| { |
| "tests": [ |
| { |
| "name": "convTranspose2d float32 4D input and filter(non-constant) tensors default options", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 2, 2], |
| "data": [ |
| 0.5872158177067033, |
| 0.6077792328258038, |
| 0.01728916618181975, |
| 0.26146076483771563 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [1, 1, 2, 2], |
| "data": [ |
| 0.32927132527587477, |
| 0.5866857173772775, |
| 0.29701370673751004, |
| 0.0033378428248385106 |
| ], |
| "type": "float32" |
| } |
| }, |
| "expected": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.1933533400297165, |
| 0.5446354150772095, |
| 0.3565753698348999, |
| 0.18010397255420685, |
| 0.2787136137485504, |
| 0.15542395412921906, |
| 0.0051351189613342285, |
| 0.07771513611078262, |
| 0.0008727149106562138 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D both input and filter constant tensors default options", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 2, 2], |
| "data": [ |
| 0.5872158177067033, |
| 0.6077792328258038, |
| 0.01728916618181975, |
| 0.26146076483771563 |
| ], |
| "type": "float32", |
| "constant": true |
| }, |
| "filter": { |
| "shape": [1, 1, 2, 2], |
| "data": [ |
| 0.32927132527587477, |
| 0.5866857173772775, |
| 0.29701370673751004, |
| 0.0033378428248385106 |
| ], |
| "type": "float32", |
| "constant": true |
| } |
| }, |
| "expected": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.1933533400297165, |
| 0.5446354150772095, |
| 0.3565753698348999, |
| 0.18010397255420685, |
| 0.2787136137485504, |
| 0.15542395412921906, |
| 0.0051351189613342285, |
| 0.07771513611078262, |
| 0.0008727149106562138 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors default options", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 2, 2], |
| "data": [ |
| 0.5872158177067033, |
| 0.6077792328258038, |
| 0.01728916618181975, |
| 0.26146076483771563 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [1, 1, 2, 2], |
| "data": [ |
| 0.32927132527587477, |
| 0.5866857173772775, |
| 0.29701370673751004, |
| 0.0033378428248385106 |
| ], |
| "type": "float32", |
| "constant": true |
| } |
| }, |
| "expected": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.1933533400297165, |
| 0.5446354150772095, |
| 0.3565753698348999, |
| 0.18010397255420685, |
| 0.2787136137485504, |
| 0.15542395412921906, |
| 0.0051351189613342285, |
| 0.07771513611078262, |
| 0.0008727149106562138 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.groups", |
| "inputs": { |
| "input": { |
| "shape": [1, 2, 2, 2], |
| "data": [ |
| 0.8161798343223461, |
| 0.544277595043074, |
| 0.791066952587467, |
| 0.3656411302728415, |
| 0.2542919917049826, |
| 0.20815767803688034, |
| 0.7023073172218113, |
| 0.573446998515611 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [2, 1, 2, 2], |
| "data": [ |
| 0.09232201736721923, |
| 0.31896016969423147, |
| 0.5445202353307315, |
| 0.65828078346301, |
| 0.9634372989011768, |
| 0.01211885979286964, |
| 0.9230011822371578, |
| 0.4781944254526862 |
| ], |
| "type": "float32", |
| "constant": true |
| } |
| }, |
| "options": { |
| "groups": 2 |
| }, |
| "expected": { |
| "shape": [1, 2, 3, 3], |
| "data": [ |
| 0.07535136491060257, |
| 0.3105776607990265, |
| 0.1736028790473938, |
| 0.5174593329429626, |
| 1.1197212934494019, |
| 0.4749124348163605, |
| 0.4307519793510437, |
| 0.7198431491851807, |
| 0.24069452285766602, |
| 0.2449943870306015, |
| 0.20362859964370728, |
| 0.002522633643820882, |
| 0.9113409519195557, |
| 0.8747221827507019, |
| 0.10648936033248901, |
| 0.6482304930686951, |
| 0.865131676197052, |
| 0.2742191553115845 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.groups=2 options.strides=[2, 2]", |
| "inputs": { |
| "input": { |
| "shape": [1, 2, 2, 2], |
| "data": [ |
| 0.8161798343223461, |
| 0.544277595043074, |
| 0.791066952587467, |
| 0.3656411302728415, |
| 0.2542919917049826, |
| 0.20815767803688034, |
| 0.7023073172218113, |
| 0.573446998515611 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [2, 1, 2, 2], |
| "data": [ |
| 0.09232201736721923, |
| 0.31896016969423147, |
| 0.5445202353307315, |
| 0.65828078346301, |
| 0.9634372989011768, |
| 0.01211885979286964, |
| 0.9230011822371578, |
| 0.4781944254526862 |
| ], |
| "type": "float32", |
| "constant": true |
| } |
| }, |
| "options": { |
| "groups": 2, |
| "strides": [2, 2] |
| }, |
| "expected": { |
| "shape": [1, 2, 4, 4], |
| "data": [ |
| 0.07535136491060257, |
| 0.26032882928848267, |
| 0.050248805433511734, |
| 0.1736028790473938, |
| 0.44442644715309143, |
| 0.537275493144989, |
| 0.29637017846107483, |
| 0.3582874834537506, |
| 0.07303289324045181, |
| 0.2523188292980194, |
| 0.03375672549009323, |
| 0.11662495136260986, |
| 0.4307519793510437, |
| 0.5207441449165344, |
| 0.19909898936748505, |
| 0.24069452285766602, |
| 0.2449943870306015, |
| 0.0030817289371043444, |
| 0.20054687559604645, |
| 0.002522633643820882, |
| 0.23471179604530334, |
| 0.12160100787878036, |
| 0.19212977588176727, |
| 0.09953983873128891, |
| 0.6766291260719299, |
| 0.008511164225637913, |
| 0.5524802207946777, |
| 0.00694952392950654, |
| 0.6482304930686951, |
| 0.3358394503593445, |
| 0.5292922258377075, |
| 0.2742191553115845 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.padding", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 2, 2], |
| "data": [ |
| 0.5872158177067033, |
| 0.6077792328258038, |
| 0.01728916618181975, |
| 0.26146076483771563 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [1, 1, 2, 2], |
| "data": [ |
| 0.32927132527587477, |
| 0.5866857173772775, |
| 0.29701370673751004, |
| 0.0033378428248385106 |
| ], |
| "type": "float32", |
| "constant": true |
| } |
| }, |
| "options": { |
| "padding": [1, 1, 1, 1] |
| }, |
| "expected": { |
| "shape": [1, 1, 1, 1], |
| "data": [ |
| 0.2787136137485504 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.strides", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.05605664967552748, |
| 0.7114230061939892, |
| 0.6529743817798401, |
| 0.3862290922141163, |
| 0.38708372734474095, |
| 0.9461629334832131, |
| 0.0957319185290193, |
| 0.9234652551205444, |
| 0.6362779541136516 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [1, 2, 3, 3], |
| "data": [ |
| 0.861442276299335, |
| 0.6267672619279181, |
| 0.6366489967621862, |
| 0.8382642064548715, |
| 0.11884837321114183, |
| 0.9921330460504791, |
| 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": { |
| "strides": [3, 2] |
| }, |
| "expected": { |
| "shape": [1, 2, 9, 7], |
| "data": [ |
| 0.04828956723213196, |
| 0.03513447195291519, |
| 0.6485382318496704, |
| 0.4458966553211212, |
| 1.015426516532898, |
| 0.4092629551887512, |
| 0.4157154858112335, |
| 0.0469902828335762, |
| 0.0066622416488826275, |
| 0.6519761085510254, |
| 0.08455146849155426, |
| 1.2531912326812744, |
| 0.07760494202375412, |
| 0.6478374600410461, |
| 0.018416915088891983, |
| 0.04900681599974632, |
| 0.27412328124046326, |
| 0.6219525337219238, |
| 0.7271442413330078, |
| 0.5708546042442322, |
| 0.4705001711845398, |
| 0.3327140808105469, |
| 0.24207575619220734, |
| 0.5793426632881165, |
| 0.24261142313480377, |
| 1.0615012645721436, |
| 0.593023955821991, |
| 0.6023737192153931, |
| 0.32376202940940857, |
| 0.04590269923210144, |
| 0.7076690793037415, |
| 0.0460042729973793, |
| 1.177173137664795, |
| 0.11244992911815643, |
| 0.9387195110321045, |
| 0.12689214944839478, |
| 0.3376559019088745, |
| 0.40547001361846924, |
| 0.3384030759334564, |
| 0.5897663235664368, |
| 0.8271709680557251, |
| 0.6817569732666016, |
| 0.08246752619743347, |
| 0.06000163406133652, |
| 0.8564596176147461, |
| 0.5787978172302246, |
| 1.1360399723052979, |
| 0.39879822731018066, |
| 0.4050857424736023, |
| 0.0802486464381218, |
| 0.011377583257853985, |
| 0.8690866827964783, |
| 0.1097523421049118, |
| 1.4495694637298584, |
| 0.0756206065416336, |
| 0.6312723755836487, |
| 0.03145187348127365, |
| 0.08369242399930954, |
| 0.37237587571144104, |
| 0.8073278069496155, |
| 0.8744456768035889, |
| 0.556257963180542, |
| 0.45846959948539734, |
| 0.05494653806090355, |
| 0.0034586030524224043, |
| 0.7153855562210083, |
| 0.04389362782239914, |
| 0.869132936000824, |
| 0.04028744250535965, |
| 0.21026825904846191, |
| 0.04203145205974579, |
| 0.02203426882624626, |
| 0.5411697030067444, |
| 0.2796400785446167, |
| 0.5878635048866272, |
| 0.25666558742523193, |
| 0.0901883915066719, |
| 0.015911730006337166, |
| 0.023744819685816765, |
| 0.21005792915821075, |
| 0.30134889483451843, |
| 0.2883978486061096, |
| 0.27659088373184204, |
| 0.09458412230014801, |
| 0.3785804808139801, |
| 0.02382970042526722, |
| 0.5037901997566223, |
| 0.0238824300467968, |
| 1.0520728826522827, |
| 0.05837669596076012, |
| 0.3046796917915344, |
| 0.2895958125591278, |
| 0.15181563794612885, |
| 0.3435823321342468, |
| 0.15215156972408295, |
| 0.7628997564315796, |
| 0.37190964818000793, |
| 0.13068340718746185, |
| 0.1096314787864685, |
| 0.16360129415988922, |
| 0.16581982374191284, |
| 0.16396330296993256, |
| 0.3246387541294098, |
| 0.400781512260437, |
| 0.13705284893512726, |
| 0.09383610635995865, |
| 0.00590650225058198, |
| 0.9360047578811646, |
| 0.05697628855705261, |
| 0.9210482239723206, |
| 0.03925730288028717, |
| 0.20489174127578735, |
| 0.07178010046482086, |
| 0.03762948885560036, |
| 0.7056396007537842, |
| 0.36298784613609314, |
| 0.6046316623687744, |
| 0.2501027286052704, |
| 0.08788229525089264, |
| 0.027173593640327454, |
| 0.04055071249604225, |
| 0.27599334716796875, |
| 0.3911670744419098, |
| 0.3143731355667114, |
| 0.26951852440834045, |
| 0.09216563403606415 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.dilations", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.3194596882329144, |
| 0.9762163819788108, |
| 0.41314086405782646, |
| 0.4798294207950651, |
| 0.7674162198689658, |
| 0.9083173676123812, |
| 0.620514237394759, |
| 0.6580719790256742, |
| 0.6553052148945859 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [1, 1, 2, 2], |
| "data": [ |
| 0.6835425651112257, |
| 0.9641214608820772, |
| 0.8272836859778003, |
| 0.5771222965089409 |
| ], |
| "type": "float32", |
| "constant": true |
| } |
| }, |
| "options": { |
| "dilations": [2, 2] |
| }, |
| "expected": { |
| "shape": [1, 1, 5, 5], |
| "data": [ |
| 0.21836428344249725, |
| 0.6672854423522949, |
| 0.590397298336029, |
| 0.9411911368370056, |
| 0.39831796288490295, |
| 0.3279838263988495, |
| 0.5245616436004639, |
| 1.0834873914718628, |
| 0.7398824691772461, |
| 0.8757283091545105, |
| 0.6884316205978394, |
| 1.2574280500411987, |
| 1.5723320245742798, |
| 1.1978574991226196, |
| 0.8702266216278076, |
| 0.39695504307746887, |
| 0.6348709464073181, |
| 1.0283564329147339, |
| 0.44289299845695496, |
| 0.5242102146148682, |
| 0.5133413076400757, |
| 0.5444121956825256, |
| 0.9002358913421631, |
| 0.37978801131248474, |
| 0.3781912326812744 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.outputPadding", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.05605664967552748, |
| 0.7114230061939892, |
| 0.6529743817798401, |
| 0.3862290922141163, |
| 0.38708372734474095, |
| 0.9461629334832131, |
| 0.0957319185290193, |
| 0.9234652551205444, |
| 0.6362779541136516 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [1, 2, 3, 3], |
| "data": [ |
| 0.861442276299335, |
| 0.6267672619279181, |
| 0.6366489967621862, |
| 0.8382642064548715, |
| 0.11884837321114183, |
| 0.9921330460504791, |
| 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": { |
| "strides": [3, 2], |
| "outputPadding": [1, 1] |
| }, |
| "expected": { |
| "shape": [1, 2, 10, 8], |
| "data": [ |
| 0.04828956723213196, |
| 0.03513447195291519, |
| 0.6485382318496704, |
| 0.4458966553211212, |
| 1.015426516532898, |
| 0.4092629551887512, |
| 0.4157154858112335, |
| 0, |
| 0.0469902828335762, |
| 0.0066622416488826275, |
| 0.6519761085510254, |
| 0.08455146849155426, |
| 1.2531912326812744, |
| 0.07760494202375412, |
| 0.6478374600410461, |
| 0, |
| 0.018416915088891983, |
| 0.04900681599974632, |
| 0.27412328124046326, |
| 0.6219525337219238, |
| 0.7271442413330078, |
| 0.5708546042442322, |
| 0.4705001711845398, |
| 0, |
| 0.3327140808105469, |
| 0.24207575619220734, |
| 0.5793426632881165, |
| 0.24261142313480377, |
| 1.0615012645721436, |
| 0.593023955821991, |
| 0.6023737192153931, |
| 0, |
| 0.32376202940940857, |
| 0.04590269923210144, |
| 0.7076690793037415, |
| 0.0460042729973793, |
| 1.177173137664795, |
| 0.11244992911815643, |
| 0.9387195110321045, |
| 0, |
| 0.12689214944839478, |
| 0.3376559019088745, |
| 0.40547001361846924, |
| 0.3384030759334564, |
| 0.5897663235664368, |
| 0.8271709680557251, |
| 0.6817569732666016, |
| 0, |
| 0.08246752619743347, |
| 0.06000163406133652, |
| 0.8564596176147461, |
| 0.5787978172302246, |
| 1.1360399723052979, |
| 0.39879822731018066, |
| 0.4050857424736023, |
| 0, |
| 0.0802486464381218, |
| 0.011377583257853985, |
| 0.8690866827964783, |
| 0.1097523421049118, |
| 1.4495694637298584, |
| 0.0756206065416336, |
| 0.6312723755836487, |
| 0, |
| 0.03145187348127365, |
| 0.08369242399930954, |
| 0.37237587571144104, |
| 0.8073278069496155, |
| 0.8744456768035889, |
| 0.556257963180542, |
| 0.45846959948539734, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0.05494653806090355, |
| 0.0034586030524224043, |
| 0.7153855562210083, |
| 0.04389362782239914, |
| 0.869132936000824, |
| 0.04028744250535965, |
| 0.21026825904846191, |
| 0, |
| 0.04203145205974579, |
| 0.02203426882624626, |
| 0.5411697030067444, |
| 0.2796400785446167, |
| 0.5878635048866272, |
| 0.25666558742523193, |
| 0.0901883915066719, |
| 0, |
| 0.015911730006337166, |
| 0.023744819685816765, |
| 0.21005792915821075, |
| 0.30134889483451843, |
| 0.2883978486061096, |
| 0.27659088373184204, |
| 0.09458412230014801, |
| 0, |
| 0.3785804808139801, |
| 0.02382970042526722, |
| 0.5037901997566223, |
| 0.0238824300467968, |
| 1.0520728826522827, |
| 0.05837669596076012, |
| 0.3046796917915344, |
| 0, |
| 0.2895958125591278, |
| 0.15181563794612885, |
| 0.3435823321342468, |
| 0.15215156972408295, |
| 0.7628997564315796, |
| 0.37190964818000793, |
| 0.13068340718746185, |
| 0, |
| 0.1096314787864685, |
| 0.16360129415988922, |
| 0.16581982374191284, |
| 0.16396330296993256, |
| 0.3246387541294098, |
| 0.400781512260437, |
| 0.13705284893512726, |
| 0, |
| 0.09383610635995865, |
| 0.00590650225058198, |
| 0.9360047578811646, |
| 0.05697628855705261, |
| 0.9210482239723206, |
| 0.03925730288028717, |
| 0.20489174127578735, |
| 0, |
| 0.07178010046482086, |
| 0.03762948885560036, |
| 0.7056396007537842, |
| 0.36298784613609314, |
| 0.6046316623687744, |
| 0.2501027286052704, |
| 0.08788229525089264, |
| 0, |
| 0.027173593640327454, |
| 0.04055071249604225, |
| 0.27599334716796875, |
| 0.3911670744419098, |
| 0.3143731355667114, |
| 0.26951852440834045, |
| 0.09216563403606415, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.outputSizes", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.05605664967552748, |
| 0.7114230061939892, |
| 0.6529743817798401, |
| 0.3862290922141163, |
| 0.38708372734474095, |
| 0.9461629334832131, |
| 0.0957319185290193, |
| 0.9234652551205444, |
| 0.6362779541136516 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [1, 2, 3, 3], |
| "data": [ |
| 0.861442276299335, |
| 0.6267672619279181, |
| 0.6366489967621862, |
| 0.8382642064548715, |
| 0.11884837321114183, |
| 0.9921330460504791, |
| 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": { |
| "strides": [3, 2], |
| "outputSizes": [10, 8] |
| }, |
| "expected": { |
| "shape": [1, 2, 10, 8], |
| "data": [ |
| 0.04828956723213196, |
| 0.03513447195291519, |
| 0.6485382318496704, |
| 0.4458966553211212, |
| 1.015426516532898, |
| 0.4092629551887512, |
| 0.4157154858112335, |
| 0, |
| 0.0469902828335762, |
| 0.0066622416488826275, |
| 0.6519761085510254, |
| 0.08455146849155426, |
| 1.2531912326812744, |
| 0.07760494202375412, |
| 0.6478374600410461, |
| 0, |
| 0.018416915088891983, |
| 0.04900681599974632, |
| 0.27412328124046326, |
| 0.6219525337219238, |
| 0.7271442413330078, |
| 0.5708546042442322, |
| 0.4705001711845398, |
| 0, |
| 0.3327140808105469, |
| 0.24207575619220734, |
| 0.5793426632881165, |
| 0.24261142313480377, |
| 1.0615012645721436, |
| 0.593023955821991, |
| 0.6023737192153931, |
| 0, |
| 0.32376202940940857, |
| 0.04590269923210144, |
| 0.7076690793037415, |
| 0.0460042729973793, |
| 1.177173137664795, |
| 0.11244992911815643, |
| 0.9387195110321045, |
| 0, |
| 0.12689214944839478, |
| 0.3376559019088745, |
| 0.40547001361846924, |
| 0.3384030759334564, |
| 0.5897663235664368, |
| 0.8271709680557251, |
| 0.6817569732666016, |
| 0, |
| 0.08246752619743347, |
| 0.06000163406133652, |
| 0.8564596176147461, |
| 0.5787978172302246, |
| 1.1360399723052979, |
| 0.39879822731018066, |
| 0.4050857424736023, |
| 0, |
| 0.0802486464381218, |
| 0.011377583257853985, |
| 0.8690866827964783, |
| 0.1097523421049118, |
| 1.4495694637298584, |
| 0.0756206065416336, |
| 0.6312723755836487, |
| 0, |
| 0.03145187348127365, |
| 0.08369242399930954, |
| 0.37237587571144104, |
| 0.8073278069496155, |
| 0.8744456768035889, |
| 0.556257963180542, |
| 0.45846959948539734, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0.05494653806090355, |
| 0.0034586030524224043, |
| 0.7153855562210083, |
| 0.04389362782239914, |
| 0.869132936000824, |
| 0.04028744250535965, |
| 0.21026825904846191, |
| 0, |
| 0.04203145205974579, |
| 0.02203426882624626, |
| 0.5411697030067444, |
| 0.2796400785446167, |
| 0.5878635048866272, |
| 0.25666558742523193, |
| 0.0901883915066719, |
| 0, |
| 0.015911730006337166, |
| 0.023744819685816765, |
| 0.21005792915821075, |
| 0.30134889483451843, |
| 0.2883978486061096, |
| 0.27659088373184204, |
| 0.09458412230014801, |
| 0, |
| 0.3785804808139801, |
| 0.02382970042526722, |
| 0.5037901997566223, |
| 0.0238824300467968, |
| 1.0520728826522827, |
| 0.05837669596076012, |
| 0.3046796917915344, |
| 0, |
| 0.2895958125591278, |
| 0.15181563794612885, |
| 0.3435823321342468, |
| 0.15215156972408295, |
| 0.7628997564315796, |
| 0.37190964818000793, |
| 0.13068340718746185, |
| 0, |
| 0.1096314787864685, |
| 0.16360129415988922, |
| 0.16581982374191284, |
| 0.16396330296993256, |
| 0.3246387541294098, |
| 0.400781512260437, |
| 0.13705284893512726, |
| 0, |
| 0.09383610635995865, |
| 0.00590650225058198, |
| 0.9360047578811646, |
| 0.05697628855705261, |
| 0.9210482239723206, |
| 0.03925730288028717, |
| 0.20489174127578735, |
| 0, |
| 0.07178010046482086, |
| 0.03762948885560036, |
| 0.7056396007537842, |
| 0.36298784613609314, |
| 0.6046316623687744, |
| 0.2501027286052704, |
| 0.08788229525089264, |
| 0, |
| 0.027173593640327454, |
| 0.04055071249604225, |
| 0.27599334716796875, |
| 0.3911670744419098, |
| 0.3143731355667114, |
| 0.26951852440834045, |
| 0.09216563403606415, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.inputLayout=nchw", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.05605664967552748, |
| 0.7114230061939892, |
| 0.6529743817798401, |
| 0.3862290922141163, |
| 0.38708372734474095, |
| 0.9461629334832131, |
| 0.0957319185290193, |
| 0.9234652551205444, |
| 0.6362779541136516 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [1, 2, 3, 3], |
| "data": [ |
| 0.861442276299335, |
| 0.6267672619279181, |
| 0.6366489967621862, |
| 0.8382642064548715, |
| 0.11884837321114183, |
| 0.9921330460504791, |
| 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": "nchw" |
| }, |
| "expected": { |
| "shape": [1, 2, 5, 5], |
| "data": [ |
| 0.04828956723213196, |
| 0.6479843258857727, |
| 1.0440847873687744, |
| 0.8621897101402283, |
| 0.4157154858112335, |
| 0.3797043561935425, |
| 1.1785486936569214, |
| 1.9911006689071655, |
| 1.6228916645050049, |
| 1.2502111196517944, |
| 0.4246464669704437, |
| 1.5086332559585571, |
| 3.287064790725708, |
| 2.5666797161102295, |
| 1.8143054246902466, |
| 0.20714078843593597, |
| 1.2503143548965454, |
| 1.6656538248062134, |
| 2.097904920578003, |
| 1.313029408454895, |
| 0.03145187348127365, |
| 0.38708874583244324, |
| 1.0853508710861206, |
| 1.2216601371765137, |
| 0.45846959948539734, |
| 0.05494653806090355, |
| 0.7007930278778076, |
| 0.7019880414009094, |
| 0.26937708258628845, |
| 0.21026825904846191, |
| 0.4206119179725647, |
| 0.9587093591690063, |
| 1.8526650667190552, |
| 0.5379507541656494, |
| 0.39486807584762573, |
| 0.3993436396121979, |
| 1.5788191556930542, |
| 2.121230363845825, |
| 1.141642689704895, |
| 0.4301592707633972, |
| 0.18141157925128937, |
| 1.0035220384597778, |
| 1.3417718410491943, |
| 0.8345021605491638, |
| 0.2249351441860199, |
| 0.027173593640327454, |
| 0.3026771545410156, |
| 0.5856420397758484, |
| 0.40328359603881836, |
| 0.09216563403606415 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.inputLayout=nhwc", |
| "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": { |
| "shape": [1, 2, 3, 3], |
| "data": [ |
| 0.861442276299335, |
| 0.6267672619279181, |
| 0.6366489967621862, |
| 0.8382642064548715, |
| 0.11884837321114183, |
| 0.9921330460504791, |
| 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" |
| }, |
| "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, |
| 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.filterLayout=iohw", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.05605664967552748, |
| 0.7114230061939892, |
| 0.6529743817798401, |
| 0.3862290922141163, |
| 0.38708372734474095, |
| 0.9461629334832131, |
| 0.0957319185290193, |
| 0.9234652551205444, |
| 0.6362779541136516 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [1, 2, 3, 3], |
| "data": [ |
| 0.861442276299335, |
| 0.6267672619279181, |
| 0.6366489967621862, |
| 0.8382642064548715, |
| 0.11884837321114183, |
| 0.9921330460504791, |
| 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": { |
| "filterLayout": "iohw" |
| }, |
| "expected": { |
| "shape": [1, 2, 5, 5], |
| "data": [ |
| 0.04828956723213196, |
| 0.6479843258857727, |
| 1.0440847873687744, |
| 0.8621897101402283, |
| 0.4157154858112335, |
| 0.3797043561935425, |
| 1.1785486936569214, |
| 1.9911006689071655, |
| 1.6228916645050049, |
| 1.2502111196517944, |
| 0.4246464669704437, |
| 1.5086332559585571, |
| 3.287064790725708, |
| 2.5666797161102295, |
| 1.8143054246902466, |
| 0.20714078843593597, |
| 1.2503143548965454, |
| 1.6656538248062134, |
| 2.097904920578003, |
| 1.313029408454895, |
| 0.03145187348127365, |
| 0.38708874583244324, |
| 1.0853508710861206, |
| 1.2216601371765137, |
| 0.45846959948539734, |
| 0.05494653806090355, |
| 0.7007930278778076, |
| 0.7019880414009094, |
| 0.26937708258628845, |
| 0.21026825904846191, |
| 0.4206119179725647, |
| 0.9587093591690063, |
| 1.8526650667190552, |
| 0.5379507541656494, |
| 0.39486807584762573, |
| 0.3993436396121979, |
| 1.5788191556930542, |
| 2.121230363845825, |
| 1.141642689704895, |
| 0.4301592707633972, |
| 0.18141157925128937, |
| 1.0035220384597778, |
| 1.3417718410491943, |
| 0.8345021605491638, |
| 0.2249351441860199, |
| 0.027173593640327454, |
| 0.3026771545410156, |
| 0.5856420397758484, |
| 0.40328359603881836, |
| 0.09216563403606415 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.filterLayout=hwoi", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.05605664967552748, |
| 0.7114230061939892, |
| 0.6529743817798401, |
| 0.3862290922141163, |
| 0.38708372734474095, |
| 0.9461629334832131, |
| 0.0957319185290193, |
| 0.9234652551205444, |
| 0.6362779541136516 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [3, 3, 2, 1], |
| "data": [ |
| 0.861442276299335, |
| 0.9801966684571415, |
| 0.6267672619279181, |
| 0.06169835353027997, |
| 0.6366489967621862, |
| 0.3220160786486479, |
| 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": { |
| "filterLayout": "hwoi" |
| }, |
| "expected": { |
| "shape": [1, 2, 5, 5], |
| "data": [ |
| 0.04828956723213196, |
| 0.6479843258857727, |
| 1.0440847873687744, |
| 0.8621897101402283, |
| 0.4157154858112335, |
| 0.3797043561935425, |
| 1.1785486936569214, |
| 1.9911006689071655, |
| 1.6228916645050049, |
| 1.2502111196517944, |
| 0.4246464669704437, |
| 1.5086332559585571, |
| 3.287064790725708, |
| 2.5666797161102295, |
| 1.8143054246902466, |
| 0.20714078843593597, |
| 1.2503143548965454, |
| 1.6656538248062134, |
| 2.097904920578003, |
| 1.313029408454895, |
| 0.03145187348127365, |
| 0.38708874583244324, |
| 1.0853508710861206, |
| 1.2216601371765137, |
| 0.45846959948539734, |
| 0.05494653806090355, |
| 0.7007930278778076, |
| 0.7019880414009094, |
| 0.26937708258628845, |
| 0.21026825904846191, |
| 0.4206119179725647, |
| 0.9587093591690063, |
| 1.8526650667190552, |
| 0.5379507541656494, |
| 0.39486807584762573, |
| 0.3993436396121979, |
| 1.5788191556930542, |
| 2.121230363845825, |
| 1.141642689704895, |
| 0.4301592707633972, |
| 0.18141157925128937, |
| 1.0035220384597778, |
| 1.3417718410491943, |
| 0.8345021605491638, |
| 0.2249351441860199, |
| 0.027173593640327454, |
| 0.3026771545410156, |
| 0.5856420397758484, |
| 0.40328359603881836, |
| 0.09216563403606415 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.filterLayout=ohwi", |
| "inputs": { |
| "input": { |
| "shape": [1, 1, 3, 3], |
| "data": [ |
| 0.05605664967552748, |
| 0.7114230061939892, |
| 0.6529743817798401, |
| 0.3862290922141163, |
| 0.38708372734474095, |
| 0.9461629334832131, |
| 0.0957319185290193, |
| 0.9234652551205444, |
| 0.6362779541136516 |
| ], |
| "type": "float32" |
| }, |
| "filter": { |
| "shape": [2, 3, 3, 1], |
| "data": [ |
| 0.861442276299335, |
| 0.6267672619279181, |
| 0.6366489967621862, |
| 0.8382642064548715, |
| 0.11884837321114183, |
| 0.9921330460504791, |
| 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": { |
| "filterLayout": "ohwi" |
| }, |
| "expected": { |
| "shape": [1, 2, 5, 5], |
| "data": [ |
| 0.04828956723213196, |
| 0.6479843258857727, |
| 1.0440847873687744, |
| 0.8621897101402283, |
| 0.4157154858112335, |
| 0.3797043561935425, |
| 1.1785486936569214, |
| 1.9911006689071655, |
| 1.6228916645050049, |
| 1.2502111196517944, |
| 0.4246464669704437, |
| 1.5086332559585571, |
| 3.287064790725708, |
| 2.5666797161102295, |
| 1.8143054246902466, |
| 0.20714078843593597, |
| 1.2503143548965454, |
| 1.6656538248062134, |
| 2.097904920578003, |
| 1.313029408454895, |
| 0.03145187348127365, |
| 0.38708874583244324, |
| 1.0853508710861206, |
| 1.2216601371765137, |
| 0.45846959948539734, |
| 0.05494653806090355, |
| 0.7007930278778076, |
| 0.7019880414009094, |
| 0.26937708258628845, |
| 0.21026825904846191, |
| 0.4206119179725647, |
| 0.9587093591690063, |
| 1.8526650667190552, |
| 0.5379507541656494, |
| 0.39486807584762573, |
| 0.3993436396121979, |
| 1.5788191556930542, |
| 2.121230363845825, |
| 1.141642689704895, |
| 0.4301592707633972, |
| 0.18141157925128937, |
| 1.0035220384597778, |
| 1.3417718410491943, |
| 0.8345021605491638, |
| 0.2249351441860199, |
| 0.027173593640327454, |
| 0.3026771545410156, |
| 0.5856420397758484, |
| 0.40328359603881836, |
| 0.09216563403606415 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "convTranspose2d float32 4D input and filter tensors options.inputLayout=nhwc options.filterLayout=iohw", |
| "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": { |
| "shape": [1, 2, 3, 3], |
| "data": [ |
| 0.861442276299335, |
| 0.6267672619279181, |
| 0.6366489967621862, |
| 0.8382642064548715, |
| 0.11884837321114183, |
| 0.9921330460504791, |
| 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": "iohw" |
| }, |
| "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, |
| 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.inputLayout=nhwc options.filterLayout=hwoi", |
| "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": { |
| "shape": [3, 3, 2, 1], |
| "data": [ |
| 0.861442276299335, |
| 0.9801966684571415, |
| 0.6267672619279181, |
| 0.06169835353027997, |
| 0.6366489967621862, |
| 0.3220160786486479, |
| 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, |
| 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.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": { |
| "shape": [2, 3, 3, 1], |
| "data": [ |
| 0.861442276299335, |
| 0.6267672619279181, |
| 0.6366489967621862, |
| 0.8382642064548715, |
| 0.11884837321114183, |
| 0.9921330460504791, |
| 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, |
| 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, |
| 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": { |
| "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": [ |
| 0.4516736859570645 |
| ], |
| "type": "float32", |
| "constant": true |
| } |
| }, |
| "expected": { |
| "shape": [1, 1, 5, 5], |
| "data": [ |
| 0.5200390219688416, |
| 1.01566481590271, |
| 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, |
| 0.6360918879508972, |
| 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, |
| -0.2980190376593821, |
| -0.39077856560563506, |
| -0.5624061411820445, |
| -0.732209362325523, |
| -0.8421320780728827, |
| -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, |
| -1.1565102338790894, |
| -1.2873748540878296, |
| -1.7950842380523682, |
| -2.6857638359069824, |
| -2.2283377647399902, |
| -1.8494995832443237, |
| -1.5857856273651123, |
| -2.8912975788116455, |
| -3.738619565963745, |
| -3.5343525409698486, |
| -1.910401463508606, |
| -1.425180196762085, |
| -2.8317112922668457, |
| -3.49372935295105, |
| -3.0246617794036865, |
| -1.5763013362884521, |
| -1.0156716108322144, |
| -1.645089030265808, |
| -1.935164213180542, |
| -1.6908544301986694, |
| -0.8578650951385498 |
| ], |
| "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], |
| "data": [ |
| 0.6161394585554596, |
| 0.262246148184051, |
| 0.7951397994036709, |
| 0.87305609470791, |
| 0.8309101763741125, |
| 0.8549605393357718, |
| 0.5552039743814143, |
| 0.8400921243865438, |
| 0.8530843869413023 |
| ], |
| "type": "float32", |
| "constant": true |
| } |
| }, |
| "options": { |
| "activation": "relu" // relu operator |
| }, |
| "expected": { |
| "shape": [1, 1, 5, 5], |
| "data": [ |
| 0.06836532801389694, |
| 0.5639911890029907, |
| 0.7682676911354065, |
| 0.8828333020210266, |
| 0.5837992429733276, |
| 0.36228659749031067, |
| 1.3316468000411987, |
| 2.0325205326080322, |
| 1.8602205514907837, |
| 0.7256945967674255, |
| 0.5369489789009094, |
| 1.5520836114883423, |
| 2.5350732803344727, |
| 2.117793083190918, |
| 0.963081419467926, |
| 0.3798123896121979, |
| 0.9050268530845642, |
| 1.403659701347351, |
| 0.9311801791191101, |
| 0.35391589999198914, |
| 0.08944196254014969, |
| 0.1844182312488556, |
| 0.3732658624649048, |
| 0.3198899030685425, |
| 0.24825584888458252 |
| ], |
| "type": "float32" |
| } |
| } |
| ] |
| } |