387 lines
33 KiB
C++
387 lines
33 KiB
C++
// Copyright (C) 2018-2023 Intel Corporation
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// SPDX-License-Identifier: Apache-2.0
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//
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#include "intel_gpu/runtime/format.hpp"
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#include "openvino/core/except.hpp"
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#include <list>
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#include <vector>
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#include <algorithm>
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#define FMT_TRAITS(fmt, ...) {format::fmt, {#fmt, __VA_ARGS__}}
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namespace cldnn {
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static const std::map<format::type, format_traits> format_traits_map {
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// B - number of Batch dimensions
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// F - number of Feature dimensions
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// S - number of Spatial dimensions
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// G - number of Group dimensions
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// Order - dims changing order from rare to often
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// Inner order - dims order for internal storage in _sizes array
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// Block sizes - vector of pairs of dimension number (by inner order) and block size ordered from rare to often
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// Format B F S G Dims order Order Inner order Block sizes
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FMT_TRAITS(yxfb, 1, 1, 2, 0, {2, 3, 1, 0}, "yxfb", "bfxy", {}),
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FMT_TRAITS(byxf, 1, 1, 2, 0, {0, 2, 3, 1}, "byxf", "bfxy", {}),
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FMT_TRAITS(bfyx, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {}),
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FMT_TRAITS(fbyx, 1, 1, 2, 0, {1, 0, 2, 3}, "fbyx", "bfxy", {}),
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FMT_TRAITS(fyxb, 1, 1, 2, 0, {1, 2, 3, 0}, "fyxb", "bfxy", {}),
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FMT_TRAITS(byfx, 1, 1, 2, 0, {0, 2, 1, 3}, "byfx", "bfxy", {}),
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FMT_TRAITS(bxfy, 1, 1, 2, 0, {0, 3, 1, 2}, "bxfy", "bfxy", {}),
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FMT_TRAITS(b_fs_yx_fsv2, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{1, 2}}),
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FMT_TRAITS(b_fs_yx_fsv4, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{1, 4}}),
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FMT_TRAITS(b_fs_yx_fsv8, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{1, 8}}),
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FMT_TRAITS(b_fs_yx_fsv16, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{1, 16}}),
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FMT_TRAITS(b_fs_yx_fsv32, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{1, 32}}),
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FMT_TRAITS(b_fs_zyx_fsv2, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{1, 2}}),
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FMT_TRAITS(b_fs_zyx_fsv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{1, 4}}),
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FMT_TRAITS(b_fs_zyx_fsv8, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{1, 8}}),
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FMT_TRAITS(b_fs_zyx_fsv32, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{1, 32}}),
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FMT_TRAITS(bs_fs_fsv8_bsv8, 1, 1, 0, 0, {0, 1}, "bf", "bf", {{0, 8}, {1, 8}}),
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FMT_TRAITS(bs_fs_fsv8_bsv16, 1, 1, 0, 0, {0, 1}, "bf", "bf", {{0, 16}, {1, 8}}),
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FMT_TRAITS(bs_f_bsv16, 1, 1, 0, 0, {0, 1}, "bf", "bf", {{0, 16}}),
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FMT_TRAITS(winograd_2x3_s1_data, 1, 1, 2, 0, {0, 2, 3, 1}, "bxyf", "bfxy", {}),
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FMT_TRAITS(bzyxf, 1, 1, 3, 0, {0, 2, 3, 4, 1}, "bzyxf", "bfxyz", {}),
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FMT_TRAITS(bfzyx, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {}),
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FMT_TRAITS(bfwzyx, 1, 1, 4, 0, {0, 1, 2, 3, 4, 5}, "bfwzyx", "bfxyzw", {}),
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FMT_TRAITS(bfuwzyx, 1, 1, 5, 0, {0, 1, 2, 3, 4, 5, 6}, "bfuwzyx", "bfxyzwu", {}),
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FMT_TRAITS(bfvuwzyx, 1, 1, 6, 0, {0, 1, 2, 3, 4, 5, 6, 7}, "bfvuwzyx", "bfxyzwuv", {}),
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FMT_TRAITS(fs_b_yx_fsv32, 1, 1, 2, 0, {1, 0, 2, 3}, "fbyx", "bfxy", {{1, 32}}),
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FMT_TRAITS(b_fs_zyx_fsv16, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{1, 16}}),
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FMT_TRAITS(bs_fs_zyx_bsv16_fsv32, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 16 }, {1, 32}}),
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FMT_TRAITS(bs_fs_zyx_bsv16_fsv16, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 16 }, {1, 16}}),
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FMT_TRAITS(bs_fs_yx_bsv16_fsv16, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 16 }, {1, 16}}),
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FMT_TRAITS(bs_fs_yx_bsv16_fsv32, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 16 }, {1, 32}}),
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FMT_TRAITS(bs_fs_yx_bsv4_fsv4, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 4 }, {1, 4}}),
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FMT_TRAITS(bs_fs_yx_bsv8_fsv4, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 8 }, {1, 4}}),
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FMT_TRAITS(bs_fs_zyx_bsv8_fsv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 8 }, {1, 4}}),
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FMT_TRAITS(bs_fs_yx_bsv16_fsv8, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 16 }, {1, 8}}),
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FMT_TRAITS(bs_fs_zyx_bsv16_fsv8, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 16 }, {1, 8}}),
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FMT_TRAITS(bs_fs_yx_bsv16_fsv4, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 16 }, {1, 4}}),
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FMT_TRAITS(bs_fs_zyx_bsv16_fsv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 16 }, {1, 4}}),
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FMT_TRAITS(bs_fs_yx_bsv16_fsv2, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 16 }, {1, 2}}),
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FMT_TRAITS(bs_fs_zyx_bsv16_fsv2, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 16 }, {1, 2}}),
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FMT_TRAITS(bs_fs_yx_bsv8_fsv2, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 8 }, {1, 2}}),
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FMT_TRAITS(bs_fs_zyx_bsv8_fsv2, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 8 }, {1, 2}}),
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FMT_TRAITS(bs_fs_yx_bsv4_fsv2, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 4 }, {1, 2}}),
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FMT_TRAITS(bs_fs_zyx_bsv4_fsv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 4 }, {1, 4}}),
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FMT_TRAITS(bs_fs_zyx_bsv4_fsv2, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 4 }, {1, 2}}),
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FMT_TRAITS(bs_fs_zyx_bsv32_fsv32, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 32 }, {1, 32}}),
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FMT_TRAITS(bs_fs_zyx_bsv32_fsv16, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "bfzyx", "bfxyz", {{0, 32 }, {1, 16}}),
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FMT_TRAITS(bs_fs_yx_bsv32_fsv32, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 32 }, {1, 32}}),
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FMT_TRAITS(bs_fs_yx_bsv32_fsv16, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {{0, 32 }, {1, 16}}),
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FMT_TRAITS(nv12, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {}),
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FMT_TRAITS(image_2d_rgba, 1, 1, 2, 0, {0, 1, 2, 3}, "bfyx", "bfxy", {}),
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FMT_TRAITS(oiyx, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {}),
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FMT_TRAITS(ioyx, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {}),
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FMT_TRAITS(iyxo, 1, 1, 2, 0, {1, 2, 3, 0}, "iyxo", "oixy", {}),
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FMT_TRAITS(oyxi, 1, 1, 2, 0, {0, 2, 3, 1}, "oyxi", "oixy", {}),
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FMT_TRAITS(oyix, 1, 1, 2, 0, {0, 2, 1, 3}, "oyix", "oixy", {}),
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FMT_TRAITS(oxiy, 1, 1, 2, 0, {0, 3, 1, 2}, "oxiy", "oixy", {}),
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FMT_TRAITS(yxio, 1, 1, 2, 0, {2, 3, 1, 0}, "yxio", "oixy", {}),
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FMT_TRAITS(oizyx, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {}),
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FMT_TRAITS(iozyx, 1, 1, 3, 0, {1, 0, 2, 3, 4}, "iozyx", "oixyz", {}),
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FMT_TRAITS(os_is_yx_isv16_osv16, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{1, 16}, {0, 16}}),
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FMT_TRAITS(o_is_yx_isv2, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{1, 2}}),
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FMT_TRAITS(o_is_yx_isv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{1, 4}}),
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FMT_TRAITS(o_is_yx_isv16, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{1, 16}}),
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FMT_TRAITS(o_is_zyx_isv16, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{1, 16}}),
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FMT_TRAITS(os_yxi_osv16, 1, 1, 2, 0, {0, 2, 3, 1}, "oyxi", "oixy", {{0, 16}}),
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FMT_TRAITS(os_iyx_osv16, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 16}}),
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FMT_TRAITS(os_iyx_osv32, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 32}}),
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FMT_TRAITS(os_iyx_osv64, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 64}}),
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FMT_TRAITS(winograd_2x3_s1_weights, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {}),
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FMT_TRAITS(winograd_2x3_s1_fused_weights, 1, 1, 2, 0, {3, 2, 1, 0}, "xyio", "oixy", {}),
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FMT_TRAITS(winograd_6x3_s1_fused_weights, 1, 1, 2, 0, {3, 2, 1, 0}, "xyio", "oixy", {}),
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FMT_TRAITS(image_2d_weights_winograd_6x3_s1_fbxyb, 1, 1, 2, 0, {1, 0, 3, 2}, "ioxy", "oixy", {}),
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FMT_TRAITS(image_2d_weights_winograd_6x3_s1_xfbyb, 1, 1, 2, 0, {3, 1, 0, 2}, "xioy", "oixy", {}),
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FMT_TRAITS(image_2d_weights_c4_fyx_b, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {}),
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FMT_TRAITS(image_2d_weights_c1_b_fyx, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {}),
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FMT_TRAITS(lstm_weights_dio, 1, 1, 2, 0, {0, 1, 3, 2}, "oixy", "oixy", {}),
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FMT_TRAITS(os_is_yx_isa8_osv16_isv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{1, 8}, {0, 16}, {1, 4}}),
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FMT_TRAITS(os_is_yx_osa4_isa8_osv8_isv2, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 4}, {1, 8}, {0, 8}, {1, 2}}),
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FMT_TRAITS(os_is_yx_osa4_isa8_osv8_isv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 4}, {1, 8}, {0, 8}, {1, 4}}),
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FMT_TRAITS(os_is_zyx_osa4_isa8_osv8_isv2, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 4}, {1, 8}, {0, 8}, {1, 2}}),
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FMT_TRAITS(os_is_zyx_osa4_isa8_osv8_isv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 4}, {1, 8}, {0, 8}, {1, 4}}),
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FMT_TRAITS(os_is_yx_osa2_isa8_osv16_isv2, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 2}, {1, 8}, {0, 16}, {1, 2}}),
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FMT_TRAITS(os_is_yx_osa2_isa8_osv16_isv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 2}, {1, 8}, {0, 16}, {1, 4}}),
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FMT_TRAITS(os_is_yx_osa2_isa8_osv8_isv2, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 2}, {1, 8}, {0, 8}, {1, 2}}),
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FMT_TRAITS(os_is_zyx_osa2_isa8_osv8_isv2, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 2}, {1, 8}, {0, 8}, {1, 2}}),
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FMT_TRAITS(os_is_zyx_isa8_osv8_isv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{1, 8}, {0, 8}, {1, 4}}),
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FMT_TRAITS(os_is_zyx_isa8_osv16_isv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{1, 8}, {0, 16}, {1, 4}}),
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FMT_TRAITS(os_is_yx_osa4_isa8_osv8_isv4_swizzled_by_4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 32}, {1, 32}}),
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FMT_TRAITS(os_is_zyx_osa4_isa8_osv8_isv4_swizzled_by_4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 32}, {1, 32}}),
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FMT_TRAITS(is_os_yx_osa4_isa8_osv8_isv4, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{0, 4}, {1, 8}, {0, 8}, {1, 4}}),
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FMT_TRAITS(is_os_yx_isa2_osa8_isv8_osv2, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{1, 2}, {0, 8}, {1, 8}, {0, 2}}),
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FMT_TRAITS(is_os_yx_isa4_osa8_isv8_osv4, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{1, 4}, {0, 8}, {1, 8}, {0, 4}}),
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FMT_TRAITS(is_o_yx_isv32, 1, 1, 2, 0, {1, 0, 2, 3}, "oyxi", "oixy", {{1, 32}}),
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FMT_TRAITS(is_o32_yx_isv32_swizzled_by_4, 1, 1, 2, 0, {0, 1, 2, 3}, "oyxi", "oixy", {{0, 32}, {1, 32}}),
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FMT_TRAITS(os_is_y_x8_osv8_isv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oyxi", "oixy", {{0, 8}, {1, 4}, {2, 8}}),
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FMT_TRAITS(os_is_y_x8_osv8_isv4_swizzled_by_4, 1, 1, 2, 0, {0, 1, 2, 3}, "oyxi", "oixy", {{0, 8}, {1, 4}, {2, 8}}),
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FMT_TRAITS(os_is_yx_osv2_isv16, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 2}, {1, 16}}),
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FMT_TRAITS(os_is_yx_osv4_isv16, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 4}, {1, 16}}),
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FMT_TRAITS(os_is_yx_osv16_isv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 16}, {1, 4}}),
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FMT_TRAITS(os_is_yx_osv8_isv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 8}, {1, 4}}),
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FMT_TRAITS(os_is_zyx_osv8_isv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 8}, {1, 4}}),
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FMT_TRAITS(os_is_yx_osv8_isv2, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 8}, {1, 2}}),
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FMT_TRAITS(os_is_zyx_osv8_isv2, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 8}, {1, 2}}),
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FMT_TRAITS(os_is_zyx_osv16_isv16, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 16}, {1, 16}}),
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FMT_TRAITS(os_is_yx_osv32_isv4_swizzled_by_2, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 32}, {1, 4}}),
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FMT_TRAITS(os_is_yx_osv32_isv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 32}, {1, 4}}),
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FMT_TRAITS(os_is_zyx_osv32_isv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 32}, {1, 4}}),
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FMT_TRAITS(os_is_zyx_isv16_osv16, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{1, 16}, {0, 16}}),
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FMT_TRAITS(is_os_zyx_isv16_osv16, 1, 1, 3, 0, {1, 0, 2, 3, 4}, "iozyx", "oixyz", {{1, 16}, {0, 16}}),
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FMT_TRAITS(is_os_yx_osv8_isv4, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{0, 8}, {1, 4}}),
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FMT_TRAITS(is_os_yx_isv16_osv16, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{1, 16}, {0, 16}}),
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FMT_TRAITS(is_os_yx_isv16_osv8, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{1, 16}, {0, 8}}),
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FMT_TRAITS(is_os_yx_isv16_osv4, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{1, 16}, {0, 4}}),
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FMT_TRAITS(is_os_yx_isv16_osv2, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{1, 16}, {0, 2}}),
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FMT_TRAITS(is_os_zyx_isa8_osv8_isv2, 1, 1, 3, 0, {1, 0, 2, 3, 4}, "iozyx", "oixyz", {{1, 8}, {0, 8}, {1, 2}}),
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FMT_TRAITS(is_os_zyx_isa8_osv8_isv4, 1, 1, 3, 0, {1, 0, 2, 3, 4}, "iozyx", "oixyz", {{1, 8}, {0, 8}, {1, 4}}),
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FMT_TRAITS(os_is_zyx_isa8_osv8_isv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{1, 8}, {0, 8}, {1, 4}}),
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FMT_TRAITS(os_is_zyx_isa8_osv8_isv2, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{1, 8}, {0, 8}, {1, 2}}),
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FMT_TRAITS(os_is_zyx_isa8_osv16_isv4, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{1, 8}, {0, 16}, {1, 4}}),
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FMT_TRAITS(is_os_yx_isa8_osv8_isv2, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{1, 8}, {0, 8}, {1, 2}}),
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FMT_TRAITS(is_os_yx_isa8_osv8_isv4, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{1, 8}, {0, 8}, {1, 4}}),
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FMT_TRAITS(is_os_yx_osa8_isv16_osv4, 1, 1, 2, 0, {1, 0, 2, 3}, "ioyx", "oixy", {{0, 8}, {1, 16}, {0, 4}}),
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FMT_TRAITS(os_is_yx_isa8_osv8_isv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{1, 8}, {0, 8}, {1, 4}}),
|
|
FMT_TRAITS(os_is_yx_isa8_osv8_isv4_swizzled_by_4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{1, 32}, {0, 32}}),
|
|
FMT_TRAITS(os_is_yx_isa8_osv8_isv2, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{1, 8}, {0, 8}, {1, 2}}),
|
|
FMT_TRAITS(os_is_osv32_isv32_swizzled_by_4, 1, 1, 0, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 32}, {1, 32}}),
|
|
FMT_TRAITS(os_is_zyx_isv8_osv16_isv2, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{1, 8}, {0, 16}, {1, 2}}),
|
|
FMT_TRAITS(os_zyxi_osv16, 1, 1, 3, 0, {0, 2, 3, 4, 1}, "ozyxi", "oixyz", {{0, 16}}),
|
|
FMT_TRAITS(os_is_yx_isv8_osv16_isv2, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{1, 8}, {0, 16}, {1, 2}}),
|
|
FMT_TRAITS(os_is_yx_osv16_isv2, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 16}, {1, 2}}),
|
|
FMT_TRAITS(os_is_yx_osv16_isv16, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 16}, {1, 16}}),
|
|
FMT_TRAITS(os_is_zyx_osv32_isv16, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 32}, {1, 16}}),
|
|
FMT_TRAITS(os_is_zyx_osv64_isv16, 1, 1, 3, 0, {0, 1, 2, 3, 4}, "oizyx", "oixyz", {{0, 64}, {1, 16}}),
|
|
FMT_TRAITS(os_iyx_osv8, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 8}}),
|
|
FMT_TRAITS(os_iyx_osv32__ai32, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 32}}),
|
|
FMT_TRAITS(i_yxs_os_yxsv2_osv16, 1, 1, 2, 0, {1, 2, 3, 0}, "iyxo", "oixy", {{0, 16}}),
|
|
FMT_TRAITS(iy_xs_os_xsv2_osv8__ao32, 1, 1, 2, 0, {1, 2, 3, 0}, "iyxo", "oixy", {{2, 2}, {0, 8}}),
|
|
FMT_TRAITS(iy_xs_os_xsv2_osv16__ao32, 1, 1, 2, 0, {1, 2, 3, 0}, "iyxo", "oixy", {{2, 2}, {0, 16}}),
|
|
FMT_TRAITS(os_i_yxs_osv4_yxsv4, 1, 1, 2, 0, {0, 1, 2, 3}, "oiyx", "oixy", {{0, 4}}),
|
|
FMT_TRAITS(os_i_osv16, 1, 1, 0, 0, {0, 1}, "oi", "oi", {{0, 16}}),
|
|
FMT_TRAITS(os_i_osv16__ai8, 1, 1, 0, 0, {0, 1}, "oi", "oi", {{1, 8}, {0, 16}}),
|
|
FMT_TRAITS(os_i_osv8__ai8, 1, 1, 0, 0, {0, 1}, "oi", "oi", {{1, 8}, {0, 8}}),
|
|
FMT_TRAITS(os_y_is_x_osv8_isv2, 1, 1, 2, 0, {0, 2, 1, 3}, "oyix", "oixy", {{0, 8}, {1, 2}}),
|
|
FMT_TRAITS(os_y_is_x_osv8_isv4, 1, 1, 2, 0, {0, 2, 1, 3}, "oyix", "oixy", {{0, 8}, {1, 4}}),
|
|
FMT_TRAITS(os_yx_is_osv8_isv2, 1, 1, 2, 0, {0, 2, 3, 1}, "oyxi", "oixy", {{0, 8}, {1, 2}}),
|
|
FMT_TRAITS(os_yx_is_osv8_isv4, 1, 1, 2, 0, {0, 2, 3, 1}, "oyxi", "oixy", {{0, 8}, {1, 4}}),
|
|
FMT_TRAITS(os_zyx_is_osv8_isv2, 1, 1, 3, 0, {0, 2, 3, 4, 1}, "ozyxi", "oixyz", {{0, 8}, {1, 2}}),
|
|
FMT_TRAITS(os_zyx_is_osv8_isv4, 1, 1, 3, 0, {0, 2, 3, 4, 1}, "ozyxi", "oixyz", {{0, 8}, {1, 4}}),
|
|
FMT_TRAITS(os_zy_is_x_osv8_isv2, 1, 1, 3, 0, {0, 2, 3, 1, 4}, "ozyix", "oixyz", {{0, 8}, {1, 2}}),
|
|
FMT_TRAITS(os_zy_is_x_osv8_isv4, 1, 1, 3, 0, {0, 2, 3, 1, 4}, "ozyix", "oixyz", {{0, 8}, {1, 4}}),
|
|
|
|
FMT_TRAITS(goiyx, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {}),
|
|
FMT_TRAITS(gioyx, 1, 1, 2, 1, {0, 2, 1, 3, 4}, "gioyx", "oixy????g", {}),
|
|
FMT_TRAITS(goizyx, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {}),
|
|
FMT_TRAITS(giozyx, 1, 1, 3, 1, {0, 2, 1, 3, 4, 5}, "giozyx", "oixyz???g", {}),
|
|
FMT_TRAITS(g_os_iyx_osv8, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 8}}),
|
|
FMT_TRAITS(g_os_iyx_osv16, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 16}}),
|
|
FMT_TRAITS(g_os_iyx_osv32, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 32}}),
|
|
FMT_TRAITS(gs_oiyx_gsv8, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{8, 8}}),
|
|
FMT_TRAITS(gs_oizyx_gsv8, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{8, 8}}),
|
|
FMT_TRAITS(gs_oiyx_gsv16, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{8, 16}}),
|
|
FMT_TRAITS(gs_oizyx_gsv16, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{8, 16}}),
|
|
FMT_TRAITS(gs_oiyx_gsv32, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{8, 32}}),
|
|
FMT_TRAITS(gs_oizyx_gsv32, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{8, 32}}),
|
|
FMT_TRAITS(gyxio, 1, 1, 2, 1, {0, 3, 4, 2, 1}, "gyxio", "oixy????g", {}),
|
|
FMT_TRAITS(g_is_os_zyx_isv16_osv16, 1, 1, 3, 1, {0, 2, 1, 3, 4, 5}, "giozyx", "oixyz???g", {{1, 16}, {0, 16}}),
|
|
FMT_TRAITS(g_is_os_yx_isv16_osv16, 1, 1, 2, 1, {0, 2, 1, 3, 4}, "gioyx", "oixy????g", {{1, 16}, {0, 16}}),
|
|
FMT_TRAITS(g_os_is_zyx_isv8_osv16_isv2, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{1, 8}, {0, 16}, {1, 2}}),
|
|
FMT_TRAITS(g_os_is_yx_isv8_osv16_isv2, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{1, 8}, {0, 16}, {1, 2}}),
|
|
FMT_TRAITS(g_os_is_zyx_isv16_osv16, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{0, 16}, {1, 16}}),
|
|
FMT_TRAITS(g_os_zy_is_x_osv8_isv2, 1, 1, 3, 1, {0, 1, 3, 4, 2, 5}, "gozyix", "oixyz???g", {{0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_zy_is_x_osv8_isv4, 1, 1, 3, 1, {0, 1, 3, 4, 2, 5}, "gozyix", "oixyz???g", {{0, 8}, {1, 4}}),
|
|
FMT_TRAITS(g_os_zyx_is_osv8_isv2, 1, 1, 3, 1, {0, 1, 3, 4, 5, 2}, "gozyxi", "oixyz???g", {{0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_zyx_is_osv8_isv4, 1, 1, 3, 1, {0, 1, 3, 4, 5, 2}, "gozyxi", "oixyz???g", {{0, 8}, {1, 4}}),
|
|
FMT_TRAITS(g_os_is_yx_osv8_isv2, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_is_yx_osv8_isv4, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 8}, {1, 4}}),
|
|
FMT_TRAITS(g_os_is_yx_osv16_isv4, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 16}, {1, 4}}),
|
|
FMT_TRAITS(g_os_is_zyx_osv16_isv16, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{0, 16}, {1, 16}}),
|
|
FMT_TRAITS(g_os_zyx_is_osv16_isv4, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "gozyxi", "oixyz???g", {{0, 16}, {1, 4}}),
|
|
FMT_TRAITS(g_os_zyx_is_osv16_isv16, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "gozyxi", "oixyz???g", {{0, 16}, {1, 16}}),
|
|
FMT_TRAITS(g_os_zyx_is_osv16_isv32, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "gozyxi", "oixyz???g", {{0, 16}, {1, 32}}),
|
|
FMT_TRAITS(g_os_zyx_is_osv32_isv4, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "gozyxi", "oixyz???g", {{0, 32}, {1, 4}}),
|
|
FMT_TRAITS(g_os_zyx_is_osv32_isv16, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "gozyxi", "oixyz???g", {{0, 32}, {1, 16}}),
|
|
FMT_TRAITS(g_os_zyx_is_osv32_isv32, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "gozyxi", "oixyz???g", {{0, 32}, {1, 32}}),
|
|
FMT_TRAITS(g_os_is_yx_isa8_osv8_isv2, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{1, 8}, {0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_is_yx_isa8_osv8_isv4, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{1, 8}, {0, 8}, {1, 4}}),
|
|
FMT_TRAITS(g_os_is_zyx_isa8_osv8_isv2, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{1, 8}, {0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_is_zyx_isa8_osv8_isv4, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{1, 8}, {0, 8}, {1, 4}}),
|
|
FMT_TRAITS(g_os_is_yx_osa2_isa8_osv8_isv2, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 2}, {1, 8}, {0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_is_yx_osa4_isa8_osv8_isv4, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 4}, {1, 8}, {0, 8}, {1, 4}}),
|
|
FMT_TRAITS(g_os_is_zyx_osa4_isa8_osv8_isv4, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{0, 4}, {1, 8}, {0, 8}, {1, 4}}),
|
|
FMT_TRAITS(g_os_is_yx_osa4_isa8_osv8_isv2, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 4}, {1, 8}, {0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_is_zyx_osa4_isa8_osv8_isv2, 1, 1, 3, 1, {0, 1, 2, 3, 4, 5}, "goizyx", "oixyz???g", {{0, 4}, {1, 8}, {0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_is_yx_osa2_isa8_osv16_isv4, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 2}, {1, 8}, {0, 16}, {1, 4}}),
|
|
FMT_TRAITS(g_os_is_yx_osa2_isa8_osv16_isv2, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{0, 2}, {1, 8}, {0, 16}, {1, 2}}),
|
|
FMT_TRAITS(gs_oi_yxs_gsv4_yxsv4, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{8, 4}}),
|
|
FMT_TRAITS(gs_oi_yxs_gsv16_yxsv4, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{8, 16}}),
|
|
FMT_TRAITS(gs_oi_yxs_gsv32_yxsv4, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{8, 32}}),
|
|
FMT_TRAITS(g_os_is_yx_isv16_osv16, 1, 1, 2, 1, {0, 1, 2, 3, 4}, "goiyx", "oixy????g", {{1, 16}, {0, 16}}),
|
|
FMT_TRAITS(gi_yxs_os_yxsv2_osv16, 1, 1, 2, 1, {0, 2, 3, 4, 1}, "giyxo", "oixy????g", {{0, 16}}),
|
|
FMT_TRAITS(giy_xs_os_xsv2_osv8__ao32, 1, 1, 2, 1, {0, 2, 3, 4, 1}, "giyxo", "oixy????g", {{2, 2}, {0, 8}}),
|
|
FMT_TRAITS(giy_xs_os_xsv2_osv16__ao32, 1, 1, 2, 1, {0, 2, 3, 4, 1}, "giyxo", "oixy????g", {{2, 2}, {0, 16}}),
|
|
FMT_TRAITS(g_os_yx_is_osv8_isv2, 1, 1, 2, 1, {0, 1, 3, 4, 2}, "goyxi", "oixy????g", {{0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_yx_is_osv8_isv4, 1, 1, 2, 1, {0, 1, 3, 4, 2}, "goyxi", "oixy????g", {{0, 8}, {1, 4}}),
|
|
FMT_TRAITS(g_os_y_is_x_osv8_isv2, 1, 1, 2, 1, {0, 1, 3, 2, 4}, "goyix", "oixy????g", {{0, 8}, {1, 2}}),
|
|
FMT_TRAITS(g_os_y_is_x_osv8_isv4, 1, 1, 2, 1, {0, 1, 3, 2, 4}, "goyix", "oixy????g", {{0, 8}, {1, 4}}),
|
|
};
|
|
|
|
const format_traits& format::traits(type fmt) {
|
|
OPENVINO_ASSERT(format_traits_map.find(fmt) != format_traits_map.end(), "[GPU] Format description is missing in fmt traits");
|
|
return format_traits_map.at(fmt);
|
|
}
|
|
|
|
std::string format::to_string() const {
|
|
if (value == any) {
|
|
return "any";
|
|
}
|
|
return traits(value).str;
|
|
}
|
|
|
|
format format::get_default_format(size_t rank, bool is_weights, bool is_grouped) {
|
|
auto default_fmt = cldnn::format::bfyx;
|
|
if (is_weights) {
|
|
if (is_grouped) {
|
|
if (rank == 5) {
|
|
default_fmt = cldnn::format::goiyx;
|
|
} else if (rank == 6) {
|
|
default_fmt = cldnn::format::goizyx;
|
|
}
|
|
} else {
|
|
if (rank == 4) {
|
|
default_fmt = cldnn::format::oiyx;
|
|
} else if (rank == 5) {
|
|
default_fmt = cldnn::format::oizyx;
|
|
}
|
|
}
|
|
} else {
|
|
if (rank == 5) {
|
|
default_fmt = cldnn::format::bfzyx;
|
|
} else if (rank == 6) {
|
|
default_fmt = cldnn::format::bfwzyx;
|
|
} else if (rank == 7) {
|
|
default_fmt = cldnn::format::bfuwzyx;
|
|
} else if (rank == 8) {
|
|
default_fmt = cldnn::format::bfvuwzyx;
|
|
}
|
|
}
|
|
return default_fmt;
|
|
}
|
|
|
|
bool format::is_default_format(type fmt) {
|
|
return fmt == get_default_format(dimension(fmt));
|
|
}
|
|
|
|
format format::adjust_to_rank(format fmt, size_t new_rank) {
|
|
// TODO: remove as soon as rank extension is not needed anymore
|
|
new_rank = std::max<size_t>(new_rank, 4);
|
|
|
|
auto current_traits = format::traits(fmt);
|
|
auto current_order = current_traits._order;
|
|
auto current_blocking = current_traits.block_sizes;
|
|
auto current_rank = current_order.size();
|
|
if (new_rank == current_rank)
|
|
return fmt;
|
|
|
|
auto is_adjustable = [](const format& fmt) -> bool {
|
|
return !format::is_weights_format(fmt) &&
|
|
!format::is_image_2d(fmt) &&
|
|
!format::is_winograd(fmt);
|
|
};
|
|
|
|
// Skip special formats as order + blocking desc may be not enough to properly match them
|
|
OPENVINO_ASSERT(is_adjustable(fmt), "Format ", fmt, " is not adjustable");
|
|
|
|
auto align_order = [](std::vector<size_t>& order, size_t current_rank, size_t new_rank) {
|
|
auto max_element_it = std::max_element(order.begin(), order.end());
|
|
for (size_t i = current_rank; i < new_rank; i++) {
|
|
max_element_it = std::next(max_element_it);
|
|
max_element_it = order.insert(max_element_it, i);
|
|
}
|
|
};
|
|
|
|
if (new_rank > current_rank) {
|
|
align_order(current_order, current_rank, new_rank);
|
|
}
|
|
|
|
for (auto& kv : format_traits_map) {
|
|
auto candidate_tag = kv.first;
|
|
auto candidate_traits = kv.second;
|
|
auto candidate_order = candidate_traits._order;
|
|
auto candidate_blocking = candidate_traits.block_sizes;
|
|
auto candidate_rank = candidate_traits.order.size();
|
|
|
|
if (candidate_rank != new_rank || !is_adjustable(candidate_tag))
|
|
continue;
|
|
|
|
bool same_blocking_scheme = candidate_blocking == current_blocking;
|
|
bool same_dims_scheme = current_traits.batch_num == candidate_traits.batch_num &&
|
|
current_traits.group_num == candidate_traits.group_num &&
|
|
current_traits.feature_num == candidate_traits.feature_num;
|
|
|
|
if (!same_blocking_scheme || !same_dims_scheme)
|
|
continue;
|
|
|
|
if (current_rank > candidate_rank) {
|
|
align_order(candidate_order, candidate_rank, current_rank);
|
|
}
|
|
|
|
if (candidate_order == current_order)
|
|
return candidate_tag;
|
|
}
|
|
|
|
OPENVINO_ASSERT(false, "Can't adjust format ", fmt.to_string(), " to the new rank (", new_rank, ")");
|
|
}
|
|
|
|
// First : block_idx, Second : block_size
|
|
const std::vector<std::pair<size_t, int>> format::per_axis_block_size(format fmt) {
|
|
std::vector<std::pair<size_t, int>> sizes_for_dims;
|
|
for (const auto& block : fmt.block_sizes()) {
|
|
auto it = std::find_if(sizes_for_dims.begin(), sizes_for_dims.end(),
|
|
[&block](const std::pair<size_t, int>& ele) { return ele.first == block.first; });
|
|
if (it != sizes_for_dims.end())
|
|
it->second *= block.second; // the axis is double blocked
|
|
else
|
|
sizes_for_dims.push_back({block.first, block.second});
|
|
}
|
|
|
|
return sizes_for_dims;
|
|
}
|
|
|
|
format format::find_format(const std::vector<uint64_t>& order,
|
|
const std::vector<std::pair<size_t, int>>& block_sizes,
|
|
bool is_weights,
|
|
bool is_grouped,
|
|
bool is_image_2d,
|
|
bool is_winograd,
|
|
bool is_nv12) {
|
|
auto is_suitable_traits = [&](const std::pair<format::type, format_traits>& traits) -> bool {
|
|
return traits.second._order == order &&
|
|
traits.second.block_sizes == block_sizes &&
|
|
format::is_weights_format(traits.first) == is_weights &&
|
|
format::is_grouped(traits.first) == is_grouped &&
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format::is_image_2d(traits.first) == is_image_2d &&
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format::is_winograd(traits.first) == is_winograd &&
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format::is_nv12(traits.first) == is_nv12;
|
|
};
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|
|
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std::vector<format> finded_formats;
|
|
for (auto& traits : format_traits_map) {
|
|
if (is_suitable_traits(traits))
|
|
finded_formats.emplace_back(traits.first);
|
|
}
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|
|
|
OPENVINO_ASSERT(!finded_formats.empty(), "[GPU] Cannot find a format with the specified parameters");
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|
OPENVINO_ASSERT(finded_formats.size() == 1, "[GPU] Cannot find a format. Specified parameters are ambiguous");
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|
|
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return finded_formats.front();
|
|
}
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|
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} // namespace cldnn
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