Permalink
Branch: master
Find file Copy path
Fetching contributors…
Cannot retrieve contributors at this time
457 lines (456 sloc) 289 KB
# This is the pre-tuned parameters for mali backend
# TVM downloaded this during compilation
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 1024], "float32"], ["TENSOR", [1000, 1024], "float32"], ["TENSOR", [1000], "float32"]], {}, ["dense", [1, 1024, "float32"], [1000, 1024, "float32"], [1000, "float32"]], {"i": 407, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [40, 25, 1]], ["c_unroll", "sp", [64, 16]]], "c": null, "t": "direct"}], "r": [[0.0008410332727272727], 0, 0.9504795074462891, 1538219132.0322816], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 992, 7, 7], "float32"], ["TENSOR", [128, 992, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 992, 7, 7, "float32"], [128, 992, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 36225, "c": null, "e": [["tile_co", "sp", [32, 2, 2]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012345162650602409], 0, 1.783360242843628, 1538220265.3881273], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 960, 7, 7], "float32"], ["TENSOR", [128, 960, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 960, 7, 7, "float32"], [128, 960, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 6185, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0012251021829268293], 0, 3.442169666290283, 1538220868.9772196], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 928, 7, 7], "float32"], ["TENSOR", [128, 928, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 928, 7, 7, "float32"], [128, 928, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 14194, "c": null, "e": [["tile_co", "sp", [16, 4, 2]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011703238390804597], 0, 1.7037286758422852, 1538221457.6329682], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 896, 7, 7], "float32"], ["TENSOR", [128, 896, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 896, 7, 7, "float32"], [128, 896, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 7480, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0011712368295454544], 0, 0.7852833271026611, 1538222207.7694445], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 864, 7, 7], "float32"], ["TENSOR", [128, 864, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 864, 7, 7, "float32"], [128, 864, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 34902, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011033985934065934], 0, 4.56376838684082, 1538223052.2564673], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 832, 7, 7], "float32"], ["TENSOR", [128, 832, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 832, 7, 7, "float32"], [128, 832, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 28377, "c": null, "e": [["tile_co", "sp", [32, 2, 2]], ["tile_oh", "sp", [1, 1, 7]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0011010124565217392], 0, 2.8353447914123535, 1538223698.1780994], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 800, 7, 7], "float32"], ["TENSOR", [128, 800, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 800, 7, 7, "float32"], [128, 800, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 14813, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0010267909897959183], 0, 2.883234977722168, 1538224834.7731726], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 7, 7], "float32"], ["TENSOR", [128, 768, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 768, 7, 7, "float32"], [128, 768, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 13834, "c": null, "e": [["tile_co", "sp", [16, 4, 2]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0009992093168316833], 0, 0.9072630405426025, 1538225309.7437131], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 736, 7, 7], "float32"], ["TENSOR", [128, 736, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 736, 7, 7, "float32"], [128, 736, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 33724, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0009668028190476191], 0, 1.7385807037353516, 1538226391.2453725], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 704, 7, 7], "float32"], ["TENSOR", [128, 704, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 704, 7, 7, "float32"], [128, 704, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 26596, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0009314369444444444], 0, 3.3153698444366455, 1538227012.8132076], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 672, 7, 7], "float32"], ["TENSOR", [128, 672, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 672, 7, 7, "float32"], [128, 672, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 35576, "c": null, "e": [["tile_co", "sp", [64, 1, 2]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0009047837477477477], 0, 7.748708009719849, 1538227676.3741627], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 640, 7, 7], "float32"], ["TENSOR", [128, 640, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 640, 7, 7, "float32"], [128, 640, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 27946, "c": null, "e": [["tile_co", "sp", [16, 4, 2]], ["tile_oh", "sp", [1, 1, 7]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0008836463620689655], 0, 4.92792010307312, 1538228352.9691577], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 608, 7, 7], "float32"], ["TENSOR", [128, 608, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 608, 7, 7, "float32"], [128, 608, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 33833, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0008398404132231405], 0, 3.9947926998138428, 1538229385.4520714], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 576, 7, 7], "float32"], ["TENSOR", [128, 576, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 576, 7, 7, "float32"], [128, 576, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 15461, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000791507859375], 0, 3.981132984161377, 1538229751.3026388], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 544, 7, 7], "float32"], ["TENSOR", [128, 544, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 544, 7, 7, "float32"], [128, 544, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 6509, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0007436436518518518], 0, 4.596225738525391, 1538230465.728221], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 7, 7], "float32"], ["TENSOR", [32, 128, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 7, 7, "float32"], [32, 128, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 14587, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [1, 128]], ["tile_t2", "sp", [32, 1]], ["c_unroll", "sp", [128, 1]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.00035657818245614034], 0, 2.836203098297119, 1538231356.854444], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 7, 7], "float32"], ["TENSOR", [128, 512, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 7, 7, "float32"], [128, 512, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 7193, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0007103838581560283], 0, 3.733657121658325, 1538232090.0174997], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 14, 14], "float32"], ["TENSOR", [512, 1024, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1024, 14, 14, "float32"], [512, 1024, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 492272, "c": null, "e": [["tile_co", "sp", [16, 8, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.009498708636363637], 0, 2.043750524520874, 1538232816.5858936], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 992, 14, 14], "float32"], ["TENSOR", [128, 992, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 992, 14, 14, "float32"], [128, 992, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 307638, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00310028303030303], 0, 1.6421899795532227, 1538234303.9461672], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 960, 14, 14], "float32"], ["TENSOR", [128, 960, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 960, 14, 14, "float32"], [128, 960, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 310554, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002976414205882353], 0, 2.677269458770752, 1538234620.1172462], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 928, 14, 14], "float32"], ["TENSOR", [128, 928, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 928, 14, 14, "float32"], [128, 928, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 322217, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002861784742857143], 0, 2.8234505653381348, 1538235442.621727], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 896, 14, 14], "float32"], ["TENSOR", [128, 896, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 896, 14, 14, "float32"], [128, 896, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 316385, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0027940118333333337], 0, 1.793832540512085, 1538236281.0484364], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 864, 14, 14], "float32"], ["TENSOR", [128, 864, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 864, 14, 14, "float32"], [128, 864, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 319302, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0026788273684210527], 0, 4.41715145111084, 1538237170.4014416], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 832, 14, 14], "float32"], ["TENSOR", [128, 832, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 832, 14, 14, "float32"], [128, 832, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 313469, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0026042461025641028], 0, 4.003000736236572, 1538238049.7132258], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 800, 14, 14], "float32"], ["TENSOR", [128, 800, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 800, 14, 14, "float32"], [128, 800, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 310553, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0024737304146341464], 0, 0.8378098011016846, 1538238780.1887836], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 14, 14], "float32"], ["TENSOR", [128, 768, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 768, 14, 14, "float32"], [128, 768, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 120877, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0027737962432432435], 0, 2.659139394760132, 1538239480.5729156], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 736, 14, 14], "float32"], ["TENSOR", [128, 736, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 736, 14, 14, "float32"], [128, 736, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 304722, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0022991877272727276], 0, 1.9585888385772705, 1538240201.5682926], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 704, 14, 14], "float32"], ["TENSOR", [128, 704, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 704, 14, 14, "float32"], [128, 704, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 248353, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0026568285263157895], 0, 5.755255699157715, 1538240895.6482584], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 672, 14, 14], "float32"], ["TENSOR", [128, 672, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 672, 14, 14, "float32"], [128, 672, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 316385, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002133825340425532], 0, 1.9175612926483154, 1538242043.072054], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 640, 14, 14], "float32"], ["TENSOR", [128, 640, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 640, 14, 14, "float32"], [128, 640, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 325133, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002041318408163265], 0, 5.894289970397949, 1538242938.3826404], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 608, 14, 14], "float32"], ["TENSOR", [128, 608, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 608, 14, 14, "float32"], [128, 608, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 129625, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0022064258260869564], 0, 6.015295743942261, 1538243829.0504029], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 576, 14, 14], "float32"], ["TENSOR", [128, 576, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 576, 14, 14, "float32"], [128, 576, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 310588, "c": null, "e": [["tile_co", "sp", [16, 2, 4]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0018264108545454547], 0, 0.8541479110717773, 1538245025.7590194], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 544, 14, 14], "float32"], ["TENSOR", [128, 544, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 544, 14, 14, "float32"], [128, 544, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 132541, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001961382568627451], 0, 0.8074092864990234, 1538245828.2283144], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 14, 14], "float32"], ["TENSOR", [128, 512, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 14, 14, "float32"], [128, 512, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 325357, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [7, 2, 1]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0018914905471698114], 0, 1.9953467845916748, 1538246850.82206], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 480, 14, 14], "float32"], ["TENSOR", [128, 480, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 480, 14, 14, "float32"], [128, 480, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 304756, "c": null, "e": [["tile_co", "sp", [16, 2, 4]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0015727076060606062], 0, 2.9614222049713135, 1538248161.6806047], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 448, 14, 14], "float32"], ["TENSOR", [128, 448, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 448, 14, 14, "float32"], [128, 448, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 127033, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0016735922459016393], 0, 1.8286712169647217, 1538248567.264625], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 416, 14, 14], "float32"], ["TENSOR", [128, 416, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 416, 14, 14, "float32"], [128, 416, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 316385, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0013691685733333333], 0, 0.8670430183410645, 1538249801.5412633], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 14, 14], "float32"], ["TENSOR", [128, 384, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 14, 14, "float32"], [128, 384, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 249001, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.001516534552238806], 0, 1.026026964187622, 1538250861.473614], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 352, 14, 14], "float32"], ["TENSOR", [128, 352, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 352, 14, 14, "float32"], [128, 352, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 325459, "c": null, "e": [["tile_co", "sp", [2, 16, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011761046627906976], 0, 7.373374938964844, 1538251873.172054], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 320, 14, 14], "float32"], ["TENSOR", [128, 320, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 320, 14, 14, "float32"], [128, 320, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 304755, "c": null, "e": [["tile_co", "sp", [32, 1, 4]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012063289782608694], 0, 1.0598692893981934, 1538252413.399592], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 14, 14], "float32"], ["TENSOR", [128, 288, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 288, 14, 14, "float32"], [128, 288, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 117997, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [7, 2, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011222547444444445], 0, 1.6311333179473877, 1538253408.1050537], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 14, 14], "float32"], ["TENSOR", [32, 128, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 14, 14, "float32"], [32, 128, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 17651, "c": null, "e": [["tile_bna", "ot", 2], ["tile_bnb", "ot", 1], ["tile_t1", "sp", [32, 4]], ["tile_t2", "sp", [2, 16]], ["c_unroll", "sp", [32, 4]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.0009855709626168225], 0, 2.25718355178833, 1538254102.5614228], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float32"], ["TENSOR", [128, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 14, 14, "float32"], [128, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 307637, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0009218025321100917], 0, 1.9833705425262451, 1538255099.5800583], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float32"], ["TENSOR", [256, 512, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 28, 28, "float32"], [256, 512, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1590502, "c": null, "e": [["tile_co", "sp", [2, 32, 4]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [14, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0101334866], 0, 4.479913949966431, 1538256652.7894275], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 480, 28, 28], "float32"], ["TENSOR", [128, 480, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 480, 28, 28, "float32"], [128, 480, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 543043, "c": null, "e": [["tile_co", "sp", [2, 16, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004987010904761905], 0, 0.9149727821350098, 1538257302.1150181], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 448, 28, 28], "float32"], ["TENSOR", [128, 448, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 448, 28, 28, "float32"], [128, 448, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1005428, "c": null, "e": [["tile_co", "sp", [1, 32, 4]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [4, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.00518794495], 0, 1.857978105545044, 1538258394.5055037], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 416, 28, 28], "float32"], ["TENSOR", [128, 416, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 416, 28, 28, "float32"], [128, 416, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 554707, "c": null, "e": [["tile_co", "sp", [2, 16, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004397177217391304], 0, 5.77596116065979, 1538259367.703746], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 28, 28], "float32"], ["TENSOR", [128, 384, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 28, 28, "float32"], [128, 384, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1290188, "c": null, "e": [["tile_co", "sp", [1, 32, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 7, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00400945984], 0, 5.800011396408081, 1538260616.7798574], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 352, 28, 28], "float32"], ["TENSOR", [128, 352, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 352, 28, 28, "float32"], [128, 352, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 543692, "c": null, "e": [["tile_co", "sp", [1, 32, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 7, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.003726450814814815], 0, 5.753964900970459, 1538261776.9915953], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 320, 28, 28], "float32"], ["TENSOR", [128, 320, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 320, 28, 28, "float32"], [128, 320, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1266860, "c": null, "e": [["tile_co", "sp", [1, 32, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 7, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0034079587333333333], 0, 3.8111042976379395, 1538263080.805549], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 28, 28], "float32"], ["TENSOR", [128, 288, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 288, 28, 28, "float32"], [128, 288, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 497036, "c": null, "e": [["tile_co", "sp", [1, 32, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 7, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0030983644242424243], 0, 0.9946346282958984, 1538263669.830712], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 28, 28], "float32"], ["TENSOR", [128, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 28, 28, "float32"], [128, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1300771, "c": null, "e": [["tile_co", "sp", [2, 16, 4]], ["tile_oh", "sp", [14, 1, 2]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0027880089729729733], 0, 3.930661201477051, 1538265020.223462], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 224, 28, 28], "float32"], ["TENSOR", [128, 224, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 224, 28, 28, "float32"], [128, 224, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1251019, "c": null, "e": [["tile_co", "sp", [2, 16, 4]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [2, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002671627052631579], 0, 2.776970148086548, 1538266112.4372432], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 28, 28], "float32"], ["TENSOR", [128, 192, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 28, 28, "float32"], [128, 192, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1242450, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [14, 1, 2]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0021923815], 0, 5.4998619556427, 1538267618.4328883], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 28, 28], "float32"], ["TENSOR", [128, 160, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 160, 28, 28, "float32"], [128, 160, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 554705, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0018831142407407407], 0, 0.841820240020752, 1538267827.086937], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float32"], ["TENSOR", [32, 128, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 28, 28, "float32"], [32, 128, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 11712, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [8, 16]], ["tile_t2", "sp", [2, 16]], ["c_unroll", "sp", [64, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.0033791028333333335], 0, 9.762807130813599, 1538269143.625517], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float32"], ["TENSOR", [128, 128, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 28, 28, "float32"], [128, 128, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1289106, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [14, 1, 2]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0015545827538461538], 0, 11.107493877410889, 1538270464.2763855], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float32"], ["TENSOR", [128, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 56, 56, "float32"], [128, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 3420379, "c": null, "e": [["tile_co", "sp", [2, 16, 4]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0103995151], 0, 2.7131006717681885, 1538272200.8851922], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 224, 56, 56], "float32"], ["TENSOR", [128, 224, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 224, 56, 56, "float32"], [128, 224, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 3549979, "c": null, "e": [["tile_co", "sp", [2, 16, 4]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.009195981363636365], 0, 1.0961134433746338, 1538273341.2677042], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 56, 56], "float32"], ["TENSOR", [128, 192, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 56, 56, "float32"], [128, 192, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 3577267, "c": null, "e": [["tile_co", "sp", [2, 16, 4]], ["tile_oh", "sp", [28, 1, 2]], ["tile_ow", "sp", [2, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.008165028153846154], 0, 0.9725632667541504, 1538274802.4149766], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 56, 56], "float32"], ["TENSOR", [128, 160, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 160, 56, 56, "float32"], [128, 160, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 3416346, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [28, 1, 2]], ["tile_ow", "sp", [1, 28, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.007003896333333333], 0, 1.0899279117584229, 1538275230.4090729], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 56, 56], "float32"], ["TENSOR", [128, 96, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 96, 56, 56, "float32"], [128, 96, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 2662722, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [14, 1, 4]], ["tile_ow", "sp", [4, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.004551849772727273], 0, 1.0746421813964844, 1538276688.247726], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 56, 56], "float32"], ["TENSOR", [32, 128, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 56, 56, "float32"], [32, 128, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 11737, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [4, 32]], ["tile_t2", "sp", [2, 16]], ["c_unroll", "sp", [64, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.010623397599999999], 0, 15.461644172668457, 1538277342.094826], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 8, 8], "float32"], ["TENSOR", [192, 2048, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 2048, 8, 8, "float32"], [192, 2048, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 901946, "c": null, "e": [["tile_co", "sp", [6, 8, 4]], ["tile_oh", "sp", [2, 1, 4]], ["tile_ow", "sp", [1, 8, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.003093141393939394], 0, 0.8539721965789795, 1538278723.3299742], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 8, 8], "float32"], ["TENSOR", [448, 2048, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 2048, 8, 8, "float32"], [448, 2048, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 383911, "c": null, "e": [["tile_co", "sp", [8, 14, 4]], ["tile_oh", "sp", [8, 1, 1]], ["tile_ow", "sp", [2, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.005664537444444445], 0, 4.823970317840576, 1538280064.59884], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 8, 8], "float32"], ["TENSOR", [384, 2048, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 2048, 8, 8, "float32"], [384, 2048, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 483991, "c": null, "e": [["tile_co", "sp", [12, 8, 4]], ["tile_oh", "sp", [4, 2, 1]], ["tile_ow", "sp", [1, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004452871956521739], 0, 4.555937051773071, 1538281364.5627975], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 8, 8], "float32"], ["TENSOR", [320, 2048, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 2048, 8, 8, "float32"], [320, 2048, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 896311, "c": null, "e": [["tile_co", "sp", [8, 10, 4]], ["tile_oh", "sp", [8, 1, 1]], ["tile_ow", "sp", [2, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004279294625], 0, 1.0510468482971191, 1538281943.2283947], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 8, 8], "float32"], ["TENSOR", [192, 1280, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1280, 8, 8, "float32"], [192, 1280, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 907907, "c": null, "e": [["tile_co", "sp", [16, 3, 4]], ["tile_oh", "sp", [1, 2, 4]], ["tile_ow", "sp", [8, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0019612860392156863], 0, 0.8549942970275879, 1538282888.7653813], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 448, 8, 8], "float32"], ["TENSOR", [384, 448, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 448, 8, 8, "float32"], [384, 448, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 47157, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 2], ["tile_t1", "sp", [112, 4]], ["tile_t2", "sp", [96, 4]], ["c_unroll", "sp", [224, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.00531834047368421], 0, 14.510762929916382, 1538283841.445443], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 8, 8], "float32"], ["TENSOR", [448, 1280, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1280, 8, 8, "float32"], [448, 1280, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 921511, "c": null, "e": [["tile_co", "sp", [8, 14, 4]], ["tile_oh", "sp", [8, 1, 1]], ["tile_ow", "sp", [2, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0035744987857142855], 0, 2.635505437850952, 1538285177.5642416], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 8, 8], "float32"], ["TENSOR", [384, 384, 3, 1], "float32"], [1, 1], [1, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 8, 8, "float32"], [384, 384, 3, 1, "float32"], [1, 1], [1, 0], [1, 1], "NCHW", "float32"], {"i": 1199600, "c": null, "e": [["tile_co", "sp", [8, 12, 4]], ["tile_oh", "sp", [2, 1, 4]], ["tile_ow", "sp", [8, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001974696568627451], 0, 2.0515048503875732, 1538286483.4281964], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 8, 8], "float32"], ["TENSOR", [384, 384, 1, 3], "float32"], [1, 1], [0, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 8, 8, "float32"], [384, 384, 1, 3, "float32"], [1, 1], [0, 1], [1, 1], "NCHW", "float32"], {"i": 1152513, "c": null, "e": [["tile_co", "sp", [6, 16, 4]], ["tile_oh", "sp", [4, 2, 1]], ["tile_ow", "sp", [2, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0020042177647058824], 0, 4.1319239139556885, 1538287961.675134], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 8, 8], "float32"], ["TENSOR", [384, 1280, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1280, 8, 8, "float32"], [384, 1280, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1142898, "c": null, "e": [["tile_co", "sp", [16, 6, 4]], ["tile_oh", "sp", [2, 4, 1]], ["tile_ow", "sp", [1, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0028543698333333336], 0, 2.809438705444336, 1538288783.3593895], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 8, 8], "float32"], ["TENSOR", [320, 1280, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1280, 8, 8, "float32"], [320, 1280, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 358711, "c": null, "e": [["tile_co", "sp", [8, 10, 4]], ["tile_oh", "sp", [8, 1, 1]], ["tile_ow", "sp", [2, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0027366005789473684], 0, 1.054525375366211, 1538289787.9132423], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 17, 17], "float32"], ["TENSOR", [192, 192, 3, 3], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 17, 17, "float32"], [192, 192, 3, 3, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 905561, "c": null, "e": [["tile_co", "sp", [2, 24, 4]], ["tile_oh", "sp", [8, 1, 1]], ["tile_ow", "sp", [1, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0026406593947368422], 0, 11.853938817977905, 1538291270.600422], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 17, 17], "float32"], ["TENSOR", [320, 192, 3, 3], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 17, 17, "float32"], [320, 192, 3, 3, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 897151, "c": null, "e": [["tile_co", "sp", [8, 10, 4]], ["tile_oh", "sp", [8, 1, 1]], ["tile_ow", "sp", [1, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0036642411724137933], 0, 5.887054443359375, 1538291886.969703], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 17, 17], "float32"], ["TENSOR", [192, 192, 7, 1], "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 17, 17, "float32"], [192, 192, 7, 1, "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {"i": 63558, "c": null, "e": [["tile_co", "sp", [3, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.011833980777777777], 0, 6.884978771209717, 1538293164.5629773], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 17, 17], "float32"], ["TENSOR", [192, 192, 1, 7], "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 17, 17, "float32"], [192, 192, 1, 7, "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {"i": 16951, "c": null, "e": [["tile_co", "sp", [1, 12, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.010820508400000001], 0, 1.0737414360046387, 1538293752.6717374], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 17, 17], "float32"], ["TENSOR", [192, 160, 1, 7], "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 160, 17, 17, "float32"], [192, 160, 1, 7, "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {"i": 80946, "c": null, "e": [["tile_co", "sp", [3, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.009603040545454546], 0, 4.703333377838135, 1538294712.964426], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 17, 17], "float32"], ["TENSOR", [160, 160, 7, 1], "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 160, 17, 17, "float32"], [160, 160, 7, 1, "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {"i": 62031, "c": null, "e": [["tile_co", "sp", [4, 5, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.008599302166666666], 0, 5.004313230514526, 1538295442.024167], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 17, 17], "float32"], ["TENSOR", [192, 160, 7, 1], "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 160, 17, 17, "float32"], [192, 160, 7, 1, "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {"i": 83970, "c": null, "e": [["tile_co", "sp", [3, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.009755582363636363], 0, 1.136061191558838, 1538296097.242431], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 17, 17], "float32"], ["TENSOR", [160, 160, 1, 7], "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 160, 17, 17, "float32"], [160, 160, 1, 7, "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {"i": 26675, "c": null, "e": [["tile_co", "sp", [5, 8, 4]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00843149725], 0, 3.9440596103668213, 1538296741.1481023], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 17, 17], "float32"], ["TENSOR", [160, 768, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 768, 17, 17, "float32"], [160, 768, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 45401, "c": null, "e": [["tile_co", "sp", [1, 20, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.006762913266666667], 0, 1.6746673583984375, 1538297509.9309263], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 17, 17], "float32"], ["TENSOR", [192, 128, 1, 7], "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 17, 17, "float32"], [192, 128, 1, 7, "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {"i": 62046, "c": null, "e": [["tile_co", "sp", [3, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.007697260153846154], 0, 5.472573757171631, 1538298279.3446426], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 17, 17], "float32"], ["TENSOR", [128, 128, 7, 1], "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 17, 17, "float32"], [128, 128, 7, 1, "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {"i": 6617, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.005569351944444444], 0, 5.74540638923645, 1538299033.025988], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 17, 17], "float32"], ["TENSOR", [192, 128, 7, 1], "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 17, 17, "float32"], [192, 128, 7, 1, "float32"], [1, 1], [3, 0], [1, 1], "NCHW", "float32"], {"i": 63558, "c": null, "e": [["tile_co", "sp", [3, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.007915224307692308], 0, 4.111681938171387, 1538299697.842241], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 17, 17], "float32"], ["TENSOR", [128, 128, 1, 7], "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 17, 17, "float32"], [128, 128, 1, 7, "float32"], [1, 1], [0, 3], [1, 1], "NCHW", "float32"], {"i": 6293, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.005384252052631579], 0, 3.2678561210632324, 1538300477.874018], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 17, 17], "float32"], ["TENSOR", [128, 768, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 768, 17, 17, "float32"], [128, 768, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 6293, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0049474270476190475], 0, 3.3933444023132324, 1538301581.5805511], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 17, 17], "float32"], ["TENSOR", [192, 768, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 768, 17, 17, "float32"], [192, 768, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 34337, "c": null, "e": [["tile_co", "sp", [3, 4, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.006945903133333334], 0, 1.8829166889190674, 1538302637.020568], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 35, 35], "float32"], ["TENSOR", [96, 96, 3, 3], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 96, 35, 35, "float32"], [96, 96, 3, 3, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 62971, "c": null, "e": [["tile_co", "sp", [2, 12, 4]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.003962862692307692], 0, 6.376277685165405, 1538302959.3711205], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 35, 35], "float32"], ["TENSOR", [384, 288, 3, 3], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 288, 35, 35, "float32"], [384, 288, 3, 3, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 44774, "c": null, "e": [["tile_co", "sp", [6, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.041978142], 0, 7.7385413646698, 1538303670.8653693], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 35, 35], "float32"], ["TENSOR", [48, 288, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 288, 35, 35, "float32"], [48, 288, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 384373, "c": null, "e": [["tile_co", "sp", [1, 12, 4]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0022062572391304347], 0, 4.3278889656066895, 1538304539.73653], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 35, 35], "float32"], ["TENSOR", [64, 288, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 288, 35, 35, "float32"], [64, 288, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 93264, "c": null, "e": [["tile_co", "sp", [1, 4, 16]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 5, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0041348406], 0, 2.6646549701690674, 1538305463.1177087], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 35, 35], "float32"], ["TENSOR", [48, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 35, 35, "float32"], [48, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 172963, "c": null, "e": [["tile_co", "sp", [1, 12, 4]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0019914488823529414], 0, 0.9817342758178711, 1538306583.0554066], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 35, 35], "float32"], ["TENSOR", [64, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 35, 35, "float32"], [64, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 245969, "c": null, "e": [["tile_co", "sp", [1, 16, 4]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002416825666666667], 0, 4.82902193069458, 1538307282.9633918], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 35, 35], "float32"], ["TENSOR", [32, 192, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 35, 35, "float32"], [32, 192, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 179584, "c": null, "e": [["tile_co", "sp", [2, 4, 4]], ["tile_oh", "sp", [7, 5, 1]], ["tile_ow", "sp", [1, 7, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001231293373493976], 0, 6.851509094238281, 1538308378.8596547], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 35, 35], "float32"], ["TENSOR", [96, 96, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 96, 35, 35, "float32"], [96, 96, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 59786, "c": null, "e": [["tile_bna", "ot", 2], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [24, 4]], ["tile_t2", "sp", [6, 16]], ["c_unroll", "sp", [16, 6]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.00632436325], 0, 3.6381335258483887, 1538309043.413901], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 35, 35], "float32"], ["TENSOR", [96, 64, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 35, 35, "float32"], [96, 64, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 20187, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [16, 4]], ["tile_t2", "sp", [6, 16]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.0040734974], 0, 1.1747214794158936, 1538309857.7112935], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 35, 35], "float32"], ["TENSOR", [64, 48, 5, 5], "float32"], [1, 1], [2, 2], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 48, 35, 35, "float32"], [64, 48, 5, 5, "float32"], [1, 1], [2, 2], [1, 1], "NCHW", "float32"], {"i": 252771, "c": null, "e": [["tile_co", "sp", [4, 4, 4]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.007183659214285714], 0, 7.255812644958496, 1538311104.459706], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 35, 35], "float32"], ["TENSOR", [48, 192, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 35, 35, "float32"], [48, 192, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 359300, "c": null, "e": [["tile_co", "sp", [4, 4, 3]], ["tile_oh", "sp", [7, 5, 1]], ["tile_ow", "sp", [1, 7, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.002339198162790698], 0, 1.0177745819091797, 1538311707.5983207], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 35, 35], "float32"], ["TENSOR", [64, 192, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 35, 35, "float32"], [64, 192, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 52440, "c": null, "e": [["tile_co", "sp", [1, 4, 16]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 5, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0027788449444444445], 0, 3.2167224884033203, 1538312596.7125585], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 80, 73, 73], "float32"], ["TENSOR", [192, 80, 3, 3], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 80, 73, 73, "float32"], [192, 80, 3, 3, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 83225, "c": null, "e": [["tile_co", "sp", [3, 4, 16]], ["tile_oh", "sp", [71, 1, 1]], ["tile_ow", "sp", [71, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.098159602], 0, 13.18534803390503, 1538313661.8016596], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 73, 73], "float32"], ["TENSOR", [80, 64, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 73, 73, "float32"], [80, 64, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 7727, "c": null, "e": [["tile_co", "sp", [1, 10, 8]], ["tile_oh", "sp", [73, 1, 1]], ["tile_ow", "sp", [73, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.006182748], 0, 5.448895454406738, 1538314361.632059], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 147, 147], "float32"], ["TENSOR", [64, 32, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 147, 147, "float32"], [64, 32, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 429926, "c": null, "e": [["tile_co", "sp", [8, 2, 4]], ["tile_oh", "sp", [147, 1, 1]], ["tile_ow", "sp", [7, 7, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0448735845], 0, 5.395364999771118, 1538316332.9785912], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 149, 149], "float32"], ["TENSOR", [32, 32, 3, 3], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 149, 149, "float32"], [32, 32, 3, 3, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 757904, "c": null, "e": [["tile_co", "sp", [1, 8, 4]], ["tile_oh", "sp", [147, 1, 1]], ["tile_ow", "sp", [7, 7, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.019910080333333333], 0, 1.1186540126800537, 1538317451.7706919], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 299, 299], "float32"], ["TENSOR", [32, 3, 3, 3], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 3, 299, 299, "float32"], [32, 3, 3, 3, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 8711, "c": null, "e": [["tile_co", "sp", [1, 4, 8]], ["tile_oh", "sp", [149, 1, 1]], ["tile_ow", "sp", [149, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004713186727272728], 0, 1.125840663909912, 1538318266.8900588], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 1, 1], "float32"], ["TENSOR", [1000, 1280, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1280, 1, 1, "float32"], [1000, 1280, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 10728, "c": null, "e": [["tile_co", "sp", [250, 1, 4]], ["tile_oh", "sp", [1, 1, 1]], ["tile_ow", "sp", [1, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011362910222222223], 0, 0.8758072853088379, 1538318910.1584704], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 320, 7, 7], "float32"], ["TENSOR", [1280, 320, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 320, 7, 7, "float32"], [1280, 320, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 129501, "c": null, "e": [["tile_co", "sp", [80, 4, 4]], ["tile_oh", "sp", [1, 1, 7]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002977701382352941], 0, 3.4135563373565674, 1538319564.1158729], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 960, 7, 7], "float32"], ["TENSOR", [320, 960, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 960, 7, 7, "float32"], [320, 960, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 33644, "c": null, "e": [["tile_co", "sp", [20, 2, 8]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002764596108108108], 0, 4.536156415939331, 1538320266.65954], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 960, 7, 7], "float32"], ["TENSOR", [160, 960, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 960, 7, 7, "float32"], [160, 960, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 21762, "c": null, "e": [["tile_co", "sp", [4, 10, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.00168144845], 0, 4.475642442703247, 1538320866.5682778], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 960, 7, 7], "float32"], ["TENSOR", [960, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 960, 7, 7, "float32"], [960, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 17673, "c": null, "e": [["tile_c", "sp", [80, 6, 2]], ["tile_y", "sp", [1, 7, 1]], ["tile_x", "sp", [1, 1, 7]], ["ann_spatial", "an", ["none", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0003460237542662116], 0, 0.9481427669525146, 1538321455.6322298], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 7, 7], "float32"], ["TENSOR", [960, 160, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 160, 7, 7, "float32"], [960, 160, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 103641, "c": null, "e": [["tile_co", "sp", [60, 4, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0013231910263157894], 0, 3.4934847354888916, 1538322329.2898219], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 576, 7, 7], "float32"], ["TENSOR", [160, 576, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 576, 7, 7, "float32"], [160, 576, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 8721, "c": null, "e": [["tile_co", "sp", [4, 10, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "none", "unroll"]]], "t": "direct"}], "r": [[0.0010643950736842105], 0, 9.561098337173462, 1538323070.1605473], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 576, 14, 14], "float32"], ["TENSOR", [576, 1, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 576, 14, 14, "float32"], [576, 1, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "float32"], {"i": 3868, "c": null, "e": [["tile_c", "sp", [96, 6, 1]], ["tile_y", "sp", [1, 1, 7]], ["tile_x", "sp", [1, 7, 1]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0004189379958677686], 0, 2.461210250854492, 1538323770.3301597], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 576, 14, 14], "float32"], ["TENSOR", [96, 576, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 576, 14, 14, "float32"], [96, 576, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 558839, "c": null, "e": [["tile_co", "sp", [12, 2, 4]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0014517212898550725], 0, 5.802470684051514, 1538325082.4654295], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 576, 14, 14], "float32"], ["TENSOR", [576, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 576, 14, 14, "float32"], [576, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 264772, "c": null, "e": [["tile_c", "sp", [96, 6, 1]], ["tile_y", "sp", [7, 2, 1]], ["tile_x", "sp", [7, 1, 2]], ["ann_spatial", "an", ["vec", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0005632651945945946], 0, 0.8403832912445068, 1538325297.6404765], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 14, 14], "float32"], ["TENSOR", [576, 96, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 96, 14, 14, "float32"], [576, 96, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1476440, "c": null, "e": [["tile_co", "sp", [36, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012728439873417722], 0, 3.9396111965179443, 1538326108.6378531], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 14, 14], "float32"], ["TENSOR", [96, 384, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 14, 14, "float32"], [96, 384, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 543530, "c": null, "e": [["tile_co", "sp", [12, 2, 4]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0010562107216494847], 0, 0.9871692657470703, 1538327366.8222942], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 14, 14], "float32"], ["TENSOR", [64, 384, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 14, 14, "float32"], [64, 384, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 91831, "c": null, "e": [["tile_co", "sp", [4, 2, 8]], ["tile_oh", "sp", [1, 14, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0008975298947368421], 0, 1.9642689228057861, 1538328275.460502], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 384, 14, 14], "float32"], ["TENSOR", [384, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 384, 14, 14, "float32"], [384, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 108976, "c": null, "e": [["tile_c", "sp", [64, 6, 1]], ["tile_y", "sp", [7, 2, 1]], ["tile_x", "sp", [7, 1, 2]], ["ann_spatial", "an", ["unroll", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0003887394031007752], 0, 1.04939603805542, 1538329208.6015944], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 14, 14], "float32"], ["TENSOR", [384, 64, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 14, 14, "float32"], [384, 64, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 975389, "c": null, "e": [["tile_co", "sp", [24, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007483880223880597], 0, 0.9486618041992188, 1538330204.8111427], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 14, 14], "float32"], ["TENSOR", [64, 192, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 14, 14, "float32"], [64, 192, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 239275, "c": null, "e": [["tile_co", "sp", [4, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0004616047863636364], 0, 3.9898664951324463, 1538331242.3884757], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 192, 28, 28], "float32"], ["TENSOR", [192, 1, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 192, 28, 28, "float32"], [192, 1, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "float32"], {"i": 105172, "c": null, "e": [["tile_c", "sp", [32, 6, 1]], ["tile_y", "sp", [7, 2, 1]], ["tile_x", "sp", [7, 1, 2]], ["ann_spatial", "an", ["unroll", "vec", "unroll"]]], "t": "direct"}], "r": [[0.00048510188888888886], 0, 0.8756880760192871, 1538332014.3610058], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 28, 28], "float32"], ["TENSOR", [32, 192, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 192, 28, 28, "float32"], [32, 192, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 744043, "c": null, "e": [["tile_co", "sp", [2, 4, 4]], ["tile_oh", "sp", [14, 1, 2]], ["tile_ow", "sp", [14, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0009568258679245284], 0, 4.936660528182983, 1538332783.0402787], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 192, 28, 28], "float32"], ["TENSOR", [192, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 192, 28, 28, "float32"], [192, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 48402, "c": null, "e": [["tile_c", "sp", [16, 6, 2]], ["tile_y", "sp", [28, 1, 1]], ["tile_x", "sp", [1, 4, 7]], ["ann_spatial", "an", ["none", "none", "unroll"]]], "t": "direct"}], "r": [[0.0007704952538461538], 0, 3.2735280990600586, 1538333856.746618], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 28, 28], "float32"], ["TENSOR", [192, 32, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 28, 28, "float32"], [192, 32, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 2238636, "c": null, "e": [["tile_co", "sp", [12, 4, 4]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [2, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0008696808434782609], 0, 0.8544929027557373, 1538334844.0878804], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 144, 28, 28], "float32"], ["TENSOR", [32, 144, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 144, 28, 28, "float32"], [32, 144, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 296426, "c": null, "e": [["tile_co", "sp", [8, 1, 4]], ["tile_oh", "sp", [4, 7, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007208077785714285], 0, 3.8276727199554443, 1538336095.7105505], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 144, 56, 56], "float32"], ["TENSOR", [144, 1, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 144, 56, 56, "float32"], [144, 1, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "float32"], {"i": 132934, "c": null, "e": [["tile_c", "sp", [24, 6, 1]], ["tile_y", "sp", [14, 2, 1]], ["tile_x", "sp", [7, 1, 4]], ["ann_spatial", "an", ["none", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0012693614625], 0, 1.0440986156463623, 1538337179.0411355], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 144, 56, 56], "float32"], ["TENSOR", [24, 144, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 144, 56, 56, "float32"], [24, 144, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1120550, "c": null, "e": [["tile_co", "sp", [2, 3, 4]], ["tile_oh", "sp", [28, 2, 1]], ["tile_ow", "sp", [7, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0020960426041666666], 0, 2.749624013900757, 1538338028.0462437], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 144, 56, 56], "float32"], ["TENSOR", [144, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 144, 56, 56, "float32"], [144, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 364504, "c": null, "e": [["tile_c", "sp", [24, 6, 1]], ["tile_y", "sp", [56, 1, 1]], ["tile_x", "sp", [7, 2, 4]], ["ann_spatial", "an", ["none", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0016924053833333335], 0, 1.1420512199401855, 1538339330.142449], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 24, 56, 56], "float32"], ["TENSOR", [144, 24, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 24, 56, 56, "float32"], [144, 24, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 3690940, "c": null, "e": [["tile_co", "sp", [9, 4, 4]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001836336509090909], 0, 0.9741520881652832, 1538340477.3736506], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 56, 56], "float32"], ["TENSOR", [24, 96, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 96, 56, 56, "float32"], [24, 96, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1203321, "c": null, "e": [["tile_co", "sp", [1, 6, 4]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0014784792647058822], 0, 11.301132440567017, 1538341957.5027587], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 96, 112, 112], "float32"], ["TENSOR", [96, 1, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 96, 112, 112, "float32"], [96, 1, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "float32"], {"i": 708754, "c": null, "e": [["tile_c", "sp", [16, 6, 1]], ["tile_y", "sp", [56, 1, 1]], ["tile_x", "sp", [7, 2, 4]], ["ann_spatial", "an", ["unroll", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0030467906363636364], 0, 10.850241899490356, 1538343530.652503], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 16, 112, 112], "float32"], ["TENSOR", [96, 16, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 16, 112, 112, "float32"], [96, 16, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 14048590, "c": null, "e": [["tile_co", "sp", [6, 4, 4]], ["tile_oh", "sp", [28, 1, 4]], ["tile_ow", "sp", [8, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004229807958333333], 0, 6.609508752822876, 1538344776.175978], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 112, 112], "float32"], ["TENSOR", [16, 32, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 112, 112, "float32"], [16, 32, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 3295361, "c": null, "e": [["tile_co", "sp", [1, 4, 4]], ["tile_oh", "sp", [112, 1, 1]], ["tile_ow", "sp", [2, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0016980724745762712], 0, 3.640692949295044, 1538346282.499106], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 112, 112], "float32"], ["TENSOR", [32, 32, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 112, 112, "float32"], [32, 32, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1721803, "c": null, "e": [["tile_co", "sp", [2, 4, 4]], ["tile_oh", "sp", [112, 1, 1]], ["tile_ow", "sp", [2, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002463403], 0, 2.841625213623047, 1538347943.6641102], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 1024], "float32"], ["TENSOR", [1000, 1024], "float32"], null], {}, ["dense", [1, 1024, "float32"], [1000, 1024, "float32"], 0], {"i": 407, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [40, 25, 1]], ["c_unroll", "sp", [64, 16]]], "c": null, "t": "direct"}], "r": [[0.0008327435573770492], 0, 3.116755485534668, 1538348112.5131621], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 7, 7], "float32"], ["TENSOR", [1024, 1024, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1024, 7, 7, "float32"], [1024, 1024, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 63977, "c": null, "e": [["tile_co", "sp", [64, 4, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.007325475600000001], 0, 1.8138630390167236, 1535374999.9505277], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 1024, 7, 7], "float32"], ["TENSOR", [1024, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 1024, 7, 7, "float32"], [1024, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 7564, "c": null, "e": [["tile_c", "sp", [16, 4, 16]], ["tile_y", "sp", [7, 1, 1]], ["tile_x", "sp", [1, 1, 7]], ["ann_spatial", "an", ["unroll", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.000412161125], 0, 0.7525043487548828, 1534782760.153166], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 7, 7], "float32"], ["TENSOR", [1024, 512, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 7, 7, "float32"], [1024, 512, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 25367, "c": null, "e": [["tile_co", "sp", [64, 4, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0036721981000000002], 0, 3.881497859954834, 1535375736.392116], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 512, 14, 14], "float32"], ["TENSOR", [512, 1, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 512, 14, 14, "float32"], [512, 1, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "float32"], {"i": 8527, "c": null, "e": [["tile_c", "sp", [128, 4, 1]], ["tile_y", "sp", [1, 1, 7]], ["tile_x", "sp", [7, 1, 1]], ["ann_spatial", "an", ["vec", "none", "unroll"]]], "t": "direct"}], "r": [[0.0003942965], 0, 0.432330846786499, 1534782059.079115], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 14, 14], "float32"], ["TENSOR", [512, 512, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 14, 14, "float32"], [512, 512, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 497274, "c": null, "e": [["tile_co", "sp", [128, 1, 4]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004716177], 0, 2.6632957458496094, 1535376695.0092752], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 512, 14, 14], "float32"], ["TENSOR", [512, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 512, 14, 14, "float32"], [512, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 47082, "c": null, "e": [["tile_c", "sp", [128, 4, 1]], ["tile_y", "sp", [7, 2, 1]], ["tile_x", "sp", [1, 7, 2]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0005478352], 0, 3.827186107635498, 1535377399.6289985], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float32"], ["TENSOR", [512, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 14, 14, "float32"], [512, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 478906, "c": null, "e": [["tile_co", "sp", [32, 4, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0024410087], 0, 3.8536217212677, 1535377744.7710824], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 256, 28, 28], "float32"], ["TENSOR", [256, 1, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 256, 28, 28, "float32"], [256, 1, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "float32"], {"i": 56342, "c": null, "e": [["tile_c", "sp", [64, 4, 1]], ["tile_y", "sp", [7, 2, 1]], ["tile_x", "sp", [7, 1, 2]], ["ann_spatial", "an", ["unroll", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0006491035], 0, 0.49543166160583496, 1534780068.517396], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 28, 28], "float32"], ["TENSOR", [256, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 28, 28, "float32"], [256, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 650452, "c": null, "e": [["tile_co", "sp", [2, 32, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 7, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004925248375], 0, 0.5273537635803223, 1534779379.078077], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 256, 28, 28], "float32"], ["TENSOR", [256, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 256, 28, 28, "float32"], [256, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 110207, "c": null, "e": [["tile_c", "sp", [64, 4, 1]], ["tile_y", "sp", [14, 2, 1]], ["tile_x", "sp", [7, 1, 4]], ["ann_spatial", "an", ["none", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0008478718], 0, 1.851642370223999, 1535378841.8770516], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float32"], ["TENSOR", [256, 128, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 28, 28, "float32"], [256, 128, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1567640, "c": null, "e": [["tile_co", "sp", [8, 8, 4]], ["tile_oh", "sp", [14, 1, 2]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0026343824], 0, 0.6797151565551758, 1535379471.8211994], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 128, 56, 56], "float32"], ["TENSOR", [128, 1, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 128, 56, 56, "float32"], [128, 1, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "float32"], {"i": 228134, "c": null, "e": [["tile_c", "sp", [32, 4, 1]], ["tile_y", "sp", [14, 2, 1]], ["tile_x", "sp", [7, 1, 4]], ["ann_spatial", "an", ["vec", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0011536251000000002], 0, 0.6222481727600098, 1535380022.245833], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 56, 56], "float32"], ["TENSOR", [128, 128, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 56, 56, "float32"], [128, 128, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1508778, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00551769375], 0, 0.48728442192077637, 1534777149.812052], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 128, 56, 56], "float32"], ["TENSOR", [128, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 128, 56, 56, "float32"], [128, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 413714, "c": null, "e": [["tile_c", "sp", [32, 4, 1]], ["tile_y", "sp", [14, 4, 1]], ["tile_x", "sp", [1, 7, 8]], ["ann_spatial", "an", ["unroll", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0014407702], 0, 3.0985889434814453, 1535381111.3575757], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float32"], ["TENSOR", [128, 64, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 56, 56, "float32"], [128, 64, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 3582378, "c": null, "e": [["tile_co", "sp", [4, 8, 4]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0031562310000000002], 0, 2.764233112335205, 1535381578.816183], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 64, 112, 112], "float32"], ["TENSOR", [64, 1, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 64, 112, 112, "float32"], [64, 1, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "float32"], {"i": 390602, "c": null, "e": [["tile_c", "sp", [16, 4, 1]], ["tile_y", "sp", [56, 1, 1]], ["tile_x", "sp", [7, 2, 4]], ["ann_spatial", "an", ["unroll", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0021837009], 0, 4.606369733810425, 1535382047.4107864], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 112, 112], "float32"], ["TENSOR", [64, 32, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 112, 112, "float32"], [64, 32, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 2522535, "c": null, "e": [["tile_co", "sp", [4, 4, 4]], ["tile_oh", "sp", [112, 1, 1]], ["tile_ow", "sp", [2, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004092848125], 0, 0.5883266925811768, 1534774593.4489887], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 32, 112, 112], "float32"], ["TENSOR", [32, 1, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "float32"], {}, ["depthwise_conv2d_nchw", [1, 32, 112, 112, "float32"], [32, 1, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "float32"], {"i": 667172, "c": null, "e": [["tile_c", "sp", [8, 4, 1]], ["tile_y", "sp", [112, 1, 1]], ["tile_x", "sp", [2, 7, 8]], ["ann_spatial", "an", ["unroll", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0014363367], 0, 4.407003164291382, 1535384067.9484398], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float32"], ["TENSOR", [32, 3, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 3, 224, 224, "float32"], [32, 3, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {"i": 4528453, "c": null, "e": [["tile_co", "sp", [2, 4, 4]], ["tile_oh", "sp", [112, 1, 1]], ["tile_ow", "sp", [2, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00200064425], 0, 0.7528524398803711, 1534773368.5821507], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 13, 13], "float32"], ["TENSOR", [64, 384, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 13, 13, "float32"], [64, 384, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 27993, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000986561625], 0, 0.4286386966705322, 1534790875.5712688], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 13, 13], "float32"], ["TENSOR", [48, 384, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 13, 13, "float32"], [48, 384, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 45124, "c": null, "e": [["tile_co", "sp", [3, 2, 8]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [1, 13, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000964101125], 0, 0.45015430450439453, 1534790533.7602704], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 13, 13], "float32"], ["TENSOR", [192, 48, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 48, 13, 13, "float32"], [192, 48, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 65809, "c": null, "e": [["tile_co", "sp", [8, 6, 4]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0022707995], 0, 0.7499988079071045, 1534790026.0973186], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 13, 13], "float32"], ["TENSOR", [192, 48, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 48, 13, 13, "float32"], [192, 48, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 81715, "c": null, "e": [["tile_co", "sp", [1, 12, 16]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000471697625], 0, 0.5158183574676514, 1534789467.3603568], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 13, 13], "float32"], ["TENSOR", [48, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 13, 13, "float32"], [48, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 34909, "c": null, "e": [["tile_co", "sp", [3, 2, 8]], ["tile_oh", "sp", [1, 13, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.000679179875], 0, 0.4952850341796875, 1534789066.4712656], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 27, 27], "float32"], ["TENSOR", [32, 128, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 27, 27, "float32"], [32, 128, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 99553, "c": null, "e": [["tile_co", "sp", [2, 4, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [9, 1, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000670541125], 0, 0.45807671546936035, 1534786969.579846], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 55, 55], "float32"], ["TENSOR", [16, 64, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 55, 55, "float32"], [16, 64, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 130556, "c": null, "e": [["tile_co", "sp", [1, 4, 4]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000894939625], 0, 0.43424487113952637, 1534785262.3156724], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float32"], ["TENSOR", [64, 3, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 3, 224, 224, "float32"], [64, 3, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {"i": 2465835, "c": null, "e": [["tile_co", "sp", [4, 4, 4]], ["tile_oh", "sp", [112, 1, 1]], ["tile_ow", "sp", [2, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.003503452], 0, 0.631648063659668, 1534784665.5832863], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 13, 13], "float32"], ["TENSOR", [1000, 512, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 13, 13, "float32"], [1000, 512, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 39429, "c": null, "e": [["tile_co", "sp", [125, 2, 4]], ["tile_oh", "sp", [1, 13, 1]], ["tile_ow", "sp", [1, 1, 13]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.012538046625], 0, 0.7728147506713867, 1534792723.6829607], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 13, 13], "float32"], ["TENSOR", [256, 64, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 13, 13, "float32"], [256, 64, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 13112, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [1, 64]], ["tile_t2", "sp", [64, 4]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.001856853125], 0, 0.8097231388092041, 1534791707.3338065], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 13, 13], "float32"], ["TENSOR", [256, 64, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 13, 13, "float32"], [256, 64, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 33244, "c": null, "e": [["tile_co", "sp", [1, 16, 16]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.000641737375], 0, 0.44287848472595215, 1534791308.1715407], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 13, 13], "float32"], ["TENSOR", [64, 512, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 13, 13, "float32"], [64, 512, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 27741, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00126302175], 0, 0.4725668430328369, 1534792188.234129], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 27, 27], "float32"], ["TENSOR", [256, 64, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 27, 27, "float32"], [256, 64, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 18787, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [16, 4]], ["tile_t2", "sp", [32, 8]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.005588395944444445], 0, 6.1490254402160645, 1538376068.1898043], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 27, 27], "float32"], ["TENSOR", [256, 64, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 27, 27, "float32"], [256, 64, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 369199, "c": null, "e": [["tile_co", "sp", [16, 4, 4]], ["tile_oh", "sp", [9, 1, 3]], ["tile_ow", "sp", [27, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0018697662962962962], 0, 1.701404333114624, 1538376841.6628475], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 27, 27], "float32"], ["TENSOR", [64, 384, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 27, 27, "float32"], [64, 384, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 127697, "c": null, "e": [["tile_co", "sp", [1, 16, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [1, 9, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0026870259210526313], 0, 0.8440773487091064, 1538377712.0940447], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 27, 27], "float32"], ["TENSOR", [48, 384, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 384, 27, 27, "float32"], [48, 384, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 205228, "c": null, "e": [["tile_co", "sp", [1, 12, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [1, 9, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0021594435957446806], 0, 3.4219133853912354, 1538379032.4608843], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 27, 27], "float32"], ["TENSOR", [192, 48, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 48, 27, 27, "float32"], [192, 48, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 357879, "c": null, "e": [["tile_co", "sp", [4, 12, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [1, 9, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00514746175], 0, 4.5888519287109375, 1538380304.8954253], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 27, 27], "float32"], ["TENSOR", [192, 48, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 48, 27, 27, "float32"], [192, 48, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 380585, "c": null, "e": [["tile_co", "sp", [3, 4, 16]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [1, 27, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0013880688630136986], 0, 0.8284728527069092, 1538381483.2091045], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 27, 27], "float32"], ["TENSOR", [48, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 27, 27, "float32"], [48, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 191728, "c": null, "e": [["tile_co", "sp", [1, 12, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [1, 9, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0015026609701492537], 0, 0.8274130821228027, 1538382583.1104581], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 27, 27], "float32"], ["TENSOR", [128, 32, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 27, 27, "float32"], [128, 32, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 387379, "c": null, "e": [["tile_co", "sp", [2, 16, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [1, 9, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002533298875], 0, 0.6990301609039307, 1534787829.1735094], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 27, 27], "float32"], ["TENSOR", [128, 32, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 27, 27, "float32"], [128, 32, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 156257, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [9, 1, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000720014875], 0, 0.44545745849609375, 1534787339.650611], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 27, 27], "float32"], ["TENSOR", [32, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 27, 27, "float32"], [32, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 99553, "c": null, "e": [["tile_co", "sp", [2, 4, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [9, 1, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00112849375], 0, 0.4669630527496338, 1534788519.350505], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 55, 55], "float32"], ["TENSOR", [128, 32, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 55, 55, "float32"], [128, 32, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 324989, "c": null, "e": [["tile_co", "sp", [8, 4, 4]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00979368418181818], 0, 2.642887592315674, 1538386305.035], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 55, 55], "float32"], ["TENSOR", [128, 32, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 32, 55, 55, "float32"], [128, 32, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 132540, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002558397], 0, 2.0922298431396484, 1538387352.3431842], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 55, 55], "float32"], ["TENSOR", [32, 128, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 55, 55, "float32"], [32, 128, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 142981, "c": null, "e": [["tile_co", "sp", [2, 4, 4]], ["tile_oh", "sp", [11, 1, 5]], ["tile_ow", "sp", [55, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0024637076585365854], 0, 1.844597578048706, 1538387843.6667852], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 55, 55], "float32"], ["TENSOR", [16, 128, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 55, 55, "float32"], [16, 128, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 135416, "c": null, "e": [["tile_co", "sp", [1, 4, 4]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001490051], 0, 0.4474771022796631, 1534786546.7636065], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 16, 55, 55], "float32"], ["TENSOR", [64, 16, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 16, 55, 55, "float32"], [64, 16, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 252771, "c": null, "e": [["tile_co", "sp", [4, 4, 4]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00299680025], 0, 0.9511630535125732, 1534785996.6508455], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 16, 55, 55], "float32"], ["TENSOR", [64, 16, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 16, 55, 55, "float32"], [64, 16, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 107619, "c": null, "e": [["tile_co", "sp", [4, 4, 4]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0008865205], 0, 0.48459386825561523, 1534785643.458716], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 55, 55], "float32"], ["TENSOR", [16, 96, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 96, 55, 55, "float32"], [16, 96, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 54011, "c": null, "e": [["tile_co", "sp", [1, 4, 4]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011997278452380953], 0, 0.8168883323669434, 1538391589.1191638], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float32"], ["TENSOR", [96, 3, 7, 7], "float32"], [2, 2], [3, 3], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 3, 224, 224, "float32"], [96, 3, 7, 7, "float32"], [2, 2], [3, 3], [1, 1], "NCHW", "float32"], {"i": 14039582, "c": null, "e": [["tile_co", "sp", [4, 6, 4]], ["tile_oh", "sp", [56, 1, 2]], ["tile_ow", "sp", [28, 4, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.019280515], 0, 2.3462038040161133, 1538393197.0185685], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 4096], "float32"], ["TENSOR", [1000, 4096], "float32"], ["TENSOR", [1000], "float32"]], {}, ["dense", [1, 4096, "float32"], [1000, 4096, "float32"], [1000, "float32"]], {"i": 301, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [500, 2, 1]], ["c_unroll", "sp", [512, 8]]], "c": null, "t": "direct"}], "r": [[0.003322406741935484], 0, 1.7017889022827148, 1538393567.5084052], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 4096], "float32"], ["TENSOR", [4096, 4096], "float32"], ["TENSOR", [4096], "float32"]], {}, ["dense", [1, 4096, "float32"], [4096, 4096, "float32"], [4096, "float32"]], {"i": 371, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [32, 128, 1]], ["c_unroll", "sp", [256, 16]]], "c": null, "t": "direct"}], "r": [[0.012385585777777777], 0, 7.105235576629639, 1538394518.237648], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 25088], "float32"], ["TENSOR", [4096, 25088], "float32"], ["TENSOR", [4096], "float32"]], {}, ["dense", [1, 25088, "float32"], [4096, 25088, "float32"], [4096, "float32"]], {"i": 734, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [64, 64, 1]], ["c_unroll", "sp", [784, 32]]], "c": null, "t": "direct"}], "r": [[0.07633933325], 0, 4.170381546020508, 1538395670.6374521], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 14, 14], "float32"], ["TENSOR", [512, 512, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 14, 14, "float32"], [512, 512, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 15562, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [8, 64]], ["tile_t2", "sp", [16, 32]], ["c_unroll", "sp", [256, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.017874490833333333], 0, 1.290653944015503, 1538396945.6981122], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float32"], ["TENSOR", [512, 512, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 28, 28, "float32"], [512, 512, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 15187, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [4, 128]], ["tile_t2", "sp", [64, 8]], ["c_unroll", "sp", [256, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.04691042125], 0, 20.44170594215393, 1538397677.1434402], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 28, 28], "float32"], ["TENSOR", [512, 256, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 28, 28, "float32"], [512, 256, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 15662, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [64, 4]], ["tile_t2", "sp", [8, 64]], ["c_unroll", "sp", [128, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.0242106638], 0, 15.754741668701172, 1538398988.6440294], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float32"], ["TENSOR", [256, 256, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 56, 56, "float32"], [256, 256, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 21262, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [64, 4]], ["tile_t2", "sp", [64, 4]], ["c_unroll", "sp", [128, 2]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.05234300175], 0, 7.359251260757446, 1538400291.1852999], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 56, 56], "float32"], ["TENSOR", [256, 128, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 56, 56, "float32"], [256, 128, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 22062, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [32, 4]], ["tile_t2", "sp", [4, 64]], ["c_unroll", "sp", [64, 2]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.0289213615], 0, 9.471327066421509, 1538401754.8965714], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 112, 112], "float32"], ["TENSOR", [128, 128, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 112, 112, "float32"], [128, 128, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 21387, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [1, 128]], ["tile_t2", "sp", [32, 4]], ["c_unroll", "sp", [64, 2]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.074520321], 0, 7.8939855098724365, 1538403014.524347], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 112, 112], "float32"], ["TENSOR", [128, 64, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 112, 112, "float32"], [128, 64, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 13012, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [16, 4]], ["tile_t2", "sp", [32, 4]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.042412352], 0, 13.567544221878052, 1538404298.4877222], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 224, 224], "float32"], ["TENSOR", [64, 64, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 224, 224, "float32"], [64, 64, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 16437, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [1, 64]], ["tile_t2", "sp", [16, 4]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.1168684115], 0, 4.753565549850464, 1538405808.8227706], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float32"], ["TENSOR", [64, 3, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 3, 224, 224, "float32"], [64, 3, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 12254859, "c": null, "e": [["tile_co", "sp", [4, 4, 4]], ["tile_oh", "sp", [112, 1, 2]], ["tile_ow", "sp", [8, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.011571153333333334], 0, 7.192219972610474, 1538407820.9872587], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 512], "float32"], ["TENSOR", [1000, 512], "float32"], ["TENSOR", [1000], "float32"]], {}, ["dense", [1, 512, "float32"], [1000, 512, "float32"], [1000, "float32"]], {"i": 403, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [200, 5, 1]], ["c_unroll", "sp", [32, 16]]], "c": null, "t": "direct"}], "r": [[0.0004548072443438914], 0, 1.7648944854736328, 1538408504.6271598], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float32"], ["TENSOR", [512, 256, 1, 1], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 14, 14, "float32"], [512, 256, 1, 1, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 9598, "c": null, "e": [["tile_co", "sp", [32, 2, 8]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0012421755853658538], 0, 1.6651322841644287, 1538409729.06011], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float32"], ["TENSOR", [512, 256, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 14, 14, "float32"], [512, 256, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {"i": 23174, "c": null, "e": [["tile_co", "sp", [128, 1, 4]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00782902476923077], 0, 5.621083498001099, 1538410429.7944782], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float32"], ["TENSOR", [256, 128, 1, 1], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 28, 28, "float32"], [256, 128, 1, 1, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 401604, "c": null, "e": [["tile_co", "sp", [32, 1, 8]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011055100322580644], 0, 2.768322229385376, 1538411424.6175883], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float32"], ["TENSOR", [256, 128, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 28, 28, "float32"], [256, 128, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {"i": 391835, "c": null, "e": [["tile_co", "sp", [8, 8, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.006033394117647059], 0, 8.492167472839355, 1538412409.9492764], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float32"], ["TENSOR", [128, 64, 1, 1], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 56, 56, "float32"], [128, 64, 1, 1, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 472416, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012038617023809523], 0, 2.707627534866333, 1538413684.605693], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float32"], ["TENSOR", [128, 64, 3, 3], "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 56, 56, "float32"], [128, 64, 3, 3, "float32"], [2, 2], [1, 1], [1, 1], "NCHW", "float32"], {"i": 1255196, "c": null, "e": [["tile_co", "sp", [1, 32, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 7, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.005840314666666666], 0, 2.1762707233428955, 1538415094.5461981], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 2048], "float32"], ["TENSOR", [1000, 2048], "float32"], ["TENSOR", [1000], "float32"]], {}, ["dense", [1, 2048, "float32"], [1000, 2048, "float32"], [1000, "float32"]], {"i": 303, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [200, 5, 1]], ["c_unroll", "sp", [256, 8]]], "c": null, "t": "direct"}], "r": [[0.0016054948412698414], 0, 5.270214080810547, 1538415378.4916327], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 7, 7], "float32"], ["TENSOR", [512, 2048, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 2048, 7, 7, "float32"], [512, 2048, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 20153, "c": null, "e": [["tile_co", "sp", [8, 16, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.008446886416666667], 0, 1.759467601776123, 1538416829.7712595], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 7, 7], "float32"], ["TENSOR", [2048, 512, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 7, 7, "float32"], [2048, 512, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 75607, "c": null, "e": [["tile_co", "sp", [128, 4, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.007194806571428571], 0, 7.711011171340942, 1538417666.3943324], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 14, 14], "float32"], ["TENSOR", [2048, 1024, 1, 1], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1024, 14, 14, "float32"], [2048, 1024, 1, 1, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 75469, "c": null, "e": [["tile_co", "sp", [64, 2, 16]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.015076324857142857], 0, 0.9855766296386719, 1538418776.0274906], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 7, 7], "float32"], ["TENSOR", [512, 512, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 7, 7, "float32"], [512, 512, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 15112, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [32, 16]], ["tile_t2", "sp", [64, 8]], ["c_unroll", "sp", [256, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.005999681411764705], 0, 1.2697763442993164, 1538419116.7984116], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 14, 14], "float32"], ["TENSOR", [512, 1024, 1, 1], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1024, 14, 14, "float32"], [512, 1024, 1, 1, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 22859, "c": null, "e": [["tile_co", "sp", [32, 1, 16]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004524040565217391], 0, 3.3607022762298584, 1538419966.8548815], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 14, 14], "float32"], ["TENSOR", [256, 1024, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 1024, 14, 14, "float32"], [256, 1024, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 402770, "c": null, "e": [["tile_co", "sp", [8, 8, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0053092713157894735], 0, 2.1933248043060303, 1538420672.554335], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float32"], ["TENSOR", [1024, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 14, 14, "float32"], [1024, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 580032, "c": null, "e": [["tile_co", "sp", [32, 8, 4]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004549202772727272], 0, 1.7156963348388672, 1538421768.1659548], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float32"], ["TENSOR", [1024, 512, 1, 1], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 28, 28, "float32"], [1024, 512, 1, 1, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 232288, "c": null, "e": [["tile_co", "sp", [8, 16, 8]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.012320971777777778], 0, 3.5915160179138184, 1538422680.910124], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float32"], ["TENSOR", [256, 256, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 14, 14, "float32"], [256, 256, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 15287, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [32, 8]], ["tile_t2", "sp", [16, 16]], ["c_unroll", "sp", [128, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.00510876295], 0, 3.906111001968384, 1538423320.169262], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float32"], ["TENSOR", [256, 512, 1, 1], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 28, 28, "float32"], [256, 512, 1, 1, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 83868, "c": null, "e": [["tile_co", "sp", [2, 8, 16]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [14, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0043503498260869565], 0, 1.778557538986206, 1538424080.3775072], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float32"], ["TENSOR", [128, 512, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 512, 28, 28, "float32"], [128, 512, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1220204, "c": null, "e": [["tile_co", "sp", [1, 32, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 7, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.005311743842105263], 0, 1.872971773147583, 1538425377.5546498], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float32"], ["TENSOR", [512, 128, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 28, 28, "float32"], [512, 128, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1916661, "c": null, "e": [["tile_co", "sp", [32, 4, 4]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0050233419000000005], 0, 2.772636651992798, 1538426054.7468307], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float32"], ["TENSOR", [512, 256, 1, 1], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 56, 56, "float32"], [512, 256, 1, 1, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1931521, "c": null, "e": [["tile_co", "sp", [4, 16, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 2, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.012233852777777778], 0, 0.956183671951294, 1538426799.6929834], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float32"], ["TENSOR", [128, 128, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 128, 28, 28, "float32"], [128, 128, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 14962, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [2, 64]], ["tile_t2", "sp", [32, 4]], ["c_unroll", "sp", [64, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.005460027157894737], 0, 12.395811796188354, 1538427909.0246282], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float32"], ["TENSOR", [128, 256, 1, 1], "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 56, 56, "float32"], [128, 256, 1, 1, "float32"], [2, 2], [0, 0], [1, 1], "NCHW", "float32"], {"i": 528793, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [14, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.003750817925925926], 0, 0.8128612041473389, 1538429139.6416435], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float32"], ["TENSOR", [64, 256, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 256, 56, 56, "float32"], [64, 256, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 2660297, "c": null, "e": [["tile_co", "sp", [1, 16, 4]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.006164332941176471], 0, 5.743805646896362, 1538430418.56637], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float32"], ["TENSOR", [256, 64, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 56, 56, "float32"], [256, 64, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 4462400, "c": null, "e": [["tile_co", "sp", [8, 8, 4]], ["tile_oh", "sp", [14, 1, 4]], ["tile_ow", "sp", [4, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.006005954], 0, 2.00496244430542, 1538431724.6584105], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float32"], ["TENSOR", [64, 64, 3, 3], "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 56, 56, "float32"], [64, 64, 3, 3, "float32"], [1, 1], [1, 1], [1, 1], "NCHW", "float32"], {"i": 16437, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [1, 64]], ["tile_t2", "sp", [16, 4]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.007457414428571429], 0, 9.003478765487671, 1538432653.326788], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float32"], ["TENSOR", [64, 64, 1, 1], "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 64, 56, 56, "float32"], [64, 64, 1, 1, "float32"], [1, 1], [0, 0], [1, 1], "NCHW", "float32"], {"i": 1020643, "c": null, "e": [["tile_co", "sp", [4, 4, 4]], ["tile_oh", "sp", [28, 2, 1]], ["tile_ow", "sp", [7, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001966272725490196], 0, 4.835139274597168, 1538434069.6436212], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float32"], ["TENSOR", [64, 3, 7, 7], "float32"], [2, 2], [3, 3], [1, 1], "NCHW", "float32"], {}, ["conv2d", [1, 3, 224, 224, "float32"], [64, 3, 7, 7, "float32"], [2, 2], [3, 3], [1, 1], "NCHW", "float32"], {"i": 2632156, "c": null, "e": [["tile_co", "sp", [2, 8, 4]], ["tile_oh", "sp", [112, 1, 1]], ["tile_ow", "sp", [14, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0102994957], 0, 11.073105812072754, 1538435651.6961672], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 1024], "float16"], ["TENSOR", [1000, 1024], "float16"], ["TENSOR", [1000], "float16"]], {}, ["dense", [1, 1024, "float16"], [1000, 1024, "float16"], [1000, "float16"]], {"i": 335, "c": null, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [1, 250, 4]], ["c_unroll", "sp", [128, 8]]], "t": "direct"}], "v": 0.1, "r": [[0.0005802140900473934], 0, 0.8369655609130859, 1538632379.9443264]}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 992, 7, 7], "float16"], ["TENSOR", [128, 992, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 992, 7, 7, "float16"], [128, 992, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 34696, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0008302515123966943], 0, 4.633612155914307, 1538633550.8199935], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 960, 7, 7], "float16"], ["TENSOR", [128, 960, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 960, 7, 7, "float16"], [128, 960, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 6617, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0008077208548387096], 0, 3.4453001022338867, 1538634393.4249732], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 928, 7, 7], "float16"], ["TENSOR", [128, 928, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 928, 7, 7, "float16"], [128, 928, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 13745, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007962906614173229], 0, 0.7993981838226318, 1538634906.7869782], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 896, 7, 7], "float16"], ["TENSOR", [128, 896, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 896, 7, 7, "float16"], [128, 896, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 12989, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007680810977443609], 0, 4.5978844165802, 1538635737.760356], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 864, 7, 7], "float16"], ["TENSOR", [128, 864, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 864, 7, 7, "float16"], [128, 864, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 26381, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0007389526838235293], 0, 4.7079918384552, 1538636422.95606], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 832, 7, 7], "float16"], ["TENSOR", [128, 832, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 832, 7, 7, "float16"], [128, 832, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 28216, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0007255804604316547], 0, 5.52863883972168, 1538637092.967324], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 800, 7, 7], "float16"], ["TENSOR", [128, 800, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 800, 7, 7, "float16"], [128, 800, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 6545, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0006924141172413794], 0, 0.7971675395965576, 1538637777.038607], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 7, 7], "float16"], ["TENSOR", [128, 768, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 768, 7, 7, "float16"], [128, 768, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 33833, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0006686647533333333], 0, 5.175330877304077, 1538638894.0770178], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 736, 7, 7], "float16"], ["TENSOR", [128, 736, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 736, 7, 7, "float16"], [128, 736, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 35668, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0006447821898734178], 0, 1.7928307056427002, 1538639375.5196114], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 704, 7, 7], "float16"], ["TENSOR", [128, 704, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 704, 7, 7, "float16"], [128, 704, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 5896, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0006425848238993711], 0, 0.7784490585327148, 1538640220.8947418], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 672, 7, 7], "float16"], ["TENSOR", [128, 672, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 672, 7, 7, "float16"], [128, 672, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 27929, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0006156154909090909], 0, 5.3376617431640625, 1538641047.953468], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 640, 7, 7], "float16"], ["TENSOR", [128, 640, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 640, 7, 7, "float16"], [128, 640, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 5645, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0005931136529411764], 0, 0.7876698970794678, 1538641558.9957812], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 608, 7, 7], "float16"], ["TENSOR", [128, 608, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 608, 7, 7, "float16"], [128, 608, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 13312, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0005629246123595506], 0, 5.373538970947266, 1538642196.1347837], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 576, 7, 7], "float16"], ["TENSOR", [128, 576, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 576, 7, 7, "float16"], [128, 576, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 13097, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0005416425401069518], 0, 0.801605224609375, 1538643052.4662702], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 544, 7, 7], "float16"], ["TENSOR", [128, 544, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 544, 7, 7, "float16"], [128, 544, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 35668, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0005188901761658031], 0, 5.181230545043945, 1538643565.1976287], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 7, 7], "float16"], ["TENSOR", [128, 512, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 7, 7, "float16"], [128, 512, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 34085, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0004926147142857143], 0, 2.7008564472198486, 1538644762.721485], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 14, 14], "float16"], ["TENSOR", [512, 1024, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1024, 14, 14, "float16"], [512, 1024, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 492279, "c": null, "e": [["tile_co", "sp", [16, 4, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004981497666666666], 0, 4.495107889175415, 1538645714.611753], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 992, 14, 14], "float16"], ["TENSOR", [128, 992, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 992, 14, 14, "float16"], [128, 992, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 118070, "c": null, "e": [["tile_co", "sp", [8, 1, 16]], ["tile_oh", "sp", [1, 14, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0019195990754716983], 0, 1.6776905059814453, 1538646630.5020468], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 960, 14, 14], "float16"], ["TENSOR", [128, 960, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 960, 14, 14, "float16"], [128, 960, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 325462, "c": null, "e": [["tile_co", "sp", [8, 2, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001609290984126984], 0, 6.33248233795166, 1538647483.9055922], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 928, 14, 14], "float16"], ["TENSOR", [128, 928, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 928, 14, 14, "float16"], [128, 928, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 124191, "c": null, "e": [["tile_co", "sp", [4, 2, 16]], ["tile_oh", "sp", [2, 7, 1]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0018524190555555555], 0, 0.8581976890563965, 1538648945.8736632], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 896, 14, 14], "float16"], ["TENSOR", [128, 896, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 896, 14, 14, "float16"], [128, 896, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 303794, "c": null, "e": [["tile_co", "sp", [8, 1, 16]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0018330000909090908], 0, 2.708740711212158, 1538649806.9367385], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 864, 14, 14], "float16"], ["TENSOR", [128, 864, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 864, 14, 14, "float16"], [128, 864, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 319632, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001472205811594203], 0, 6.499777555465698, 1538651080.400862], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 832, 14, 14], "float16"], ["TENSOR", [128, 832, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 832, 14, 14, "float16"], [128, 832, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 307645, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0015926148714285715], 0, 1.0704965591430664, 1538651492.1664598], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 800, 14, 14], "float16"], ["TENSOR", [128, 800, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 800, 14, 14, "float16"], [128, 800, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 233776, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0016311687419354839], 0, 3.8076772689819336, 1538652486.6498053], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 14, 14], "float16"], ["TENSOR", [128, 768, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 768, 14, 14, "float16"], [128, 768, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 309265, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [14, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0018593849814814813], 0, 0.8423154354095459, 1538653456.6907592], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 736, 14, 14], "float16"], ["TENSOR", [128, 736, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 736, 14, 14, "float16"], [128, 736, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 313475, "c": null, "e": [["tile_co", "sp", [4, 4, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012674096543209877], 0, 3.742419481277466, 1538654370.4883428], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 704, 14, 14], "float16"], ["TENSOR", [128, 704, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 704, 14, 14, "float16"], [128, 704, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 322546, "c": null, "e": [["tile_co", "sp", [8, 2, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012305131204819277], 0, 1.1165590286254883, 1538655487.8192883], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 672, 14, 14], "float16"], ["TENSOR", [128, 672, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 672, 14, 14, "float16"], [128, 672, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 307678, "c": null, "e": [["tile_co", "sp", [8, 2, 8]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001196301130952381], 0, 1.0795130729675293, 1538656719.8262758], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 640, 14, 14], "float16"], ["TENSOR", [128, 640, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 640, 14, 14, "float16"], [128, 640, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 322258, "c": null, "e": [["tile_co", "sp", [8, 2, 8]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011496765227272726], 0, 5.9161293506622314, 1538658196.51366], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 608, 14, 14], "float16"], ["TENSOR", [128, 608, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 608, 14, 14, "float16"], [128, 608, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 120881, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012372813703703705], 0, 0.8111200332641602, 1538658779.6278653], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 576, 14, 14], "float16"], ["TENSOR", [128, 576, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 576, 14, 14, "float16"], [128, 576, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 310594, "c": null, "e": [["tile_co", "sp", [8, 2, 8]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00105075546875], 0, 1.9004120826721191, 1538660174.2251446], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 544, 14, 14], "float16"], ["TENSOR", [128, 544, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 544, 14, 14, "float16"], [128, 544, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 305050, "c": null, "e": [["tile_co", "sp", [8, 2, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000995429891089109], 0, 4.815294981002808, 1538660803.2803128], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 14, 14], "float16"], ["TENSOR", [128, 512, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 14, 14, "float16"], [128, 512, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 324820, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0010821143333333333], 0, 1.802292823791504, 1538662227.8175306], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 480, 14, 14], "float16"], ["TENSOR", [128, 480, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 480, 14, 14, "float16"], [128, 480, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 309629, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [1, 7, 2]], ["tile_ow", "sp", [7, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0010292206565656566], 0, 3.741802215576172, 1538663154.4683447], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 448, 14, 14], "float16"], ["TENSOR", [128, 448, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 448, 14, 14, "float16"], [128, 448, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 319307, "c": null, "e": [["tile_co", "sp", [4, 4, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0008734144695652174], 0, 0.9172201156616211, 1538663622.3438056], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 416, 14, 14], "float16"], ["TENSOR", [128, 416, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 416, 14, 14, "float16"], [128, 416, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 322154, "c": null, "e": [["tile_co", "sp", [8, 1, 16]], ["tile_oh", "sp", [2, 7, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0008927266548672567], 0, 0.8589274883270264, 1538664804.1071112], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 14, 14], "float16"], ["TENSOR", [128, 384, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 14, 14, "float16"], [128, 384, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 319631, "c": null, "e": [["tile_co", "sp", [4, 4, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007928898031496064], 0, 1.061507225036621, 1538665502.478221], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 352, 14, 14], "float16"], ["TENSOR", [128, 352, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 352, 14, 14, "float16"], [128, 352, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 325462, "c": null, "e": [["tile_co", "sp", [8, 2, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000735102138888889], 0, 1.0425701141357422, 1538666397.1205866], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 320, 14, 14], "float16"], ["TENSOR", [128, 320, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 320, 14, 14, "float16"], [128, 320, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 323079, "c": null, "e": [["tile_co", "sp", [32, 1, 4]], ["tile_oh", "sp", [7, 2, 1]], ["tile_ow", "sp", [1, 2, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0008657809915254237], 0, 2.9200665950775146, 1538667832.419738], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 14, 14], "float16"], ["TENSOR", [128, 288, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 288, 14, 14, "float16"], [128, 288, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 322223, "c": null, "e": [["tile_co", "sp", [4, 4, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0006014229940828402], 0, 2.0964159965515137, 1538668238.9527838], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float16"], ["TENSOR", [128, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 14, 14, "float16"], [128, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 130659, "c": null, "e": [["tile_co", "sp", [32, 1, 4]], ["tile_oh", "sp", [2, 7, 1]], ["tile_ow", "sp", [1, 2, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007143878137931035], 0, 12.980849504470825, 1538670521.7877269], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float16"], ["TENSOR", [256, 512, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 28, 28, "float16"], [256, 512, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 649647, "c": null, "e": [["tile_co", "sp", [4, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00505128535], 0, 5.5100438594818115, 1538671498.4962397], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 480, 28, 28], "float16"], ["TENSOR", [128, 480, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 480, 28, 28, "float16"], [128, 480, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 508056, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0028251311666666664], 0, 5.226840019226074, 1538672466.5484972], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 448, 28, 28], "float16"], ["TENSOR", [128, 448, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 448, 28, 28, "float16"], [128, 448, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 543048, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002648561894736842], 0, 0.8817195892333984, 1538673905.2109208], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 416, 28, 28], "float16"], ["TENSOR", [128, 416, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 416, 28, 28, "float16"], [128, 416, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1289544, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00250012945], 0, 1.8410038948059082, 1538674473.4927793], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 28, 28], "float16"], ["TENSOR", [128, 384, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 28, 28, "float16"], [128, 384, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 484728, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0023537088372093022], 0, 3.7291653156280518, 1538675388.1367772], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 352, 28, 28], "float16"], ["TENSOR", [128, 352, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 352, 28, 28, "float16"], [128, 352, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 508057, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0021763842978723405], 0, 1.802276611328125, 1538676877.57384], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 320, 28, 28], "float16"], ["TENSOR", [128, 320, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 320, 28, 28, "float16"], [128, 320, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1277233, "c": null, "e": [["tile_co", "sp", [1, 16, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0025299878000000003], 0, 3.7298665046691895, 1538677801.5590632], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 28, 28], "float16"], ["TENSOR", [128, 288, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 288, 28, 28, "float16"], [128, 288, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 473064, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0018253179454545455], 0, 2.899953603744507, 1538678589.712446], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 28, 28], "float16"], ["TENSOR", [128, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 28, 28, "float16"], [128, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1286664, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [1, 28, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001793099767857143], 0, 4.618740081787109, 1538679869.496493], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 224, 28, 28], "float16"], ["TENSOR", [128, 224, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 224, 28, 28, "float16"], [128, 224, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1266216, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0014990044782608695], 0, 3.792128801345825, 1538680902.1791499], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 28, 28], "float16"], ["TENSOR", [128, 192, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 28, 28, "float16"], [128, 192, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1017743, "c": null, "e": [["tile_co", "sp", [4, 4, 8]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [2, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0014277814788732394], 0, 1.0910990238189697, 1538682348.2482889], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 28, 28], "float16"], ["TENSOR", [128, 160, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 160, 28, 28, "float16"], [128, 160, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1251671, "c": null, "e": [["tile_co", "sp", [4, 4, 8]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [1, 28, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012176994939759036], 0, 2.757216453552246, 1538683153.6538024], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float16"], ["TENSOR", [32, 128, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 28, 28, "float16"], [32, 128, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 752636, "c": null, "e": [["tile_co", "sp", [1, 4, 8]], ["tile_oh", "sp", [14, 2, 1]], ["tile_ow", "sp", [1, 7, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0019843035384615386], 0, 9.879336595535278, 1538684095.7481098], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float16"], ["TENSOR", [128, 128, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 28, 28, "float16"], [128, 128, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1231223, "c": null, "e": [["tile_co", "sp", [4, 4, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0010005965196078432], 0, 5.070068836212158, 1538685131.6204147], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float16"], ["TENSOR", [128, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 56, 56, "float16"], [128, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1476384, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.005640069388888888], 0, 5.515628337860107, 1538686486.385828], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 224, 56, 56], "float16"], ["TENSOR", [128, 224, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 224, 56, 56, "float16"], [128, 224, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 3387984, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0050315225], 0, 8.301894903182983, 1538687590.6039946], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 56, 56], "float16"], ["TENSOR", [128, 192, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 56, 56, "float16"], [128, 192, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 3582384, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0044253551304347825], 0, 0.9474034309387207, 1538689006.4165893], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 56, 56], "float16"], ["TENSOR", [128, 160, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 160, 56, 56, "float16"], [128, 160, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 3514344, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [14, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.003903540653846154], 0, 2.0458579063415527, 1538690227.782512], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 56, 56], "float16"], ["TENSOR", [128, 96, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 96, 56, 56, "float16"], [128, 96, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 3544589, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [2, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002811924054054054], 0, 5.276049613952637, 1538691477.5678067], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 8, 8], "float16"], ["TENSOR", [192, 2048, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 2048, 8, 8, "float16"], [192, 2048, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 673567, "c": null, "e": [["tile_co", "sp", [2, 12, 8]], ["tile_oh", "sp", [1, 2, 4]], ["tile_ow", "sp", [4, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.00156525590625], 0, 4.502837657928467, 1538693492.23403], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 8, 8], "float16"], ["TENSOR", [448, 2048, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 2048, 8, 8, "float16"], [448, 2048, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 914789, "c": null, "e": [["tile_co", "sp", [16, 7, 4]], ["tile_oh", "sp", [8, 1, 1]], ["tile_ow", "sp", [1, 1, 8]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.003960999538461538], 0, 1.0708422660827637, 1538694656.7070105], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 8, 8], "float16"], ["TENSOR", [384, 2048, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 2048, 8, 8, "float16"], [384, 2048, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 865899, "c": null, "e": [["tile_co", "sp", [4, 12, 8]], ["tile_oh", "sp", [2, 1, 4]], ["tile_ow", "sp", [4, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0028247660000000003], 0, 0.9769062995910645, 1538696279.3560545], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 8, 8], "float16"], ["TENSOR", [320, 2048, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 2048, 8, 8, "float16"], [320, 2048, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 723118, "c": null, "e": [["tile_co", "sp", [8, 5, 8]], ["tile_oh", "sp", [1, 2, 4]], ["tile_ow", "sp", [8, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.002758920108108108], 0, 0.95157790184021, 1538697565.3885162], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 8, 8], "float16"], ["TENSOR", [192, 1280, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1280, 8, 8, "float16"], [192, 1280, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 920425, "c": null, "e": [["tile_co", "sp", [8, 6, 4]], ["tile_oh", "sp", [2, 1, 4]], ["tile_ow", "sp", [2, 2, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0014201828591549296], 0, 1.1706061363220215, 1538697608.2999916], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 8, 8], "float16"], ["TENSOR", [448, 1280, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1280, 8, 8, "float16"], [448, 1280, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 889841, "c": null, "e": [["tile_co", "sp", [16, 7, 4]], ["tile_oh", "sp", [1, 8, 1]], ["tile_ow", "sp", [1, 1, 8]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002631982641025641], 0, 4.897541761398315, 1538700416.7615688], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 8, 8], "float16"], ["TENSOR", [384, 384, 3, 1], "float16"], [1, 1], [1, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 8, 8, "float16"], [384, 384, 3, 1, "float16"], [1, 1], [1, 0], [1, 1], "NCHW", "float16"], {"i": 504530, "c": null, "e": [["tile_co", "sp", [6, 8, 8]], ["tile_oh", "sp", [4, 2, 1]], ["tile_ow", "sp", [2, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0013949801666666667], 0, 4.736252307891846, 1538701437.0085294], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 8, 8], "float16"], ["TENSOR", [384, 384, 1, 3], "float16"], [1, 1], [0, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 8, 8, "float16"], [384, 384, 1, 3, "float16"], [1, 1], [0, 1], [1, 1], "NCHW", "float16"], {"i": 941280, "c": null, "e": [["tile_co", "sp", [12, 4, 8]], ["tile_oh", "sp", [2, 2, 2]], ["tile_ow", "sp", [4, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0016728482], 0, 3.119023084640503, 1538703076.7012894], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 8, 8], "float16"], ["TENSOR", [384, 1280, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1280, 8, 8, "float16"], [384, 1280, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1327869, "c": null, "e": [["tile_co", "sp", [12, 32, 1]], ["tile_oh", "sp", [2, 2, 2]], ["tile_ow", "sp", [1, 1, 8]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "vec", "unroll"]]], "t": "direct"}], "r": [[0.00271998], 0, 4.614370346069336, 1538703876.2708237], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 8, 8], "float16"], ["TENSOR", [320, 1280, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1280, 8, 8, "float16"], [320, 1280, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 887928, "c": null, "e": [["tile_co", "sp", [4, 10, 8]], ["tile_oh", "sp", [8, 1, 1]], ["tile_ow", "sp", [2, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0017871249107142858], 0, 6.271266222000122, 1538704984.5812657], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 17, 17], "float16"], ["TENSOR", [192, 192, 3, 3], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 17, 17, "float16"], [192, 192, 3, 3, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 392587, "c": null, "e": [["tile_co", "sp", [2, 12, 8]], ["tile_oh", "sp", [1, 8, 1]], ["tile_ow", "sp", [2, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012110919176470587], 0, 1.3926517963409424, 1538706847.6379693], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 17, 17], "float16"], ["TENSOR", [320, 192, 3, 3], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 17, 17, "float16"], [320, 192, 3, 3, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 400726, "c": null, "e": [["tile_co", "sp", [8, 5, 8]], ["tile_oh", "sp", [8, 1, 1]], ["tile_ow", "sp", [2, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00204030774], 0, 1.317357063293457, 1538707926.608499], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 17, 17], "float16"], ["TENSOR", [192, 192, 7, 1], "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 17, 17, "float16"], [192, 192, 7, 1, "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {"i": 35082, "c": null, "e": [["tile_co", "sp", [3, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.006124790411764705], 0, 1.9260151386260986, 1538708652.0809834], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 17, 17], "float16"], ["TENSOR", [192, 192, 1, 7], "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 17, 17, "float16"], [192, 192, 1, 7, "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {"i": 81198, "c": null, "e": [["tile_co", "sp", [3, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.006117155764705883], 0, 1.1298480033874512, 1538709216.6159678], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 17, 17], "float16"], ["TENSOR", [192, 160, 1, 7], "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 160, 17, 17, "float16"], [192, 160, 1, 7, "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {"i": 14681, "c": null, "e": [["tile_co", "sp", [3, 4, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.005114095149999999], 0, 2.314068555831909, 1538710053.3785784], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 17, 17], "float16"], ["TENSOR", [160, 160, 7, 1], "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 160, 17, 17, "float16"], [160, 160, 7, 1, "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {"i": 24988, "c": null, "e": [["tile_co", "sp", [2, 10, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004500629], 0, 2.0046944618225098, 1538710691.0100608], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 17, 17], "float16"], ["TENSOR", [192, 160, 7, 1], "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 160, 17, 17, "float16"], [192, 160, 7, 1, "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {"i": 65333, "c": null, "e": [["tile_co", "sp", [3, 4, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.005124026], 0, 3.359689712524414, 1538711429.3974311], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 17, 17], "float16"], ["TENSOR", [160, 160, 1, 7], "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 160, 17, 17, "float16"], [160, 160, 1, 7, "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {"i": 23840, "c": null, "e": [["tile_co", "sp", [5, 8, 4]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00652091475], 0, 1.0011231899261475, 1538712367.8094842], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 17, 17], "float16"], ["TENSOR", [160, 768, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 768, 17, 17, "float16"], [160, 768, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 59081, "c": null, "e": [["tile_co", "sp", [1, 10, 16]], ["tile_oh", "sp", [1, 17, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0037144464444444445], 0, 3.4059293270111084, 1538713272.882497], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 17, 17], "float16"], ["TENSOR", [192, 128, 1, 7], "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 17, 17, "float16"], [192, 128, 1, 7, "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {"i": 65826, "c": null, "e": [["tile_co", "sp", [3, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.004182826916666667], 0, 6.204594612121582, 1538714416.5394592], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 17, 17], "float16"], ["TENSOR", [128, 128, 7, 1], "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 17, 17, "float16"], [128, 128, 7, 1, "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {"i": 28212, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.003033843088235294], 0, 1.1723549365997314, 1538714898.046283], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 17, 17], "float16"], ["TENSOR", [192, 128, 7, 1], "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 17, 17, "float16"], [192, 128, 7, 1, "float16"], [1, 1], [3, 0], [1, 1], "NCHW", "float16"], {"i": 82723, "c": null, "e": [["tile_co", "sp", [1, 12, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0040721012], 0, 3.0051791667938232, 1538716051.327624], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 17, 17], "float16"], ["TENSOR", [128, 128, 1, 7], "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 17, 17, "float16"], [128, 128, 1, 7, "float16"], [1, 1], [0, 3], [1, 1], "NCHW", "float16"], {"i": 35664, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0030309477647058824], 0, 0.8793728351593018, 1538716342.3459656], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 17, 17], "float16"], ["TENSOR", [128, 768, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 768, 17, 17, "float16"], [128, 768, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 34805, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002980506411764706], 0, 0.8260703086853027, 1538716956.1994133], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 768, 17, 17], "float16"], ["TENSOR", [192, 768, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 768, 17, 17, "float16"], [192, 768, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 30559, "c": null, "e": [["tile_co", "sp", [1, 12, 16]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [1, 17, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0040405340769230766], 0, 0.8526546955108643, 1538717462.0254877], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 35, 35], "float16"], ["TENSOR", [96, 96, 3, 3], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 96, 35, 35, "float16"], [96, 96, 3, 3, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 26695, "c": null, "e": [["tile_co", "sp", [1, 12, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00206387604], 0, 2.3889575004577637, 1538718189.4889345], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 35, 35], "float16"], ["TENSOR", [384, 288, 3, 3], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 288, 35, 35, "float16"], [384, 288, 3, 3, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 107954, "c": null, "e": [["tile_co", "sp", [6, 8, 8]], ["tile_oh", "sp", [17, 1, 1]], ["tile_ow", "sp", [17, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0193379805], 0, 2.159578800201416, 1538718726.7771864], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 35, 35], "float16"], ["TENSOR", [48, 288, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 288, 35, 35, "float16"], [48, 288, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 147860, "c": null, "e": [["tile_co", "sp", [2, 3, 8]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [1, 7, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0014824983088235295], 0, 1.6684863567352295, 1538719662.345594], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 288, 35, 35], "float16"], ["TENSOR", [64, 288, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 288, 35, 35, "float16"], [64, 288, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 107625, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0016819827666666666], 0, 0.9691123962402344, 1538720768.2531798], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 35, 35], "float16"], ["TENSOR", [48, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 35, 35, "float16"], [48, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 380735, "c": null, "e": [["tile_co", "sp", [2, 3, 8]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0016540946769230769], 0, 0.9704475402832031, 1538721879.5558543], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 35, 35], "float16"], ["TENSOR", [64, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 35, 35, "float16"], [64, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 241436, "c": null, "e": [["tile_co", "sp", [2, 4, 8]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001587969712121212], 0, 2.090437173843384, 1538722629.4277573], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 35, 35], "float16"], ["TENSOR", [32, 192, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 35, 35, "float16"], [32, 192, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 148464, "c": null, "e": [["tile_co", "sp", [4, 1, 8]], ["tile_oh", "sp", [7, 1, 5]], ["tile_ow", "sp", [5, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0012750849874999999], 0, 0.9752547740936279, 1538723578.9492583], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 35, 35], "float16"], ["TENSOR", [64, 48, 5, 5], "float16"], [1, 1], [2, 2], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 48, 35, 35, "float16"], [64, 48, 5, 5, "float16"], [1, 1], [2, 2], [1, 1], "NCHW", "float16"], {"i": 107624, "c": null, "e": [["tile_co", "sp", [2, 4, 8]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [7, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0044686349130434785], 0, 3.9678690433502197, 1538726322.2705054], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 35, 35], "float16"], ["TENSOR", [48, 192, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 35, 35, "float16"], [48, 192, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 169729, "c": null, "e": [["tile_co", "sp", [3, 2, 8]], ["tile_oh", "sp", [35, 1, 1]], ["tile_ow", "sp", [1, 7, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011040781086956522], 0, 4.044262886047363, 1538727775.058987], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 35, 35], "float16"], ["TENSOR", [64, 192, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 35, 35, "float16"], [64, 192, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 241743, "c": null, "e": [["tile_co", "sp", [4, 2, 8]], ["tile_oh", "sp", [5, 7, 1]], ["tile_ow", "sp", [1, 7, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012060438674698795], 0, 3.7417120933532715, 1538728691.673738], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 80, 73, 73], "float16"], ["TENSOR", [192, 80, 3, 3], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 80, 73, 73, "float16"], [192, 80, 3, 3, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 16686, "c": null, "e": [["tile_co", "sp", [3, 8, 8]], ["tile_oh", "sp", [71, 1, 1]], ["tile_ow", "sp", [71, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0476860315], 0, 4.525280714035034, 1538729478.262146], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 73, 73], "float16"], ["TENSOR", [80, 64, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 73, 73, "float16"], [80, 64, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 43507, "c": null, "e": [["tile_co", "sp", [5, 1, 16]], ["tile_oh", "sp", [73, 1, 1]], ["tile_ow", "sp", [1, 73, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.003745754962962963], 0, 5.755050182342529, 1538730490.829217], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 147, 147], "float16"], ["TENSOR", [64, 32, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 147, 147, "float16"], [64, 32, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 1000965, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [147, 1, 1]], ["tile_ow", "sp", [49, 1, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.020902336], 0, 1.3168449401855469, 1538731537.1561825], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 149, 149], "float16"], ["TENSOR", [32, 32, 3, 3], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 149, 149, "float16"], [32, 32, 3, 3, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 315647, "c": null, "e": [["tile_co", "sp", [1, 4, 8]], ["tile_oh", "sp", [147, 1, 1]], ["tile_ow", "sp", [7, 7, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.011749658333333335], 0, 2.4849655628204346, 1538732457.0543551], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 299, 299], "float16"], ["TENSOR", [32, 3, 3, 3], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 3, 299, 299, "float16"], [32, 3, 3, 3, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 20996, "c": null, "e": [["tile_co", "sp", [1, 4, 8]], ["tile_oh", "sp", [149, 1, 1]], ["tile_ow", "sp", [149, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0033477972999999997], 0, 1.0487494468688965, 1538733171.5421941], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1280, 1, 1], "float16"], ["TENSOR", [1000, 1280, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1280, 1, 1, "float16"], [1000, 1280, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 12128, "c": null, "e": [["tile_co", "sp", [250, 1, 4]], ["tile_oh", "sp", [1, 1, 1]], ["tile_ow", "sp", [1, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "vec", "unroll"]]], "t": "direct"}], "r": [[0.00082735309375], 0, 5.991708755493164, 1538733607.5055413], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 320, 7, 7], "float16"], ["TENSOR", [1280, 320, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 320, 7, 7, "float16"], [1280, 320, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 100117, "c": null, "e": [["tile_co", "sp", [8, 10, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0018399709454545456], 0, 3.401978015899658, 1538734459.3327923], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 960, 7, 7], "float16"], ["TENSOR", [320, 960, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 960, 7, 7, "float16"], [320, 960, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 12396, "c": null, "e": [["tile_co", "sp", [4, 10, 8]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0016991899830508474], 0, 2.502788782119751, 1538735166.0346525], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 960, 7, 7], "float16"], ["TENSOR", [160, 960, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 960, 7, 7, "float16"], [160, 960, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 23654, "c": null, "e": [["tile_co", "sp", [1, 40, 4]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001092880652173913], 0, 1.727158784866333, 1538735776.811657], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 960, 7, 7], "float16"], ["TENSOR", [960, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 960, 7, 7, "float16"], [960, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 44889, "c": null, "e": [["tile_c", "sp", [80, 6, 2]], ["tile_y", "sp", [1, 7, 1]], ["tile_x", "sp", [1, 1, 7]], ["ann_spatial", "an", ["vec", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0002945057609329446], 0, 3.6799509525299072, 1538736403.816761], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 160, 7, 7], "float16"], ["TENSOR", [960, 160, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 160, 7, 7, "float16"], [960, 160, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 246271, "c": null, "e": [["tile_co", "sp", [120, 2, 4]], ["tile_oh", "sp", [1, 1, 7]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0008717331083333334], 0, 5.329559564590454, 1538737297.750011], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 576, 7, 7], "float16"], ["TENSOR", [160, 576, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 576, 7, 7, "float16"], [160, 576, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 61842, "c": null, "e": [["tile_co", "sp", [4, 5, 8]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007742741145038168], 0, 1.712576150894165, 1538737988.3486717], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 576, 14, 14], "float16"], ["TENSOR", [576, 1, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 576, 14, 14, "float16"], [576, 1, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "float16"], {"i": 11596, "c": null, "e": [["tile_c", "sp", [96, 6, 1]], ["tile_y", "sp", [7, 1, 1]], ["tile_x", "sp", [1, 1, 7]], ["ann_spatial", "an", ["none", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0003475621736111111], 0, 1.2191541194915771, 1538738540.7881973], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 576, 14, 14], "float16"], ["TENSOR", [96, 576, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 576, 14, 14, "float16"], [96, 576, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 559360, "c": null, "e": [["tile_co", "sp", [1, 12, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0009930185294117647], 0, 4.569958209991455, 1538739932.418995], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 576, 14, 14], "float16"], ["TENSOR", [576, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 576, 14, 14, "float16"], [576, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 105172, "c": null, "e": [["tile_c", "sp", [96, 6, 1]], ["tile_y", "sp", [1, 7, 2]], ["tile_x", "sp", [2, 1, 7]], ["ann_spatial", "an", ["none", "vec", "unroll"]]], "t": "direct"}], "r": [[0.00046069386238532106], 0, 3.2909491062164307, 1538740311.9527662], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 14, 14], "float16"], ["TENSOR", [576, 96, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 96, 14, 14, "float16"], [576, 96, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1470728, "c": null, "e": [["tile_co", "sp", [36, 4, 4]], ["tile_oh", "sp", [2, 1, 7]], ["tile_ow", "sp", [14, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0011011082197802198], 0, 1.1000511646270752, 1538741092.6279938], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 14, 14], "float16"], ["TENSOR", [96, 384, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 14, 14, "float16"], [96, 384, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 553559, "c": null, "e": [["tile_co", "sp", [12, 1, 8]], ["tile_oh", "sp", [2, 7, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00081641196], 0, 5.635289192199707, 1538742279.2084978], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 14, 14], "float16"], ["TENSOR", [64, 384, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 14, 14, "float16"], [64, 384, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 237265, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00048669454028436014], 0, 4.8611414432525635, 1538743292.0175557], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 384, 14, 14], "float16"], ["TENSOR", [384, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 384, 14, 14, "float16"], [384, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 112664, "c": null, "e": [["tile_c", "sp", [32, 6, 2]], ["tile_y", "sp", [1, 1, 14]], ["tile_x", "sp", [1, 2, 7]], ["ann_spatial", "an", ["unroll", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.00033090298407643313], 0, 5.77230429649353, 1538744513.7933187], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 14, 14], "float16"], ["TENSOR", [384, 64, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 14, 14, "float16"], [384, 64, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 974453, "c": null, "e": [["tile_co", "sp", [4, 6, 16]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0004884831512195121], 0, 0.855797529220581, 1538745469.270062], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 14, 14], "float16"], ["TENSOR", [64, 192, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 14, 14, "float16"], [64, 192, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 243736, "c": null, "e": [["tile_co", "sp", [1, 4, 16]], ["tile_oh", "sp", [7, 2, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0003364673222591362], 0, 3.832648515701294, 1538746433.3093793], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 192, 28, 28], "float16"], ["TENSOR", [192, 1, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 192, 28, 28, "float16"], [192, 1, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "float16"], {"i": 120208, "c": null, "e": [["tile_c", "sp", [32, 6, 1]], ["tile_y", "sp", [14, 1, 1]], ["tile_x", "sp", [2, 1, 7]], ["ann_spatial", "an", ["vec", "none", "unroll"]]], "t": "direct"}], "r": [[0.0004406171754385965], 0, 2.9929206371307373, 1538746761.5252395], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 192, 28, 28], "float16"], ["TENSOR", [32, 192, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 192, 28, 28, "float16"], [32, 192, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 752636, "c": null, "e": [["tile_co", "sp", [1, 4, 8]], ["tile_oh", "sp", [14, 2, 1]], ["tile_ow", "sp", [1, 7, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0006075025212121212], 0, 3.036311626434326, 1538747566.5884657], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 192, 28, 28], "float16"], ["TENSOR", [192, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 192, 28, 28, "float16"], [192, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 47077, "c": null, "e": [["tile_c", "sp", [8, 6, 4]], ["tile_y", "sp", [7, 4, 1]], ["tile_x", "sp", [2, 2, 7]], ["ann_spatial", "an", ["none", "none", "unroll"]]], "t": "direct"}], "r": [[0.0006215923086419754], 0, 1.015758752822876, 1538748241.2513597], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 28, 28], "float16"], ["TENSOR", [192, 32, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 28, 28, "float16"], [192, 32, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 2238652, "c": null, "e": [["tile_co", "sp", [6, 4, 8]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [2, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0005885712369942197], 0, 1.906054973602295, 1538749109.210735], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 144, 28, 28], "float16"], ["TENSOR", [32, 144, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 144, 28, 28, "float16"], [32, 144, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 738397, "c": null, "e": [["tile_co", "sp", [2, 2, 8]], ["tile_oh", "sp", [7, 2, 2]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000487724985645933], 0, 1.93284010887146, 1538750710.8995194], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 144, 56, 56], "float16"], ["TENSOR", [144, 1, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 144, 56, 56, "float16"], [144, 1, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "float16"], {"i": 162094, "c": null, "e": [["tile_c", "sp", [24, 6, 1]], ["tile_y", "sp", [14, 2, 1]], ["tile_x", "sp", [7, 1, 4]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001020423581632653], 0, 1.0008134841918945, 1538751379.7839434], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 144, 56, 56], "float16"], ["TENSOR", [24, 144, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 144, 56, 56, "float16"], [24, 144, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 2901679, "c": null, "e": [["tile_co", "sp", [3, 2, 4]], ["tile_oh", "sp", [14, 4, 1]], ["tile_ow", "sp", [14, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0017636626949152543], 0, 1.0554084777832031, 1538752368.2719805], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 144, 56, 56], "float16"], ["TENSOR", [144, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 144, 56, 56, "float16"], [144, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 629284, "c": null, "e": [["tile_c", "sp", [24, 6, 1]], ["tile_y", "sp", [14, 4, 1]], ["tile_x", "sp", [1, 7, 8]], ["ann_spatial", "an", ["none", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0012480232222222224], 0, 1.1614108085632324, 1538753785.7582777], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 24, 56, 56], "float16"], ["TENSOR", [144, 24, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 24, 56, 56, "float16"], [144, 24, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 8858845, "c": null, "e": [["tile_co", "sp", [9, 2, 8]], ["tile_oh", "sp", [28, 2, 1]], ["tile_ow", "sp", [4, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001882623625], 0, 1.0276691913604736, 1538754397.3081462], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 56, 56], "float16"], ["TENSOR", [24, 96, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 96, 56, 56, "float16"], [24, 96, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1721703, "c": null, "e": [["tile_co", "sp", [6, 4, 1]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 7, 8]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0015297621060606059], 0, 0.8233692646026611, 1538755301.6918397], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 96, 112, 112], "float16"], ["TENSOR", [96, 1, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 96, 112, 112, "float16"], [96, 1, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "float16"], {"i": 722047, "c": null, "e": [["tile_c", "sp", [16, 6, 1]], ["tile_y", "sp", [28, 2, 1]], ["tile_x", "sp", [7, 1, 8]], ["ann_spatial", "an", ["unroll", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.002447977804878049], 0, 1.1440792083740234, 1538756012.463246], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 16, 112, 112], "float16"], ["TENSOR", [96, 16, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 16, 112, 112, "float16"], [96, 16, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 5806124, "c": null, "e": [["tile_co", "sp", [3, 4, 8]], ["tile_oh", "sp", [112, 1, 1]], ["tile_ow", "sp", [1, 28, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0027187510810810812], 0, 3.9679555892944336, 1538757073.2135222], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 112, 112], "float16"], ["TENSOR", [16, 32, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 112, 112, "float16"], [16, 32, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 3164038, "c": null, "e": [["tile_co", "sp", [1, 2, 8]], ["tile_oh", "sp", [7, 4, 4]], ["tile_ow", "sp", [4, 28, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0013913827638888888], 0, 0.8730649948120117, 1538758577.6888833], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 112, 112], "float16"], ["TENSOR", [32, 32, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 112, 112, "float16"], [32, 32, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 3577220, "c": null, "e": [["tile_co", "sp", [1, 4, 8]], ["tile_oh", "sp", [28, 1, 4]], ["tile_ow", "sp", [8, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0018517479272727273], 0, 0.8693032264709473, 1538760003.7607224], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 1024], "float16"], ["TENSOR", [1000, 1024], "float16"], null], {}, ["dense", [1, 1024, "float16"], [1000, 1024, "float16"], 0], {"i": 604, "c": null, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [125, 8, 1]], ["c_unroll", "sp", [16, 64]]], "t": "direct"}], "v": 0.1, "r": [[0.0004800026208530805], 0, 5.0448877811431885, 1538760490.245731]}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 7, 7], "float16"], ["TENSOR", [1024, 1024, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1024, 7, 7, "float16"], [1024, 1024, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 26565, "c": null, "e": [["tile_co", "sp", [16, 8, 8]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0040215541923076924], 0, 4.570726633071899, 1538761787.787628], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 1024, 7, 7], "float16"], ["TENSOR", [1024, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 1024, 7, 7, "float16"], [1024, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 7526, "c": null, "e": [["tile_c", "sp", [256, 4, 1]], ["tile_y", "sp", [7, 1, 1]], ["tile_x", "sp", [1, 1, 7]], ["ann_spatial", "an", ["unroll", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0003215932307692308], 0, 2.378788948059082, 1538762257.7709763], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 7, 7], "float16"], ["TENSOR", [1024, 512, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 7, 7, "float16"], [1024, 512, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 49467, "c": null, "e": [["tile_co", "sp", [16, 8, 8]], ["tile_oh", "sp", [1, 1, 7]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0021518661489361704], 0, 2.1718955039978027, 1538762844.4388447], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 512, 14, 14], "float16"], ["TENSOR", [512, 1, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 512, 14, 14, "float16"], [512, 1, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "float16"], {"i": 9857, "c": null, "e": [["tile_c", "sp", [64, 4, 2]], ["tile_y", "sp", [1, 1, 7]], ["tile_x", "sp", [1, 1, 7]], ["ann_spatial", "an", ["vec", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.00033503882450331123], 0, 1.321056604385376, 1538763298.0003998], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 14, 14], "float16"], ["TENSOR", [512, 512, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 14, 14, "float16"], [512, 512, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 189181, "c": null, "e": [["tile_co", "sp", [8, 4, 16]], ["tile_oh", "sp", [7, 2, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0030005106470588237], 0, 5.772088050842285, 1538764301.7045808], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 512, 14, 14], "float16"], ["TENSOR", [512, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 512, 14, 14, "float16"], [512, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 70082, "c": null, "e": [["tile_c", "sp", [64, 4, 2]], ["tile_y", "sp", [1, 7, 2]], ["tile_x", "sp", [2, 1, 7]], ["ann_spatial", "an", ["unroll", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0004434800398230089], 0, 4.477323532104492, 1538765294.8901157], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float16"], ["TENSOR", [512, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 14, 14, "float16"], [512, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 492280, "c": null, "e": [["tile_co", "sp", [8, 8, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0014869154117647058], 0, 1.7835874557495117, 1538766275.6836104], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 256, 28, 28], "float16"], ["TENSOR", [256, 1, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 256, 28, 28, "float16"], [256, 1, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "float16"], {"i": 35372, "c": null, "e": [["tile_c", "sp", [64, 4, 1]], ["tile_y", "sp", [1, 14, 1]], ["tile_x", "sp", [2, 1, 7]], ["ann_spatial", "an", ["unroll", "none", "unroll"]]], "t": "direct"}], "r": [[0.0005605422458100559], 0, 3.125685453414917, 1538766849.3921683], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 28, 28], "float16"], ["TENSOR", [256, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 28, 28, "float16"], [256, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1200087, "c": null, "e": [["tile_co", "sp", [4, 8, 8]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [1, 28, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0028653855714285714], 0, 4.644031524658203, 1538768024.2518125], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 256, 28, 28], "float16"], ["TENSOR", [256, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 256, 28, 28, "float16"], [256, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 112616, "c": null, "e": [["tile_c", "sp", [8, 4, 8]], ["tile_y", "sp", [28, 1, 1]], ["tile_x", "sp", [2, 2, 7]], ["ann_spatial", "an", ["none", "vec", "unroll"]]], "t": "direct"}], "r": [[0.000808678], 0, 1.0405917167663574, 1538768708.4940844], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float16"], ["TENSOR", [256, 128, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 28, 28, "float16"], [256, 128, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1257596, "c": null, "e": [["tile_co", "sp", [8, 4, 8]], ["tile_oh", "sp", [7, 1, 4]], ["tile_ow", "sp", [2, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0016137771746031746], 0, 1.1051568984985352, 1538769875.6562896], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 128, 56, 56], "float16"], ["TENSOR", [128, 1, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 128, 56, 56, "float16"], [128, 1, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "float16"], {"i": 65465, "c": null, "e": [["tile_c", "sp", [8, 4, 4]], ["tile_y", "sp", [28, 1, 1]], ["tile_x", "sp", [1, 7, 4]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0010351964020618558], 0, 4.849895715713501, 1538770614.7380552], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 56, 56], "float16"], ["TENSOR", [128, 128, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 56, 56, "float16"], [128, 128, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1443983, "c": null, "e": [["tile_co", "sp", [4, 4, 8]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00312973334375], 0, 0.9203085899353027, 1538771910.0466425], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 128, 56, 56], "float16"], ["TENSOR", [128, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 128, 56, 56, "float16"], [128, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 251715, "c": null, "e": [["tile_c", "sp", [16, 8, 1]], ["tile_y", "sp", [14, 4, 1]], ["tile_x", "sp", [1, 7, 8]], ["ann_spatial", "an", ["none", "vec", "unroll"]]], "t": "direct"}], "r": [[0.0011625055632183909], 0, 1.1934692859649658, 1538772666.4781966], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float16"], ["TENSOR", [128, 64, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 56, 56, "float16"], [128, 64, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 2696208, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [14, 1, 4]], ["tile_ow", "sp", [2, 28, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0020184200399999998], 0, 2.779381275177002, 1538773937.606552], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 64, 112, 112], "float16"], ["TENSOR", [64, 1, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 64, 112, 112, "float16"], [64, 1, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "float16"], {"i": 498795, "c": null, "e": [["tile_c", "sp", [8, 8, 1]], ["tile_y", "sp", [4, 1, 14]], ["tile_x", "sp", [1, 7, 8]], ["ann_spatial", "an", ["vec", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0019357952115384614], 0, 3.128297805786133, 1538774973.4498615], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 112, 112], "float16"], ["TENSOR", [64, 32, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 112, 112, "float16"], [64, 32, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 6132945, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [28, 1, 4]], ["tile_ow", "sp", [4, 28, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0027895911111111113], 0, 1.6653130054473877, 1538775788.077858], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_depthwise_conv2d_nchw", [["TENSOR", [1, 32, 112, 112], "float16"], ["TENSOR", [32, 1, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "float16"], {}, ["depthwise_conv2d_nchw", [1, 32, 112, 112, "float16"], [32, 1, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "float16"], {"i": 418680, "c": null, "e": [["tile_c", "sp", [4, 8, 1]], ["tile_y", "sp", [28, 4, 1]], ["tile_x", "sp", [1, 7, 16]], ["ann_spatial", "an", ["unroll", "none", "unroll"]]], "t": "direct"}], "r": [[0.0010919210322580645], 0, 1.4519503116607666, 1538777121.3120685], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float16"], ["TENSOR", [32, 3, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 3, 224, 224, "float16"], [32, 3, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {"i": 4695743, "c": null, "e": [["tile_co", "sp", [1, 4, 8]], ["tile_oh", "sp", [56, 2, 1]], ["tile_ow", "sp", [14, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0014313319000000002], 0, 1.5722167491912842, 1538777904.6131725], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 13, 13], "float16"], ["TENSOR", [64, 384, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 13, 13, "float16"], [64, 384, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 10944, "c": null, "e": [["tile_co", "sp", [1, 4, 16]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [1, 13, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007159475428571429], 0, 4.324434995651245, 1538778722.4897132], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 13, 13], "float16"], ["TENSOR", [48, 384, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 13, 13, "float16"], [48, 384, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 41177, "c": null, "e": [["tile_co", "sp", [16, 3, 1]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [1, 1, 13]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "unroll"]]], "t": "direct"}], "r": [[0.0009162163008849558], 0, 6.054295539855957, 1538779373.250644], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 13, 13], "float16"], ["TENSOR", [192, 48, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 48, 13, 13, "float16"], [192, 48, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 35584, "c": null, "e": [["tile_co", "sp", [6, 4, 8]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012065775294117648], 0, 2.5178112983703613, 1538780133.707966], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 13, 13], "float16"], ["TENSOR", [192, 48, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 48, 13, 13, "float16"], [192, 48, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 34085, "c": null, "e": [["tile_co", "sp", [3, 4, 16]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00033492270903010034], 0, 4.900341510772705, 1538780634.2407472], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 13, 13], "float16"], ["TENSOR", [48, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 13, 13, "float16"], [48, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 33651, "c": null, "e": [["tile_co", "sp", [1, 6, 8]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0004829146220095694], 0, 0.9158263206481934, 1538781297.9890645], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 27, 27], "float16"], ["TENSOR", [32, 128, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 27, 27, "float16"], [32, 128, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 223707, "c": null, "e": [["tile_co", "sp", [4, 1, 8]], ["tile_oh", "sp", [3, 9, 1]], ["tile_ow", "sp", [3, 3, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000490522570754717], 0, 0.9912846088409424, 1538781757.6977046], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 55, 55], "float16"], ["TENSOR", [16, 64, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 55, 55, "float16"], [16, 64, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 135568, "c": null, "e": [["tile_co", "sp", [1, 2, 8]], ["tile_oh", "sp", [11, 5, 1]], ["tile_ow", "sp", [1, 11, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0006113099390243902], 0, 1.9266202449798584, 1538782611.679042], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float16"], ["TENSOR", [64, 3, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 3, 224, 224, "float16"], [64, 3, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {"i": 6243601, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [56, 1, 2]], ["tile_ow", "sp", [8, 14, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002612249225], 0, 6.574219465255737, 1538784063.3223617], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 13, 13], "float16"], ["TENSOR", [1000, 512, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 13, 13, "float16"], [1000, 512, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 95633, "c": null, "e": [["tile_co", "sp", [5, 50, 4]], ["tile_oh", "sp", [1, 1, 13]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.008705783666666666], 0, 3.4292759895324707, 1538785071.9670231], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 13, 13], "float16"], ["TENSOR", [256, 64, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 13, 13, "float16"], [256, 64, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 6919, "c": null, "e": [["tile_co", "sp", [1, 16, 16]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [13, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "none", "vec"]]], "t": "direct"}], "r": [[0.0004510531592920354], 0, 5.404657602310181, 1538786886.7107954], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 13, 13], "float16"], ["TENSOR", [64, 512, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 13, 13, "float16"], [64, 512, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 26818, "c": null, "e": [["tile_co", "sp", [4, 1, 16]], ["tile_oh", "sp", [13, 1, 1]], ["tile_ow", "sp", [1, 13, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0009014861261261261], 0, 1.7153654098510742, 1538787824.1501515], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 27, 27], "float16"], ["TENSOR", [256, 64, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 27, 27, "float16"], [256, 64, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 373707, "c": null, "e": [["tile_co", "sp", [4, 8, 8]], ["tile_oh", "sp", [9, 1, 3]], ["tile_ow", "sp", [27, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0012576545124999999], 0, 1.905381441116333, 1538789637.6545336], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 27, 27], "float16"], ["TENSOR", [64, 384, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 27, 27, "float16"], [64, 384, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 292901, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [1, 9, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001597848953125], 0, 1.8963291645050049, 1538790556.5519545], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 384, 27, 27], "float16"], ["TENSOR", [48, 384, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 384, 27, 27, "float16"], [48, 384, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 215213, "c": null, "e": [["tile_co", "sp", [12, 1, 4]], ["tile_oh", "sp", [3, 9, 1]], ["tile_ow", "sp", [1, 3, 9]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0013533014459459459], 0, 4.6253931522369385, 1538791741.6260657], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 27, 27], "float16"], ["TENSOR", [192, 48, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 48, 27, 27, "float16"], [192, 48, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 928239, "c": null, "e": [["tile_co", "sp", [4, 12, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [3, 3, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.004417422304347826], 0, 1.3400623798370361, 1538792372.5325084], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 48, 27, 27], "float16"], ["TENSOR", [192, 48, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 48, 27, 27, "float16"], [192, 48, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 708185, "c": null, "e": [["tile_co", "sp", [3, 4, 16]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [1, 27, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.000951520820754717], 0, 1.8304121494293213, 1538793070.1763353], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 27, 27], "float16"], ["TENSOR", [48, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 27, 27, "float16"], [48, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 195327, "c": null, "e": [["tile_co", "sp", [2, 6, 4]], ["tile_oh", "sp", [27, 1, 1]], ["tile_ow", "sp", [9, 1, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0012988313544303797], 0, 1.0114781856536865, 1538793985.8863382], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 27, 27], "float16"], ["TENSOR", [128, 32, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 27, 27, "float16"], [128, 32, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 171420, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [9, 3, 1]], ["tile_ow", "sp", [1, 9, 3]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0014980752647058822], 0, 1.2826087474822998, 1538795305.753612], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 27, 27], "float16"], ["TENSOR", [128, 32, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 27, 27, "float16"], [128, 32, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 378167, "c": null, "e": [["tile_co", "sp", [4, 4, 8]], ["tile_oh", "sp", [9, 1, 3]], ["tile_ow", "sp", [27, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000549569737704918], 0, 1.0280110836029053, 1538796224.8092782], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 27, 27], "float16"], ["TENSOR", [32, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 27, 27, "float16"], [32, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 100418, "c": null, "e": [["tile_co", "sp", [1, 4, 8]], ["tile_oh", "sp", [9, 3, 1]], ["tile_ow", "sp", [1, 3, 9]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0008789584086956522], 0, 4.236295938491821, 1538797326.8957155], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 55, 55], "float16"], ["TENSOR", [128, 32, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 55, 55, "float16"], [128, 32, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 123792, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.005310756526315789], 0, 1.1623306274414062, 1538798048.1751225], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 32, 55, 55], "float16"], ["TENSOR", [128, 32, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 32, 55, 55, "float16"], [128, 32, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 254692, "c": null, "e": [["tile_co", "sp", [2, 4, 16]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [1, 55, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.001927231576923077], 0, 1.7862107753753662, 1538798922.9389913], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 55, 55], "float16"], ["TENSOR", [32, 128, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 55, 55, "float16"], [32, 128, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 179569, "c": null, "e": [["tile_co", "sp", [1, 2, 16]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [1, 11, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0016680017833333334], 0, 5.452693700790405, 1538800032.0433037], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 55, 55], "float16"], ["TENSOR", [16, 128, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 55, 55, "float16"], [16, 128, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 56473, "c": null, "e": [["tile_co", "sp", [1, 2, 8]], ["tile_oh", "sp", [5, 11, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0010725631063829787], 0, 3.7978835105895996, 1538800324.682729], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 16, 55, 55], "float16"], ["TENSOR", [64, 16, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 16, 55, 55, "float16"], [64, 16, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 241436, "c": null, "e": [["tile_co", "sp", [2, 4, 8]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [11, 1, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0018171205892857142], 0, 1.3430955410003662, 1538801270.3405948], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 16, 55, 55], "float16"], ["TENSOR", [64, 16, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 16, 55, 55, "float16"], [64, 16, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 242809, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [11, 1, 5]], ["tile_ow", "sp", [55, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007298120413793103], 0, 1.1111550331115723, 1538802053.9266298], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 55, 55], "float16"], ["TENSOR", [16, 96, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 96, 55, 55, "float16"], [16, 96, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 127048, "c": null, "e": [["tile_co", "sp", [1, 2, 8]], ["tile_oh", "sp", [55, 1, 1]], ["tile_ow", "sp", [1, 11, 5]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000804700848], 0, 4.661175012588501, 1538802778.8855352], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float16"], ["TENSOR", [96, 3, 7, 7], "float16"], [2, 2], [3, 3], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 3, 224, 224, "float16"], [96, 3, 7, 7, "float16"], [2, 2], [3, 3], [1, 1], "NCHW", "float16"], {"i": 6049997, "c": null, "e": [["tile_co", "sp", [3, 4, 8]], ["tile_oh", "sp", [56, 2, 1]], ["tile_ow", "sp", [14, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.008513244], 0, 12.439008474349976, 1538804403.9426947], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 4096], "float16"], ["TENSOR", [1000, 4096], "float16"], ["TENSOR", [1000], "float16"]], {}, ["dense", [1, 4096, "float16"], [1000, 4096, "float16"], [1000, "float16"]], {"i": 605, "c": null, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [100, 10, 1]], ["c_unroll", "sp", [64, 64]]], "t": "direct"}], "v": 0.1, "r": [[0.0016756960166666665], 0, 3.6759862899780273, 1538805322.1950846]}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 4096], "float16"], ["TENSOR", [4096, 4096], "float16"], ["TENSOR", [4096], "float16"]], {}, ["dense", [1, 4096, "float16"], [4096, 4096, "float16"], [4096, "float16"]], {"i": 365, "c": null, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [2048, 2, 1]], ["c_unroll", "sp", [256, 16]]], "t": "direct"}], "v": 0.1, "r": [[0.0064386485625], 0, 2.906545400619507, 1538806320.712949]}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 25088], "float16"], ["TENSOR", [4096, 25088], "float16"], ["TENSOR", [4096], "float16"]], {}, ["dense", [1, 25088, "float16"], [4096, 25088, "float16"], [4096, "float16"]], {"i": 911, "c": null, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [2048, 2, 1]], ["c_unroll", "sp", [448, 56]]], "t": "direct"}], "v": 0.1, "r": [[0.046200917], 0, 3.784418821334839, 1538807329.712466]}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float16"], ["TENSOR", [64, 3, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 3, 224, 224, "float16"], [64, 3, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 12273933, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [224, 1, 1]], ["tile_ow", "sp", [2, 28, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.007613095785714286], 0, 1.4565367698669434, 1538822787.719077], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 512], "float16"], ["TENSOR", [1000, 512], "float16"], ["TENSOR", [1000], "float16"]], {}, ["dense", [1, 512, "float16"], [1000, 512, "float16"], [1000, "float16"]], {"i": 403, "c": null, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [200, 5, 1]], ["c_unroll", "sp", [32, 16]]], "t": "direct"}], "v": 0.1, "r": [[0.0002798621299734748], 0, 6.161244869232178, 1538823142.338813]}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float16"], ["TENSOR", [512, 256, 1, 1], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 14, 14, "float16"], [512, 256, 1, 1, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 22687, "c": null, "e": [["tile_co", "sp", [64, 1, 8]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [1, 1, 7]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007593721278195489], 0, 4.604989767074585, 1538824093.0268483], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float16"], ["TENSOR", [512, 256, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 14, 14, "float16"], [512, 256, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {"i": 22799, "c": null, "e": [["tile_co", "sp", [16, 4, 8]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0041767452], 0, 1.1835463047027588, 1538824713.4414806], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float16"], ["TENSOR", [256, 128, 1, 1], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 28, 28, "float16"], [256, 128, 1, 1, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 406247, "c": null, "e": [["tile_co", "sp", [4, 4, 16]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0007015416013986015], 0, 2.981767177581787, 1538825366.3654752], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float16"], ["TENSOR", [256, 128, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 28, 28, "float16"], [256, 128, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {"i": 172962, "c": null, "e": [["tile_co", "sp", [4, 8, 8]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0033754749], 0, 7.035157203674316, 1538826524.7637076], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float16"], ["TENSOR", [128, 64, 1, 1], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 56, 56, "float16"], [128, 64, 1, 1, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 554069, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.000781552140625], 0, 4.545984268188477, 1538827656.1871963], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float16"], ["TENSOR", [128, 64, 3, 3], "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 56, 56, "float16"], [128, 64, 3, 3, "float16"], [2, 2], [1, 1], [1, 1], "NCHW", "float16"], {"i": 543048, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.00282742925], 0, 4.216508388519287, 1538828567.5136054], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_dense", [["TENSOR", [1, 2048], "float16"], ["TENSOR", [1000, 2048], "float16"], ["TENSOR", [1000], "float16"]], {}, ["dense", [1, 2048, "float16"], [1000, 2048, "float16"], [1000, "float16"]], {"i": 505, "c": null, "e": [["tile_y", "sp", [1, 1, 1]], ["tile_x", "sp", [100, 10, 1]], ["c_unroll", "sp", [64, 32]]], "t": "direct"}], "v": 0.1, "r": [[0.0008482203644067796], 0, 4.211421012878418, 1538829333.01879]}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 2048, 7, 7], "float16"], ["TENSOR", [512, 2048, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 2048, 7, 7, "float16"], [512, 2048, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 41224, "c": null, "e": [["tile_co", "sp", [16, 4, 8]], ["tile_oh", "sp", [1, 1, 7]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.004025511440000001], 0, 3.007218837738037, 1538830538.451566], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 7, 7], "float16"], ["TENSOR", [2048, 512, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 7, 7, "float16"], [2048, 512, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 56204, "c": null, "e": [["tile_co", "sp", [32, 4, 16]], ["tile_oh", "sp", [7, 1, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.004389022130434783], 0, 1.7869715690612793, 1538831207.4736938], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 14, 14], "float16"], ["TENSOR", [2048, 1024, 1, 1], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1024, 14, 14, "float16"], [2048, 1024, 1, 1, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 57918, "c": null, "e": [["tile_co", "sp", [128, 1, 16]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [1, 7, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.008714922], 0, 5.736236572265625, 1538831797.1927795], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 14, 14], "float16"], ["TENSOR", [512, 1024, 1, 1], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1024, 14, 14, "float16"], [512, 1024, 1, 1, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 19890, "c": null, "e": [["tile_co", "sp", [16, 2, 16]], ["tile_oh", "sp", [1, 7, 1]], ["tile_ow", "sp", [7, 1, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0026814866842105266], 0, 2.5446197986602783, 1538833676.7023625], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 1024, 14, 14], "float16"], ["TENSOR", [256, 1024, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 1024, 14, 14, "float16"], [256, 1024, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 399535, "c": null, "e": [["tile_co", "sp", [16, 2, 8]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [1, 7, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0029870688529411763], 0, 1.9580085277557373, 1538834820.7910173], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float16"], ["TENSOR", [1024, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 14, 14, "float16"], [1024, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 433924, "c": null, "e": [["tile_co", "sp", [16, 4, 16]], ["tile_oh", "sp", [7, 1, 2]], ["tile_ow", "sp", [7, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0027764130810810812], 0, 2.772752523422241, 1538836099.165978], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float16"], ["TENSOR", [1024, 512, 1, 1], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 28, 28, "float16"], [1024, 512, 1, 1, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 590541, "c": null, "e": [["tile_co", "sp", [32, 2, 16]], ["tile_oh", "sp", [7, 2, 1]], ["tile_ow", "sp", [7, 1, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0064862606875], 0, 5.323763370513916, 1538837300.9190485], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float16"], ["TENSOR", [256, 512, 1, 1], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 28, 28, "float16"], [256, 512, 1, 1, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 153528, "c": null, "e": [["tile_co", "sp", [2, 8, 16]], ["tile_oh", "sp", [14, 1, 1]], ["tile_ow", "sp", [7, 2, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0025278042250000002], 0, 5.475460529327393, 1538838533.2757318], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float16"], ["TENSOR", [128, 512, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 28, 28, "float16"], [128, 512, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1219560, "c": null, "e": [["tile_co", "sp", [2, 8, 8]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.003034867411764706], 0, 1.0496666431427002, 1538839990.3638096], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float16"], ["TENSOR", [512, 128, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 28, 28, "float16"], [512, 128, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1916009, "c": null, "e": [["tile_co", "sp", [16, 4, 8]], ["tile_oh", "sp", [14, 1, 2]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.002731956027027027], 0, 1.7346396446228027, 1538840872.9403327], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float16"], ["TENSOR", [512, 256, 1, 1], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 56, 56, "float16"], [512, 256, 1, 1, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1880048, "c": null, "e": [["tile_co", "sp", [2, 16, 16]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [1, 14, 2]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "none"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0065488609375], 0, 3.5417277812957764, 1538841831.5018895], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float16"], ["TENSOR", [128, 256, 1, 1], "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 56, 56, "float16"], [128, 256, 1, 1, "float16"], [2, 2], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1004429, "c": null, "e": [["tile_co", "sp", [1, 8, 16]], ["tile_oh", "sp", [28, 1, 1]], ["tile_ow", "sp", [7, 4, 1]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "none", "vec"]]], "t": "direct"}], "r": [[0.0027073713157894736], 0, 1.6657164096832275, 1538844252.107011], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float16"], ["TENSOR", [64, 256, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 56, 56, "float16"], [64, 256, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1145781, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [56, 1, 1]], ["tile_ow", "sp", [14, 1, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "none"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0035728516071428574], 0, 4.678251266479492, 1538845049.1921308], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float16"], ["TENSOR", [256, 64, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 56, 56, "float16"], [256, 64, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 4313320, "c": null, "e": [["tile_co", "sp", [16, 2, 8]], ["tile_oh", "sp", [28, 2, 1]], ["tile_ow", "sp", [7, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.0035525226206896553], 0, 2.87395977973938, 1538846593.8810399], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float16"], ["TENSOR", [64, 64, 1, 1], "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 56, 56, "float16"], [64, 64, 1, 1, "float16"], [1, 1], [0, 0], [1, 1], "NCHW", "float16"], {"i": 1097928, "c": null, "e": [["tile_co", "sp", [2, 4, 8]], ["tile_oh", "sp", [28, 2, 1]], ["tile_ow", "sp", [1, 14, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["none", "unroll"]], ["ann_spatial", "an", ["none", "unroll", "vec"]]], "t": "direct"}], "r": [[0.001203579380952381], 0, 1.0861639976501465, 1538848076.6331637], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 3, 224, 224], "float16"], ["TENSOR", [64, 3, 7, 7], "float16"], [2, 2], [3, 3], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 3, 224, 224, "float16"], [64, 3, 7, 7, "float16"], [2, 2], [3, 3], [1, 1], "NCHW", "float16"], {"i": 6317661, "c": null, "e": [["tile_co", "sp", [1, 8, 8]], ["tile_oh", "sp", [112, 1, 1]], ["tile_ow", "sp", [14, 2, 4]], ["reorder_0", "re", [0, 1, 2, 3, 4, 5, 6, 9, 7, 8]], ["ann_reduce", "an", ["unroll", "unroll"]], ["ann_spatial", "an", ["unroll", "unroll", "vec"]]], "t": "direct"}], "r": [[0.006038337117647058], 0, 6.7816314697265625, 1538850043.8729377], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 7, 7], "float16"], ["TENSOR", [32, 128, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 7, 7, "float16"], [32, 128, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 11662, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [32, 4]], ["tile_t2", "sp", [2, 16]], ["c_unroll", "sp", [64, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.0002704029732620321], 0, 4.193325042724609, 1539256989.0511532], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 14, 14], "float16"], ["TENSOR", [32, 128, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 14, 14, "float16"], [32, 128, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 14261, "c": null, "e": [["tile_bna", "ot", 2], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [32, 4]], ["tile_t2", "sp", [1, 32]], ["c_unroll", "sp", [16, 8]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.000789238546875], 0, 5.3365867137908936, 1539257583.3258145], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 56, 56], "float16"], ["TENSOR", [32, 128, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 56, 56, "float16"], [32, 128, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 18661, "c": null, "e": [["tile_bna", "ot", 2], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [32, 4]], ["tile_t2", "sp", [4, 8]], ["c_unroll", "sp", [16, 8]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.006905089200000001], 0, 3.8691892623901367, 1539259405.5481424], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 448, 8, 8], "float16"], ["TENSOR", [384, 448, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 448, 8, 8, "float16"], [384, 448, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 74936, "c": null, "e": [["tile_bna", "ot", 2], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [8, 56]], ["tile_t2", "sp", [6, 64]], ["c_unroll", "sp", [112, 4]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.003061332363636364], 0, 9.108967781066895, 1539260723.5946913], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 96, 35, 35], "float16"], ["TENSOR", [96, 96, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 96, 35, 35, "float16"], [96, 96, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 50292, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [6, 16]], ["tile_t2", "sp", [1, 96]], ["c_unroll", "sp", [48, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.0038921106153846155], 0, 1.1923186779022217, 1539261950.717845], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 35, 35], "float16"], ["TENSOR", [96, 64, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 35, 35, "float16"], [96, 64, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 32461, "c": null, "e": [["tile_bna", "ot", 2], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [8, 8]], ["tile_t2", "sp", [12, 8]], ["c_unroll", "sp", [8, 8]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.00313774934375], 0, 3.9298360347747803, 1539262576.3087442], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 13, 13], "float16"], ["TENSOR", [256, 64, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 13, 13, "float16"], [256, 64, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 13067, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [4, 16]], ["tile_t2", "sp", [64, 4]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.0012899777820512821], 0, 3.5680699348449707, 1539263425.348902], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 27, 27], "float16"], ["TENSOR", [256, 64, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 27, 27, "float16"], [256, 64, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 13042, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [8, 8]], ["tile_t2", "sp", [64, 4]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.003569257482758621], 0, 4.436291456222534, 1539264025.297396], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 14, 14], "float16"], ["TENSOR", [512, 512, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 14, 14, "float16"], [512, 512, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 15917, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [32, 16]], ["tile_t2", "sp", [4, 128]], ["c_unroll", "sp", [256, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.009784086818181818], 0, 2.8494021892547607, 1539264636.0501614], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 28, 28], "float16"], ["TENSOR", [512, 512, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 28, 28, "float16"], [512, 512, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 18542, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [16, 32]], ["tile_t2", "sp", [32, 16]], ["c_unroll", "sp", [64, 8]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.02645109575], 0, 21.205586910247803, 1539265485.0608034], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 28, 28], "float16"], ["TENSOR", [512, 256, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 28, 28, "float16"], [512, 256, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 19192, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [2, 128]], ["tile_t2", "sp", [4, 128]], ["c_unroll", "sp", [32, 8]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.014060732125], 0, 4.281729221343994, 1539267047.7894878], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 56, 56], "float16"], ["TENSOR", [256, 256, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 56, 56, "float16"], [256, 256, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 15917, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [16, 16]], ["tile_t2", "sp", [2, 128]], ["c_unroll", "sp", [128, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.03138662075], 0, 14.635979652404785, 1539268581.9926639], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 56, 56], "float16"], ["TENSOR", [256, 128, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 56, 56, "float16"], [256, 128, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 14942, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [4, 32]], ["tile_t2", "sp", [64, 4]], ["c_unroll", "sp", [64, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.017603293333333332], 0, 14.38584041595459, 1539270116.7375104], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 112, 112], "float16"], ["TENSOR", [128, 128, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 112, 112, "float16"], [128, 128, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 15567, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [2, 64]], ["tile_t2", "sp", [4, 32]], ["c_unroll", "sp", [64, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.043861566], 0, 18.059239625930786, 1539271561.31132], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 112, 112], "float16"], ["TENSOR", [128, 64, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 112, 112, "float16"], [128, 64, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 13642, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [1, 64]], ["tile_t2", "sp", [4, 32]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.02590457475], 0, 14.528096675872803, 1539272775.5760543], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 224, 224], "float16"], ["TENSOR", [64, 64, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 224, 224, "float16"], [64, 64, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 16342, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [16, 4]], ["tile_t2", "sp", [16, 4]], ["c_unroll", "sp", [32, 2]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.074903163], 0, 9.019776105880737, 1539274112.9994435], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 512, 7, 7], "float16"], ["TENSOR", [512, 512, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 512, 7, 7, "float16"], [512, 512, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 15967, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [8, 64]], ["tile_t2", "sp", [4, 128]], ["c_unroll", "sp", [256, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.0034370355333333334], 0, 8.091655731201172, 1539275339.858657], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 256, 14, 14], "float16"], ["TENSOR", [256, 256, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 256, 14, 14, "float16"], [256, 256, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 15692, "c": null, "e": [["tile_bna", "ot", 4], ["tile_bnb", "ot", 8], ["tile_t1", "sp", [32, 8]], ["tile_t2", "sp", [4, 64]], ["c_unroll", "sp", [128, 2]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.003097792484848485], 0, 2.525359630584717, 1539276221.117567], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 128, 28, 28], "float16"], ["TENSOR", [128, 128, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 128, 28, 28, "float16"], [128, 128, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 18161, "c": null, "e": [["tile_bna", "ot", 2], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [2, 64]], ["tile_t2", "sp", [32, 4]], ["c_unroll", "sp", [16, 8]], ["yt", "ot", 4]], "t": "winograd"}], "r": [[0.003984467692307692], 0, 19.46451187133789, 1539277299.2439451], "v": 0.1}
{"i": ["opencl -model=rk3399 -device=mali", "topi_nn_conv2d", [["TENSOR", [1, 64, 56, 56], "float16"], ["TENSOR", [64, 64, 3, 3], "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {}, ["conv2d", [1, 64, 56, 56, "float16"], [64, 64, 3, 3, "float16"], [1, 1], [1, 1], [1, 1], "NCHW", "float16"], {"i": 18786, "c": null, "e": [["tile_bna", "ot", 2], ["tile_bnb", "ot", 4], ["tile_t1", "sp", [16, 4]], ["tile_t2", "sp", [16, 4]], ["c_unroll", "sp", [8, 8]], ["yt", "ot", 8]], "t": "winograd"}], "r": [[0.0050456273], 0, 3.70674729347229, 1539278982.2172227], "v": 0.1}