, 1>, - Conv::template process_tile<1, 1, 2, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 2, 2, 0, 0>, - Conv::template process_tile<1, 1, 2, 2, 0, 1>, - Conv::template process_tile<1, 1, 2, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 2, 2, 1, 0>, - Conv::template process_tile<1, 1, 2, 2, 1, 1>, - Conv::template process_tile<1, 1, 2, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 2, 2, 2, 0>, - Conv::template process_tile<1, 1, 2, 2, 2, 1>, - Conv::template process_tile<1, 1, 2, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 2, 3, 0, 0>, - Conv::template process_tile<1, 1, 2, 3, 0, 1>, - Conv::template process_tile<1, 1, 2, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 2, 3, 1, 0>, - Conv::template process_tile<1, 1, 2, 3, 1, 1>, - Conv::template process_tile<1, 1, 2, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 2, 3, 2, 0>, - Conv::template process_tile<1, 1, 2, 3, 2, 1>, - Conv::template process_tile<1, 1, 2, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 2, 4, 0, 0>, - Conv::template process_tile<1, 1, 2, 4, 0, 1>, - Conv::template process_tile<1, 1, 2, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 2, 4, 1, 0>, - Conv::template process_tile<1, 1, 2, 4, 1, 1>, - Conv::template process_tile<1, 1, 2, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 2, 4, 2, 0>, - Conv::template process_tile<1, 1, 2, 4, 2, 1>, - Conv::template process_tile<1, 1, 2, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 2, 5, 0, 0>, - Conv::template process_tile<1, 1, 2, 5, 0, 1>, - Conv::template process_tile<1, 1, 2, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 2, 5, 1, 0>, - Conv::template process_tile<1, 1, 2, 5, 1, 1>, - Conv::template process_tile<1, 1, 2, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 2, 5, 2, 0>, - Conv::template process_tile<1, 1, 2, 5, 2, 1>, - Conv::template process_tile<1, 1, 2, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 2, 6, 0, 0>, - Conv::template process_tile<1, 1, 2, 6, 0, 1>, - Conv::template process_tile<1, 1, 2, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 2, 6, 1, 0>, - Conv::template process_tile<1, 1, 2, 6, 1, 1>, - Conv::template process_tile<1, 1, 2, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 2, 6, 2, 0>, - Conv::template process_tile<1, 1, 2, 6, 2, 1>, - Conv::template process_tile<1, 1, 2, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 2 - { // Input pad bottom = 3 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 3, 0, 0, 0>, - Conv::template process_tile<1, 1, 3, 0, 0, 1>, - Conv::template process_tile<1, 1, 3, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 3, 0, 1, 0>, - Conv::template process_tile<1, 1, 3, 0, 1, 1>, - Conv::template process_tile<1, 1, 3, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 3, 0, 2, 0>, - Conv::template process_tile<1, 1, 3, 0, 2, 1>, - Conv::template process_tile<1, 1, 3, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 3, 1, 0, 0>, - Conv::template process_tile<1, 1, 3, 1, 0, 1>, - Conv::template process_tile<1, 1, 3, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 3, 1, 1, 0>, - Conv::template process_tile<1, 1, 3, 1, 1, 1>, - Conv::template process_tile<1, 1, 3, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 3, 1, 2, 0>, - Conv::template process_tile<1, 1, 3, 1, 2, 1>, - Conv::template process_tile<1, 1, 3, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 3, 2, 0, 0>, - Conv::template process_tile<1, 1, 3, 2, 0, 1>, - Conv::template process_tile<1, 1, 3, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 3, 2, 1, 0>, - Conv::template process_tile<1, 1, 3, 2, 1, 1>, - Conv::template process_tile<1, 1, 3, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 3, 2, 2, 0>, - Conv::template process_tile<1, 1, 3, 2, 2, 1>, - Conv::template process_tile<1, 1, 3, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 3, 3, 0, 0>, - Conv::template process_tile<1, 1, 3, 3, 0, 1>, - Conv::template process_tile<1, 1, 3, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 3, 3, 1, 0>, - Conv::template process_tile<1, 1, 3, 3, 1, 1>, - Conv::template process_tile<1, 1, 3, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 3, 3, 2, 0>, - Conv::template process_tile<1, 1, 3, 3, 2, 1>, - Conv::template process_tile<1, 1, 3, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 3, 4, 0, 0>, - Conv::template process_tile<1, 1, 3, 4, 0, 1>, - Conv::template process_tile<1, 1, 3, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 3, 4, 1, 0>, - Conv::template process_tile<1, 1, 3, 4, 1, 1>, - Conv::template process_tile<1, 1, 3, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 3, 4, 2, 0>, - Conv::template process_tile<1, 1, 3, 4, 2, 1>, - Conv::template process_tile<1, 1, 3, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 3, 5, 0, 0>, - Conv::template process_tile<1, 1, 3, 5, 0, 1>, - Conv::template process_tile<1, 1, 3, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 3, 5, 1, 0>, - Conv::template process_tile<1, 1, 3, 5, 1, 1>, - Conv::template process_tile<1, 1, 3, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 3, 5, 2, 0>, - Conv::template process_tile<1, 1, 3, 5, 2, 1>, - Conv::template process_tile<1, 1, 3, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 3, 6, 0, 0>, - Conv::template process_tile<1, 1, 3, 6, 0, 1>, - Conv::template process_tile<1, 1, 3, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 3, 6, 1, 0>, - Conv::template process_tile<1, 1, 3, 6, 1, 1>, - Conv::template process_tile<1, 1, 3, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 3, 6, 2, 0>, - Conv::template process_tile<1, 1, 3, 6, 2, 1>, - Conv::template process_tile<1, 1, 3, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 3 - { // Input pad bottom = 4 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 4, 0, 0, 0>, - Conv::template process_tile<1, 1, 4, 0, 0, 1>, - Conv::template process_tile<1, 1, 4, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 4, 0, 1, 0>, - Conv::template process_tile<1, 1, 4, 0, 1, 1>, - Conv::template process_tile<1, 1, 4, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 4, 0, 2, 0>, - Conv::template process_tile<1, 1, 4, 0, 2, 1>, - Conv::template process_tile<1, 1, 4, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 4, 1, 0, 0>, - Conv::template process_tile<1, 1, 4, 1, 0, 1>, - Conv::template process_tile<1, 1, 4, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 4, 1, 1, 0>, - Conv::template process_tile<1, 1, 4, 1, 1, 1>, - Conv::template process_tile<1, 1, 4, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 4, 1, 2, 0>, - Conv::template process_tile<1, 1, 4, 1, 2, 1>, - Conv::template process_tile<1, 1, 4, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 4, 2, 0, 0>, - Conv::template process_tile<1, 1, 4, 2, 0, 1>, - Conv::template process_tile<1, 1, 4, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 4, 2, 1, 0>, - Conv::template process_tile<1, 1, 4, 2, 1, 1>, - Conv::template process_tile<1, 1, 4, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 4, 2, 2, 0>, - Conv::template process_tile<1, 1, 4, 2, 2, 1>, - Conv::template process_tile<1, 1, 4, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 4, 3, 0, 0>, - Conv::template process_tile<1, 1, 4, 3, 0, 1>, - Conv::template process_tile<1, 1, 4, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 4, 3, 1, 0>, - Conv::template process_tile<1, 1, 4, 3, 1, 1>, - Conv::template process_tile<1, 1, 4, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 4, 3, 2, 0>, - Conv::template process_tile<1, 1, 4, 3, 2, 1>, - Conv::template process_tile<1, 1, 4, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 4, 4, 0, 0>, - Conv::template process_tile<1, 1, 4, 4, 0, 1>, - Conv::template process_tile<1, 1, 4, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 4, 4, 1, 0>, - Conv::template process_tile<1, 1, 4, 4, 1, 1>, - Conv::template process_tile<1, 1, 4, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 4, 4, 2, 0>, - Conv::template process_tile<1, 1, 4, 4, 2, 1>, - Conv::template process_tile<1, 1, 4, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 4, 5, 0, 0>, - Conv::template process_tile<1, 1, 4, 5, 0, 1>, - Conv::template process_tile<1, 1, 4, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 4, 5, 1, 0>, - Conv::template process_tile<1, 1, 4, 5, 1, 1>, - Conv::template process_tile<1, 1, 4, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 4, 5, 2, 0>, - Conv::template process_tile<1, 1, 4, 5, 2, 1>, - Conv::template process_tile<1, 1, 4, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 4, 6, 0, 0>, - Conv::template process_tile<1, 1, 4, 6, 0, 1>, - Conv::template process_tile<1, 1, 4, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 4, 6, 1, 0>, - Conv::template process_tile<1, 1, 4, 6, 1, 1>, - Conv::template process_tile<1, 1, 4, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 4, 6, 2, 0>, - Conv::template process_tile<1, 1, 4, 6, 2, 1>, - Conv::template process_tile<1, 1, 4, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 4 - { // Input pad bottom = 5 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 5, 0, 0, 0>, - Conv::template process_tile<1, 1, 5, 0, 0, 1>, - Conv::template process_tile<1, 1, 5, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 5, 0, 1, 0>, - Conv::template process_tile<1, 1, 5, 0, 1, 1>, - Conv::template process_tile<1, 1, 5, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 5, 0, 2, 0>, - Conv::template process_tile<1, 1, 5, 0, 2, 1>, - Conv::template process_tile<1, 1, 5, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 5, 1, 0, 0>, - Conv::template process_tile<1, 1, 5, 1, 0, 1>, - Conv::template process_tile<1, 1, 5, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 5, 1, 1, 0>, - Conv::template process_tile<1, 1, 5, 1, 1, 1>, - Conv::template process_tile<1, 1, 5, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 5, 1, 2, 0>, - Conv::template process_tile<1, 1, 5, 1, 2, 1>, - Conv::template process_tile<1, 1, 5, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 5, 2, 0, 0>, - Conv::template process_tile<1, 1, 5, 2, 0, 1>, - Conv::template process_tile<1, 1, 5, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 5, 2, 1, 0>, - Conv::template process_tile<1, 1, 5, 2, 1, 1>, - Conv::template process_tile<1, 1, 5, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 5, 2, 2, 0>, - Conv::template process_tile<1, 1, 5, 2, 2, 1>, - Conv::template process_tile<1, 1, 5, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 5, 3, 0, 0>, - Conv::template process_tile<1, 1, 5, 3, 0, 1>, - Conv::template process_tile<1, 1, 5, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 5, 3, 1, 0>, - Conv::template process_tile<1, 1, 5, 3, 1, 1>, - Conv::template process_tile<1, 1, 5, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 5, 3, 2, 0>, - Conv::template process_tile<1, 1, 5, 3, 2, 1>, - Conv::template process_tile<1, 1, 5, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 5, 4, 0, 0>, - Conv::template process_tile<1, 1, 5, 4, 0, 1>, - Conv::template process_tile<1, 1, 5, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 5, 4, 1, 0>, - Conv::template process_tile<1, 1, 5, 4, 1, 1>, - Conv::template process_tile<1, 1, 5, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 5, 4, 2, 0>, - Conv::template process_tile<1, 1, 5, 4, 2, 1>, - Conv::template process_tile<1, 1, 5, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 5, 5, 0, 0>, - Conv::template process_tile<1, 1, 5, 5, 0, 1>, - Conv::template process_tile<1, 1, 5, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 5, 5, 1, 0>, - Conv::template process_tile<1, 1, 5, 5, 1, 1>, - Conv::template process_tile<1, 1, 5, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 5, 5, 2, 0>, - Conv::template process_tile<1, 1, 5, 5, 2, 1>, - Conv::template process_tile<1, 1, 5, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 5, 6, 0, 0>, - Conv::template process_tile<1, 1, 5, 6, 0, 1>, - Conv::template process_tile<1, 1, 5, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 5, 6, 1, 0>, - Conv::template process_tile<1, 1, 5, 6, 1, 1>, - Conv::template process_tile<1, 1, 5, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 5, 6, 2, 0>, - Conv::template process_tile<1, 1, 5, 6, 2, 1>, - Conv::template process_tile<1, 1, 5, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 5 - { // Input pad bottom = 6 - { // Input pad right = 0 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 6, 0, 0, 0>, - Conv::template process_tile<1, 1, 6, 0, 0, 1>, - Conv::template process_tile<1, 1, 6, 0, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 6, 0, 1, 0>, - Conv::template process_tile<1, 1, 6, 0, 1, 1>, - Conv::template process_tile<1, 1, 6, 0, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 6, 0, 2, 0>, - Conv::template process_tile<1, 1, 6, 0, 2, 1>, - Conv::template process_tile<1, 1, 6, 0, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 0 - { // Input pad right = 1 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 6, 1, 0, 0>, - Conv::template process_tile<1, 1, 6, 1, 0, 1>, - Conv::template process_tile<1, 1, 6, 1, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 6, 1, 1, 0>, - Conv::template process_tile<1, 1, 6, 1, 1, 1>, - Conv::template process_tile<1, 1, 6, 1, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 6, 1, 2, 0>, - Conv::template process_tile<1, 1, 6, 1, 2, 1>, - Conv::template process_tile<1, 1, 6, 1, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 1 - { // Input pad right = 2 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 6, 2, 0, 0>, - Conv::template process_tile<1, 1, 6, 2, 0, 1>, - Conv::template process_tile<1, 1, 6, 2, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 6, 2, 1, 0>, - Conv::template process_tile<1, 1, 6, 2, 1, 1>, - Conv::template process_tile<1, 1, 6, 2, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 6, 2, 2, 0>, - Conv::template process_tile<1, 1, 6, 2, 2, 1>, - Conv::template process_tile<1, 1, 6, 2, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 2 - { // Input pad right = 3 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 6, 3, 0, 0>, - Conv::template process_tile<1, 1, 6, 3, 0, 1>, - Conv::template process_tile<1, 1, 6, 3, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 6, 3, 1, 0>, - Conv::template process_tile<1, 1, 6, 3, 1, 1>, - Conv::template process_tile<1, 1, 6, 3, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 6, 3, 2, 0>, - Conv::template process_tile<1, 1, 6, 3, 2, 1>, - Conv::template process_tile<1, 1, 6, 3, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 3 - { // Input pad right = 4 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 6, 4, 0, 0>, - Conv::template process_tile<1, 1, 6, 4, 0, 1>, - Conv::template process_tile<1, 1, 6, 4, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 6, 4, 1, 0>, - Conv::template process_tile<1, 1, 6, 4, 1, 1>, - Conv::template process_tile<1, 1, 6, 4, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 6, 4, 2, 0>, - Conv::template process_tile<1, 1, 6, 4, 2, 1>, - Conv::template process_tile<1, 1, 6, 4, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 4 - { // Input pad right = 5 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 6, 5, 0, 0>, - Conv::template process_tile<1, 1, 6, 5, 0, 1>, - Conv::template process_tile<1, 1, 6, 5, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 6, 5, 1, 0>, - Conv::template process_tile<1, 1, 6, 5, 1, 1>, - Conv::template process_tile<1, 1, 6, 5, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 6, 5, 2, 0>, - Conv::template process_tile<1, 1, 6, 5, 2, 1>, - Conv::template process_tile<1, 1, 6, 5, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 5 - { // Input pad right = 6 - { // Output pad bottom = 0 - Conv::template process_tile<1, 1, 6, 6, 0, 0>, - Conv::template process_tile<1, 1, 6, 6, 0, 1>, - Conv::template process_tile<1, 1, 6, 6, 0, 2>, - }, // Output pad bottom = 0 - { // Output pad bottom = 1 - Conv::template process_tile<1, 1, 6, 6, 1, 0>, - Conv::template process_tile<1, 1, 6, 6, 1, 1>, - Conv::template process_tile<1, 1, 6, 6, 1, 2>, - }, // Output pad bottom = 1 - { // Output pad bottom = 2 - Conv::template process_tile<1, 1, 6, 6, 2, 0>, - Conv::template process_tile<1, 1, 6, 6, 2, 1>, - Conv::template process_tile<1, 1, 6, 6, 2, 2>, - }, // Output pad bottom = 2 - }, // Input pad right = 6 - }, // Input pad bottom = 6 - }, // Input pad left = 1 - }, // Input pad top = 1 +const Conv::TileFn Conv::tilefn_left[n_in_pad_left_fns] = { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 1, 0, 0, 0, 0>, }; +template <> +const Conv::TileFn Conv::tilefn_bottom[n_in_pad_bottom_fns][n_out_pad_bottom_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 3, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 4, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 5, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 6, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 6, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 6, 0, 2, 0>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_right[n_in_pad_right_fns][n_out_pad_right_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 2>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_generic = ConvImpl::template process_tile<false>; template class DepthwiseConvolution<3, 3, 3, 3, 2, 2, float, float>; } // namespace depthwise |