{ "tests": [ { "name": "prelu float32 1D constant tensors", "inputs": { "x": { "shape": [24], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32", "constant": true }, "slope": { "shape": [24], "data": [ 9.343093097130314, 0.2800687126385206, -4.617085001507579, 1.1202747481570352, -1.4334710772165593, -3.157594908065091, -6.289953987035659, -5.010787777546328, -6.899077379471157, 3.572534824190212, 6.861966530502535, -1.9615313732548287, 4.583203900668886, 2.664350255679274, 9.19295531798543, -9.554700087649, -5.505102187715796, -2.3927369956553557, 3.5821293765315954, -2.32240037283157, -1.9816573593209075, 4.155890213640276, -1.7995220850663962, 9.29585020267449 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [24], "data": [ -23.817113876342773, -1.342889666557312, 8.413617134094238, 6.108623504638672, 12.173455238342285, 3.3143365383148193, 1.1687211990356445, 0.7103435397148132, 46.32490539550781, 5.787421703338623, -25.7709903717041, 9.608142852783203, 7.3295159339904785, -10.535453796386719, 7.067296981811523, 9.439736366271973, 14.083043098449707, 20.718313217163086, 8.47507381439209, 4.551425457000732, 18.365745544433594, -1.0895805358886719, 1.3258955478668213, -68.95950317382812 ], "type": "float32" } }, { "name": "prelu float32 1D tensors", "inputs": { "x": { "shape": [24], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [24], "data": [ 9.343093097130314, 0.2800687126385206, -4.617085001507579, 1.1202747481570352, -1.4334710772165593, -3.157594908065091, -6.289953987035659, -5.010787777546328, -6.899077379471157, 3.572534824190212, 6.861966530502535, -1.9615313732548287, 4.583203900668886, 2.664350255679274, 9.19295531798543, -9.554700087649, -5.505102187715796, -2.3927369956553557, 3.5821293765315954, -2.32240037283157, -1.9816573593209075, 4.155890213640276, -1.7995220850663962, 9.29585020267449 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [24], "data": [ -23.817113876342773, -1.342889666557312, 8.413617134094238, 6.108623504638672, 12.173455238342285, 3.3143365383148193, 1.1687211990356445, 0.7103435397148132, 46.32490539550781, 5.787421703338623, -25.7709903717041, 9.608142852783203, 7.3295159339904785, -10.535453796386719, 7.067296981811523, 9.439736366271973, 14.083043098449707, 20.718313217163086, 8.47507381439209, 4.551425457000732, 18.365745544433594, -1.0895805358886719, 1.3258955478668213, -68.95950317382812 ], "type": "float32" } }, { "name": "prelu float32 2D tensors", "inputs": { "x": { "shape": [4, 6], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [4, 6], "data": [ 9.343093097130314, 0.2800687126385206, -4.617085001507579, 1.1202747481570352, -1.4334710772165593, -3.157594908065091, -6.289953987035659, -5.010787777546328, -6.899077379471157, 3.572534824190212, 6.861966530502535, -1.9615313732548287, 4.583203900668886, 2.664350255679274, 9.19295531798543, -9.554700087649, -5.505102187715796, -2.3927369956553557, 3.5821293765315954, -2.32240037283157, -1.9816573593209075, 4.155890213640276, -1.7995220850663962, 9.29585020267449 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [4, 6], "data": [ -23.817113876342773, -1.342889666557312, 8.413617134094238, 6.108623504638672, 12.173455238342285, 3.3143365383148193, 1.1687211990356445, 0.7103435397148132, 46.32490539550781, 5.787421703338623, -25.7709903717041, 9.608142852783203, 7.3295159339904785, -10.535453796386719, 7.067296981811523, 9.439736366271973, 14.083043098449707, 20.718313217163086, 8.47507381439209, 4.551425457000732, 18.365745544433594, -1.0895805358886719, 1.3258955478668213, -68.95950317382812 ], "type": "float32" } }, { "name": "prelu float32 3D tensors", "inputs": { "x": { "shape": [2, 3, 4], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [2, 3, 4], "data": [ 9.343093097130314, 0.2800687126385206, -4.617085001507579, 1.1202747481570352, -1.4334710772165593, -3.157594908065091, -6.289953987035659, -5.010787777546328, -6.899077379471157, 3.572534824190212, 6.861966530502535, -1.9615313732548287, 4.583203900668886, 2.664350255679274, 9.19295531798543, -9.554700087649, -5.505102187715796, -2.3927369956553557, 3.5821293765315954, -2.32240037283157, -1.9816573593209075, 4.155890213640276, -1.7995220850663962, 9.29585020267449 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [2, 3, 4], "data": [ -23.817113876342773, -1.342889666557312, 8.413617134094238, 6.108623504638672, 12.173455238342285, 3.3143365383148193, 1.1687211990356445, 0.7103435397148132, 46.32490539550781, 5.787421703338623, -25.7709903717041, 9.608142852783203, 7.3295159339904785, -10.535453796386719, 7.067296981811523, 9.439736366271973, 14.083043098449707, 20.718313217163086, 8.47507381439209, 4.551425457000732, 18.365745544433594, -1.0895805358886719, 1.3258955478668213, -68.95950317382812 ], "type": "float32" } }, { "name": "prelu float32 4D tensors", "inputs": { "x": { "shape": [2, 2, 2, 3], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [2, 2, 2, 3], "data": [ 9.343093097130314, 0.2800687126385206, -4.617085001507579, 1.1202747481570352, -1.4334710772165593, -3.157594908065091, -6.289953987035659, -5.010787777546328, -6.899077379471157, 3.572534824190212, 6.861966530502535, -1.9615313732548287, 4.583203900668886, 2.664350255679274, 9.19295531798543, -9.554700087649, -5.505102187715796, -2.3927369956553557, 3.5821293765315954, -2.32240037283157, -1.9816573593209075, 4.155890213640276, -1.7995220850663962, 9.29585020267449 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [2, 2, 2, 3], "data": [ -23.817113876342773, -1.342889666557312, 8.413617134094238, 6.108623504638672, 12.173455238342285, 3.3143365383148193, 1.1687211990356445, 0.7103435397148132, 46.32490539550781, 5.787421703338623, -25.7709903717041, 9.608142852783203, 7.3295159339904785, -10.535453796386719, 7.067296981811523, 9.439736366271973, 14.083043098449707, 20.718313217163086, 8.47507381439209, 4.551425457000732, 18.365745544433594, -1.0895805358886719, 1.3258955478668213, -68.95950317382812 ], "type": "float32" } }, { "name": "prelu float32 5D tensors", "inputs": { "x": { "shape": [2, 2, 1, 2, 3], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [2, 2, 1, 2, 3], "data": [ 9.343093097130314, 0.2800687126385206, -4.617085001507579, 1.1202747481570352, -1.4334710772165593, -3.157594908065091, -6.289953987035659, -5.010787777546328, -6.899077379471157, 3.572534824190212, 6.861966530502535, -1.9615313732548287, 4.583203900668886, 2.664350255679274, 9.19295531798543, -9.554700087649, -5.505102187715796, -2.3927369956553557, 3.5821293765315954, -2.32240037283157, -1.9816573593209075, 4.155890213640276, -1.7995220850663962, 9.29585020267449 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [2, 2, 1, 2, 3], "data": [ -23.817113876342773, -1.342889666557312, 8.413617134094238, 6.108623504638672, 12.173455238342285, 3.3143365383148193, 1.1687211990356445, 0.7103435397148132, 46.32490539550781, 5.787421703338623, -25.7709903717041, 9.608142852783203, 7.3295159339904785, -10.535453796386719, 7.067296981811523, 9.439736366271973, 14.083043098449707, 20.718313217163086, 8.47507381439209, 4.551425457000732, 18.365745544433594, -1.0895805358886719, 1.3258955478668213, -68.95950317382812 ], "type": "float32" } }, { "name": "prelu float32 broadcast 4D x 1D slope", "inputs": { "x": { "shape": [2, 2, 2, 3], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [3], // broadcast [3] --> [2, 2, 2, 3] "data": [ 5.073923296191488, 0.48077445494619653, -7.091750168010829 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [2, 2, 2, 3], "data": [ -12.934283256530762, -2.3052449226379395, 8.413617134094238, 6.108623504638672, -4.082877159118652, 3.3143365383148193, 1.1687211990356445, -0.06815595179796219, 47.61863327026367, 5.787421703338623, -1.8056097030639648, 34.737422943115234, 7.3295159339904785, -1.901092767715454, 7.067296981811523, 9.439736366271973, -1.2299076318740845, 61.40629196166992, 8.47507381439209, 4.551425457000732, 65.72542572021484, -1.330268144607544, 1.3258955478668213, 52.60881042480469 ], "type": "float32" } }, { "name": "prelu float32 broadcast 4D x 1D slope of shape [1]", "inputs": { "x": { "shape": [2, 2, 2, 3], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [1], // broadcast [1] --> [2, 2, 2, 3] "data": [ 5.0114545056636395 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [2, 2, 2, 3], "data": [ -12.775040626525879, -24.029211044311523, 8.413617134094238, 6.108623504638672, -42.558738708496094, 3.3143365383148193, 1.1687211990356445, -0.7104380130767822, -33.65017318725586, 5.787421703338623, -18.821155548095703, -24.54753875732422, 7.3295159339904785, -19.816442489624023, 7.067296981811523, 9.439736366271973, -12.82020378112793, -43.39335632324219, 8.47507381439209, 4.551425457000732, -46.44551467895508, -1.3138903379440308, 1.3258955478668213, -37.17652893066406 ], "type": "float32" } }, { "name": "prelu float32 broadcast 4D x 2D slope", "inputs": { "x": { "shape": [2, 2, 2, 3], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [2, 3], // broadcast [2, 3] --> [2, 2, 2, 3] "data": [ 4.8742760041637645, -8.50163357869285, 1.1819270477816914, -9.985190366937573, -4.424202960837338, -6.654683521499036 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [2, 2, 2, 3], "data": [ -12.425349235534668, 40.764122009277344, 8.413617134094238, 6.108623504638672, 37.571624755859375, 3.3143365383148193, 1.1687211990356445, 1.2052156925201416, -7.936229228973389, 5.787421703338623, 16.615657806396484, 32.5965461730957, 7.3295159339904785, 33.61741256713867, 7.067296981811523, 9.439736366271973, 11.31790828704834, 57.621803283691406, 8.47507381439209, 4.551425457000732, -10.953948020935059, 2.617891550064087, 1.3258955478668213, 49.366512298583984 ], "type": "float32" } }, { "name": "prelu float32 broadcast 4D x 3D slope", "inputs": { "x": { "shape": [2, 2, 2, 3], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [1, 1, 3], // broadcast [1, 1, 3] --> [2, 2, 2, 3] "data": [ 5.073923296191488, 0.48077445494619653, -7.091750168010829 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [2, 2, 2, 3], "data": [ -12.934283256530762, -2.3052449226379395, 8.413617134094238, 6.108623504638672, -4.082877159118652, 3.3143365383148193, 1.1687211990356445, -0.06815595179796219, 47.61863327026367, 5.787421703338623, -1.8056097030639648, 34.737422943115234, 7.3295159339904785, -1.901092767715454, 7.067296981811523, 9.439736366271973, -1.2299076318740845, 61.40629196166992, 8.47507381439209, 4.551425457000732, 65.72542572021484, -1.330268144607544, 1.3258955478668213, 52.60881042480469 ], "type": "float32" } }, { "name": "prelu float32 broadcast 4D x 4D slope", "inputs": { "x": { "shape": [2, 2, 2, 3], "data": [ -2.5491681672317235, -4.794857500523286, 8.413617520687886, 6.108623511441287, -8.492292847462334, 3.3143364551069876, 1.1687212422078108, -0.1417628422981423, -6.714651930677875, 5.787421746282195, -3.7556274239369847, -4.898286418001732, 7.329515995865023, -3.9542297833176665, 7.067297201348715, 9.439736453375971, -2.5581801134299775, -8.658834185932482, 8.475073893236225, 4.551425642121982, -9.267870491380243, -0.26217744010265776, 1.325895534951659, -7.418311114031475 ], "type": "float32" }, "slope": { "shape": [1, 1, 1, 1], // broadcast [1, 1, 1, 1] --> [2, 2, 2, 3] "data": [ 5.0114545056636395 ], "type": "float32", "constant": true } }, "expected": { "name": "output", "shape": [2, 2, 2, 3], "data": [ -12.775040626525879, -24.029211044311523, 8.413617134094238, 6.108623504638672, -42.558738708496094, 3.3143365383148193, 1.1687211990356445, -0.7104380130767822, -33.65017318725586, 5.787421703338623, -18.821155548095703, -24.54753875732422, 7.3295159339904785, -19.816442489624023, 7.067296981811523, 9.439736366271973, -12.82020378112793, -43.39335632324219, 8.47507381439209, 4.551425457000732, -46.44551467895508, -1.3138903379440308, 1.3258955478668213, -37.17652893066406 ], "type": "float32" } } ] }