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{
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0.3026771545410156,
1.0853508710861206,
0.5856420397758484,
1.2216601371765137,
0.40328359603881836,
0.45846959948539734,
0.09216563403606415
],
"type": "float32"
}
},
{
"name": "convTranspose2d float32 4D input and filter tensors options.inputLayout=nhwc options.filterLayout=hwoi",
"inputs": {
"input": {
"shape": [1, 3, 3, 1],
"data": [
0.05605664967552748,
0.7114230061939892,
0.6529743817798401,
0.3862290922141163,
0.38708372734474095,
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0.0957319185290193,
0.9234652551205444,
0.6362779541136516
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"type": "float32"
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"filter": {
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"data": [
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0.9801966684571415,
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0.06169835353027997,
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0.8382642064548715,
0.7498031716529909,
0.11884837321114183,
0.39307147694602995,
0.9921330460504791,
0.1381193362338462,
0.3285411258903119,
0.283850915413119,
0.8742373539889388,
0.4235861336377129,
0.7205492498486465,
0.14485120857485168
],
"type": "float32",
"constant": true
}
},
"options": {
"inputLayout": "nhwc",
"filterLayout": "hwoi"
},
"expected": {
"shape": [1, 5, 5, 2],
"data": [
0.04828956723213196,
0.05494653806090355,
0.6479843258857727,
0.7007930278778076,
1.0440847873687744,
0.7019880414009094,
0.8621897101402283,
0.26937708258628845,
0.4157154858112335,
0.21026825904846191,
0.3797043561935425,
0.4206119179725647,
1.1785486936569214,
0.9587093591690063,
1.9911006689071655,
1.8526650667190552,
1.6228916645050049,
0.5379507541656494,
1.2502111196517944,
0.39486807584762573,
0.4246464669704437,
0.3993436396121979,
1.5086332559585571,
1.5788191556930542,
3.287064790725708,
2.121230363845825,
2.5666797161102295,
1.141642689704895,
1.8143054246902466,
0.4301592707633972,
0.20714078843593597,
0.18141157925128937,
1.2503143548965454,
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2.097904920578003,
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1.313029408454895,
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0.03145187348127365,
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0.38708874583244324,
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0.40328359603881836,
0.45846959948539734,
0.09216563403606415
],
"type": "float32"
}
},
{
"name": "convTranspose2d float32 4D input and filter tensors options.inputLayout=nhwc options.filterLayout=ohwi",
"inputs": {
"input": {
"shape": [1, 3, 3, 1],
"data": [
0.05605664967552748,
0.7114230061939892,
0.6529743817798401,
0.3862290922141163,
0.38708372734474095,
0.9461629334832131,
0.0957319185290193,
0.9234652551205444,
0.6362779541136516
],
"type": "float32"
},
"filter": {
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"data": [
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0.6366489967621862,
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0.11884837321114183,
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0.3285411258903119,
0.8742373539889388,
0.7205492498486465,
0.9801966684571415,
0.06169835353027997,
0.3220160786486479,
0.7498031716529909,
0.39307147694602995,
0.1381193362338462,
0.283850915413119,
0.4235861336377129,
0.14485120857485168
],
"type": "float32",
"constant": true
}
},
"options": {
"inputLayout": "nhwc",
"filterLayout": "ohwi"
},
"expected": {
"shape": [1, 5, 5, 2],
"data": [
0.04828956723213196,
0.05494653806090355,
0.6479843258857727,
0.7007930278778076,
1.0440847873687744,
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0.8621897101402283,
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0.21026825904846191,
0.3797043561935425,
0.4206119179725647,
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1.9911006689071655,
1.8526650667190552,
1.6228916645050049,
0.5379507541656494,
1.2502111196517944,
0.39486807584762573,
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0.3993436396121979,
1.5086332559585571,
1.5788191556930542,
3.287064790725708,
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2.5666797161102295,
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1.8143054246902466,
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0.18141157925128937,
1.2503143548965454,
1.0035220384597778,
1.6656538248062134,
1.3417718410491943,
2.097904920578003,
0.8345021605491638,
1.313029408454895,
0.2249351441860199,
0.03145187348127365,
0.027173593640327454,
0.38708874583244324,
0.3026771545410156,
1.0853508710861206,
0.5856420397758484,
1.2216601371765137,
0.40328359603881836,
0.45846959948539734,
0.09216563403606415
],
"type": "float32"
}
},
{
"name": "convTranspose2d float32 4D input and filter tensors options.bias",
"inputs": {
"input": {
"shape": [1, 1, 3, 3],
"data": [
0.11095754619056808,
0.8681362056660518,
0.7342095941654914,
0.43077004493855875,
0.5981626867187566,
0.1232164990736122,
0.16109748910776922,
0.08840264384189989,
0.2910097194319563
],
"type": "float32"
},
"filter": {
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"data": [
0.6161394585554596,
0.262246148184051,
0.7951397994036709,
0.87305609470791,
0.8309101763741125,
0.8549605393357718,
0.5552039743814143,
0.8400921243865438,
0.8530843869413023
],
"type": "float32",
"constant": true
}
},
"options": {
"bias": {
"shape": [1],
"data": [
0.4516736859570645
],
"type": "float32",
"constant": true
}
},
"expected": {
"shape": [1, 1, 5, 5],
"data": [
0.5200390219688416,
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1.2199413776397705,
1.3345069885253906,
1.0354729890823364,
0.8139602541923523,
1.7833205461502075,
2.484194278717041,
2.311894178390503,
1.1773682832717896,
0.9886226654052734,
2.0037572383880615,
2.9867470264434814,
2.5694668292999268,
1.41475510597229,
0.8314860463142395,
1.3567005395889282,
1.8553334474563599,
1.3828538656234741,
0.8055896162986755,
0.5411156415939331,
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0.8249395489692688,
0.7715635895729065,
0.6999295353889465
],
"type": "float32"
}
},
{
"name": "convTranspose2d float32 4D input and filter tensors, both negative input tensor and options.bias",
"inputs": {
"input": {
"shape": [1, 1, 3, 3],
"data": [
-0.1088905666228781,
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-0.3059865397862138,
-0.9766599001467926,
-0.014158561610918996
],
"type": "float32"
},
"filter": {
"shape": [1, 1, 3, 3],
"data": [
0.6161394585554596,
0.262246148184051,
0.7951397994036709,
0.87305609470791,
0.8309101763741125,
0.8549605393357718,
0.5552039743814143,
0.8400921243865438,
0.8530843869413023
],
"type": "float32",
"constant": true
}
},
"options": {
"bias": {
"shape": [1],
"data": [
-0.8457866242505638
],
"type": "float32",
"constant": true
}
},
"expected": {
"shape": [1, 1, 5, 5],
"data": [
-0.9128783941268921,
-1.0579640865325928,
-1.2512983083724976,
-1.1852335929870605,
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],
"type": "float32"
}
},
{
"name": "convTranspose2d float32 4D input and filter tensors options.activation=relu",
"inputs": {
"input": {
"shape": [1, 1, 3, 3],
"data": [
0.11095754619056808,
0.8681362056660518,
0.7342095941654914,
0.43077004493855875,
0.5981626867187566,
0.1232164990736122,
0.16109748910776922,
0.08840264384189989,
0.2910097194319563
],
"type": "float32"
},
"filter": {
"shape": [1, 1, 3, 3],
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0.8309101763741125,
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0.8400921243865438,
0.8530843869413023
],
"type": "float32",
"constant": true
}
},
"options": {
"activation": "relu" // relu operator
},
"expected": {
"shape": [1, 1, 5, 5],
"data": [
0.06836532801389694,
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"type": "float32"
}
}
]
}