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mali_v0.03.log
456 lines (456 loc) · 282 KB
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mali_v0.03.log
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# 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], "NCHW", "float32"], {}, ["conv2d", [1, 992, 7, 7, "float32"], [128, 992, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 36225, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 960, 7, 7, "float32"], [128, 960, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 6185, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 928, 7, 7, "float32"], [128, 928, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 14194, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 896, 7, 7, "float32"], [128, 896, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 7480, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 864, 7, 7, "float32"], [128, 864, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 34902, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 832, 7, 7, "float32"], [128, 832, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 28377, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 800, 7, 7, "float32"], [128, 800, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 14813, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 768, 7, 7, "float32"], [128, 768, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 13834, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 736, 7, 7, "float32"], [128, 736, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 33724, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 704, 7, 7, "float32"], [128, 704, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 26596, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 672, 7, 7, "float32"], [128, 672, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 35576, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 640, 7, 7, "float32"], [128, 640, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 27946, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 608, 7, 7, "float32"], [128, 608, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 33833, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 576, 7, 7, "float32"], [128, 576, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 15461, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 544, 7, 7, "float32"], [128, 544, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 6509, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 128, 7, 7, "float32"], [32, 128, 3, 3, "float32"], [1, 1], [1, 1], "NCHW", "float32"], {"i": 14587, "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]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 512, 7, 7, "float32"], [128, 512, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 7193, "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"]]], "c": null, "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], "NCHW", "float32"], {}, ["conv2d", [1, 1024, 14, 14, "float32"], [512, 1024, 1, 1, "float32"], [1, 1], [0, 0], "NCHW", "float32"], {"i": 492272, "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"]]], "c": null, "t": "direct"}], "r": [[0.009498708636363637], 0, 2.043750524520874, 1538232816.5858936], "v": 0.1}
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