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cuda_v0.06.log
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cuda_v0.06.log
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# This is the pre-tuned parameters for cuda backend
# TVM downloaded this during compilation
{"i": ["cuda -model=titanx", "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": 8797896, "c": null, "e": [["tile_f", "sp", [6, 1, 32, 1]], ["tile_y", "sp", [4, 1, 2, 1]], ["tile_x", "sp", [1, 1, 8, 1]], ["tile_rc", "sp", [64, 32]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 1500], ["unroll_explicit", "ot", 1]], "t": "direct"}], "r": [[5.69732536806342e-05], 0, 14.116215467453003, 1535423916.7184713], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 734204, "c": null, "e": [["tile_f", "sp", [28, 2, 8, 1]], ["tile_y", "sp", [2, 2, 2, 1]], ["tile_x", "sp", [1, 1, 8, 1]], ["tile_rc", "sp", [64, 32]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 0], ["unroll_explicit", "ot", 0]], "t": "direct"}], "r": [[9.882545781556573e-05], 0, 20.854647159576416, 1535425623.6315196], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 1240970, "c": null, "e": [["tile_f", "sp", [12, 1, 16, 2]], ["tile_y", "sp", [2, 2, 2, 1]], ["tile_x", "sp", [1, 1, 8, 1]], ["tile_rc", "sp", [32, 64]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 0], ["unroll_explicit", "ot", 0]], "t": "direct"}], "r": [[8.448735867117118e-05], 0, 14.069890975952148, 1535426980.678347], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 5709779, "c": null, "e": [["tile_f", "sp", [10, 1, 16, 2]], ["tile_y", "sp", [2, 1, 2, 2]], ["tile_x", "sp", [1, 1, 8, 1]], ["tile_rc", "sp", [32, 64]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 0], ["unroll_explicit", "ot", 1]], "t": "direct"}], "r": [[8.139676807712908e-05], 0, 3.966081380844116, 1535427983.421136], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 13233096, "c": null, "e": [["tile_f", "sp", [6, 1, 32, 1]], ["tile_y", "sp", [4, 1, 2, 1]], ["tile_x", "sp", [1, 1, 8, 1]], ["tile_rc", "sp", [40, 32]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 1500], ["unroll_explicit", "ot", 1]], "t": "direct"}], "r": [[3.6700240116420085e-05], 0, 3.608333110809326, 1535429000.509115], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 232980, "c": null, "e": [["tile_b", "sp", [36, 1, 1, 1]], ["tile_y", "sp", [6, 1, 32, 2]], ["tile_x", "sp", [1, 1, 4, 1]], ["tile_rc", "sp", [28, 16]], ["auto_unroll_max_step", "ot", 0], ["unroll_explicit", "ot", 1]], "t": "winograd"}], "r": [[0.00011755589655172413], 0, 5.878081798553467, 1535431279.4730268], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 3731075, "c": null, "e": [["tile_f", "sp", [14, 1, 16, 2]], ["tile_y", "sp", [4, 1, 2, 1]], ["tile_x", "sp", [1, 1, 4, 2]], ["tile_rc", "sp", [32, 40]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 512], ["unroll_explicit", "ot", 0]], "t": "direct"}], "r": [[5.2090259632072194e-05], 0, 1.3185603618621826, 1535433032.3829937], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 35416378, "c": null, "e": [["tile_f", "sp", [24, 2, 8, 1]], ["tile_y", "sp", [4, 1, 2, 1]], ["tile_x", "sp", [1, 1, 8, 1]], ["tile_rc", "sp", [16, 24]], ["tile_rx", "sp", [1, 3]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 1500], ["unroll_explicit", "ot", 1]], "t": "direct"}], "r": [[4.5191243902439025e-05], 0, 1.303452730178833, 1535434456.1185555], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 13970090, "c": null, "e": [["tile_f", "sp", [12, 1, 16, 2]], ["tile_y", "sp", [4, 1, 2, 1]], ["tile_x", "sp", [1, 1, 4, 2]], ["tile_rc", "sp", [16, 24]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [3, 1]], ["auto_unroll_max_step", "ot", 1500], ["unroll_explicit", "ot", 0]], "t": "direct"}], "r": [[4.3322369696969696e-05], 0, 1.4410252571105957, 1535436450.3439708], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 5330090, "c": null, "e": [["tile_f", "sp", [12, 1, 16, 2]], ["tile_y", "sp", [4, 1, 2, 1]], ["tile_x", "sp", [1, 1, 4, 2]], ["tile_rc", "sp", [32, 40]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 512], ["unroll_explicit", "ot", 0]], "t": "direct"}], "r": [[4.552532625833839e-05], 0, 1.3521144390106201, 1535437568.5237384], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 3690668, "c": null, "e": [["tile_f", "sp", [20, 2, 8, 1]], ["tile_y", "sp", [4, 1, 2, 1]], ["tile_x", "sp", [1, 1, 8, 1]], ["tile_rc", "sp", [32, 40]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 512], ["unroll_explicit", "ot", 0]], "t": "direct"}], "r": [[4.795118104265403e-05], 0, 1.2909648418426514, 1535438405.1098573], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 10006142, "c": null, "e": [["tile_f", "sp", [12, 1, 16, 1]], ["tile_y", "sp", [8, 1, 1, 1]], ["tile_x", "sp", [1, 1, 8, 1]], ["tile_rc", "sp", [32, 6]], ["tile_rx", "sp", [1, 3]], ["tile_ry", "sp", [3, 1]], ["auto_unroll_max_step", "ot", 512], ["unroll_explicit", "ot", 0]], "t": "direct"}], "r": [[5.094121392190153e-05], 0, 1.2878923416137695, 1535439480.1925032], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 28729475, "c": null, "e": [["tile_f", "sp", [10, 1, 16, 2]], ["tile_y", "sp", [4, 1, 2, 1]], ["tile_x", "sp", [1, 1, 4, 2]], ["tile_rc", "sp", [48, 4]], ["tile_rx", "sp", [1, 3]], ["tile_ry", "sp", [1, 3]], ["auto_unroll_max_step", "ot", 0], ["unroll_explicit", "ot", 1]], "t": "direct"}], "r": [[6.494733763996555e-05], 0, 1.3043124675750732, 1535440944.6158926], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 776877, "c": null, "e": [["tile_f", "sp", [8, 4, 6, 1]], ["tile_y", "sp", [17, 1, 1, 1]], ["tile_x", "sp", [1, 1, 17, 1]], ["tile_rc", "sp", [32, 6]], ["tile_rx", "sp", [7, 1]], ["tile_ry", "sp", [1, 1]], ["auto_unroll_max_step", "ot", 1500], ["unroll_explicit", "ot", 1]], "t": "direct"}], "r": [[0.00016294033007600435], 0, 2.581367254257202, 1535441832.1955879], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 325452, "c": null, "e": [["tile_f", "sp", [8, 1, 6, 4]], ["tile_y", "sp", [17, 1, 1, 1]], ["tile_x", "sp", [1, 1, 17, 1]], ["tile_rc", "sp", [32, 6]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [7, 1]], ["auto_unroll_max_step", "ot", 1500], ["unroll_explicit", "ot", 0]], "t": "direct"}], "r": [[0.00016267638502673795], 0, 1.3517541885375977, 1535442556.6070833], "v": 0.1}
{"i": ["cuda -model=titanx", "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": 88756, "c": null, "e": [["tile_f", "sp", [6, 4, 8, 1]], ["tile_y", "sp", [17, 1, 1, 1]], ["tile_x", "sp", [1, 1, 17, 1]], ["tile_rc", "sp", [20, 8]], ["tile_rx", "sp", [1, 1]], ["tile_ry", "sp", [1, 7]], ["auto_unroll_max_step", "ot", 0], ["unroll_explicit", "ot", 0]], "t": "direct"}], "r": [[0.00014167337005649717], 0, 2.514183282852173, 1535443548.5128298], "v": 0.1}
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