| { |
| "tests": [ |
| { |
| "name": "instanceNormalization float32 4D tensor default options", |
| "inputs": { |
| "input": { |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| -97.949951171875, |
| 29.44037628173828, |
| -73.92131042480469, |
| -38.11185836791992, |
| 41.33772659301758, |
| -59.77853012084961, |
| -74.66901397705078, |
| -68.16508483886719, |
| 35.82481384277344, |
| -6.948329448699951, |
| 54.42462158203125, |
| 47.53074645996094, |
| 66.93562316894531, |
| 76.74034881591797, |
| 5.6758809089660645, |
| 25.68659210205078, |
| 37.37651062011719, |
| 56.252689361572266, |
| -16.574905395507812, |
| 42.949893951416016, |
| 73.8739242553711, |
| -99.00035095214844, |
| -33.11322784423828, |
| -17.380685806274414 |
| ], |
| "type": "float32" |
| } |
| }, |
| "expected": { |
| "name": "output", |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| -1.0995290279388428, |
| 1.5525832176208496, |
| -0.5992818474769592, |
| 0.14622758328914642, |
| 1.72129487991333, |
| -0.41020718216896057, |
| -0.7240943908691406, |
| -0.586993396282196, |
| 0.13073226809501648, |
| -1.6633318662643433, |
| 0.9108771681785583, |
| 0.6217224597930908, |
| 0.7947131395339966, |
| 1.1309205293655396, |
| -1.3059037923812866, |
| -0.6197298169136047, |
| 0.2657700479030609, |
| 0.9459608793258667, |
| -1.6783342361450195, |
| 0.46660327911376953, |
| 1.5037200450897217, |
| -1.2981476783752441, |
| -0.2302791178226471, |
| 0.024706769734621048 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "instanceNormalization float32 4D tensor options.scale", |
| "inputs": { |
| "input": { |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| -97.949951171875, |
| 29.44037628173828, |
| -73.92131042480469, |
| -38.11185836791992, |
| 41.33772659301758, |
| -59.77853012084961, |
| -74.66901397705078, |
| -68.16508483886719, |
| 35.82481384277344, |
| -6.948329448699951, |
| 54.42462158203125, |
| 47.53074645996094, |
| 66.93562316894531, |
| 76.74034881591797, |
| 5.6758809089660645, |
| 25.68659210205078, |
| 37.37651062011719, |
| 56.252689361572266, |
| -16.574905395507812, |
| 42.949893951416016, |
| 73.8739242553711, |
| -99.00035095214844, |
| -33.11322784423828, |
| -17.380685806274414 |
| ], |
| "type": "float32" |
| } |
| }, |
| "options": { |
| "scale": { |
| "shape": [3], |
| "data": [ |
| -94.42772674560547, |
| 66.69620513916016, |
| -98.56572723388672 |
| ], |
| "type": "float32" |
| } |
| }, |
| "expected": { |
| "name": "output", |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| 103.8260269165039, |
| -146.60690307617188, |
| 56.58882141113281, |
| -13.807937622070312, |
| 114.80384063720703, |
| -27.359262466430664, |
| -48.29434585571289, |
| -39.150230407714844, |
| -12.885721206665039, |
| 163.94752502441406, |
| -89.78126525878906, |
| -61.2805290222168, |
| -75.04296112060547, |
| -106.79025268554688, |
| 123.31352996826172, |
| 58.51968002319336, |
| 17.725852966308594, |
| 63.09199905395508, |
| -111.93852233886719, |
| 31.120668411254883, |
| -148.2152557373047, |
| 127.95286560058594, |
| 22.697628021240234, |
| -2.4352407455444336 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "instanceNormalization float32 4D tensor options.bias", |
| "inputs": { |
| "input": { |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| -97.949951171875, |
| 29.44037628173828, |
| -73.92131042480469, |
| -38.11185836791992, |
| 41.33772659301758, |
| -59.77853012084961, |
| -74.66901397705078, |
| -68.16508483886719, |
| 35.82481384277344, |
| -6.948329448699951, |
| 54.42462158203125, |
| 47.53074645996094, |
| 66.93562316894531, |
| 76.74034881591797, |
| 5.6758809089660645, |
| 25.68659210205078, |
| 37.37651062011719, |
| 56.252689361572266, |
| -16.574905395507812, |
| 42.949893951416016, |
| 73.8739242553711, |
| -99.00035095214844, |
| -33.11322784423828, |
| -17.380685806274414 |
| ], |
| "type": "float32" |
| } |
| }, |
| "options": { |
| "bias": { |
| "shape": [3], |
| "data": [ |
| -33.048641204833984, |
| 4.511423587799072, |
| -37.93617248535156 |
| ], |
| "type": "float32" |
| } |
| }, |
| "expected": { |
| "name": "output", |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| -34.148170471191406, |
| -31.496057510375977, |
| -33.64792251586914, |
| -32.90241241455078, |
| 6.232718467712402, |
| 4.1012163162231445, |
| 3.7873291969299316, |
| 3.9244301319122314, |
| -37.80543899536133, |
| -39.59950256347656, |
| -37.02529525756836, |
| -37.314449310302734, |
| -32.253929138183594, |
| -31.917720794677734, |
| -34.35454559326172, |
| -33.66836929321289, |
| 4.777193546295166, |
| 5.4573845863342285, |
| 2.8330893516540527, |
| 4.978026866912842, |
| -36.43245315551758, |
| -39.23432159423828, |
| -38.16645050048828, |
| -37.91146469116211 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "instanceNormalization float32 4D tensor options.epsilon", |
| "inputs": { |
| "input": { |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| -97.949951171875, |
| 29.44037628173828, |
| -73.92131042480469, |
| -38.11185836791992, |
| 41.33772659301758, |
| -59.77853012084961, |
| -74.66901397705078, |
| -68.16508483886719, |
| 35.82481384277344, |
| -6.948329448699951, |
| 54.42462158203125, |
| 47.53074645996094, |
| 66.93562316894531, |
| 76.74034881591797, |
| 5.6758809089660645, |
| 25.68659210205078, |
| 37.37651062011719, |
| 56.252689361572266, |
| -16.574905395507812, |
| 42.949893951416016, |
| 73.8739242553711, |
| -99.00035095214844, |
| -33.11322784423828, |
| -17.380685806274414 |
| ], |
| "type": "float32" |
| } |
| }, |
| "options": { |
| "epsilon": 0.000001 |
| }, |
| "expected": { |
| "name": "output", |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| -1.0995290279388428, |
| 1.5525832176208496, |
| -0.5992818474769592, |
| 0.14622758328914642, |
| 1.72129487991333, |
| -0.41020718216896057, |
| -0.7240943908691406, |
| -0.586993396282196, |
| 0.13073226809501648, |
| -1.6633318662643433, |
| 0.9108771681785583, |
| 0.6217224597930908, |
| 0.7947131991386414, |
| 1.1309205293655396, |
| -1.3059037923812866, |
| -0.6197298765182495, |
| 0.2657700479030609, |
| 0.9459608793258667, |
| -1.6783342361450195, |
| 0.46660327911376953, |
| 1.5037200450897217, |
| -1.2981476783752441, |
| -0.2302791178226471, |
| 0.024706769734621048 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "instanceNormalization float32 4D tensor explict options.layout='nchw'", |
| "inputs": { |
| "input": { |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| -97.949951171875, |
| 29.44037628173828, |
| -73.92131042480469, |
| -38.11185836791992, |
| 41.33772659301758, |
| -59.77853012084961, |
| -74.66901397705078, |
| -68.16508483886719, |
| 35.82481384277344, |
| -6.948329448699951, |
| 54.42462158203125, |
| 47.53074645996094, |
| 66.93562316894531, |
| 76.74034881591797, |
| 5.6758809089660645, |
| 25.68659210205078, |
| 37.37651062011719, |
| 56.252689361572266, |
| -16.574905395507812, |
| 42.949893951416016, |
| 73.8739242553711, |
| -99.00035095214844, |
| -33.11322784423828, |
| -17.380685806274414 |
| ], |
| "type": "float32" |
| } |
| }, |
| "options": { |
| "layout": "nchw" |
| }, |
| "expected": { |
| "name": "output", |
| "shape": [2, 3, 2, 2], |
| "data": [ |
| -1.0995290279388428, |
| 1.5525832176208496, |
| -0.5992818474769592, |
| 0.14622758328914642, |
| 1.72129487991333, |
| -0.41020718216896057, |
| -0.7240943908691406, |
| -0.586993396282196, |
| 0.13073226809501648, |
| -1.6633318662643433, |
| 0.9108771681785583, |
| 0.6217224597930908, |
| 0.7947131395339966, |
| 1.1309205293655396, |
| -1.3059037923812866, |
| -0.6197298169136047, |
| 0.2657700479030609, |
| 0.9459608793258667, |
| -1.6783342361450195, |
| 0.46660327911376953, |
| 1.5037200450897217, |
| -1.2981476783752441, |
| -0.2302791178226471, |
| 0.024706769734621048 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "instanceNormalization float32 4D tensor options.layout='nhwc'", |
| "inputs": { |
| "input": { |
| "shape": [2, 2, 2, 3], |
| "data": [ |
| -97.949951171875, |
| 41.33772659301758, |
| 35.82481384277344, |
| 29.44037628173828, |
| -59.77853012084961, |
| -6.948329448699951, |
| -73.92131042480469, |
| -74.66901397705078, |
| 54.42462158203125, |
| -38.11185836791992, |
| -68.16508483886719, |
| 47.53074645996094, |
| 66.93562316894531, |
| 37.37651062011719, |
| 73.8739242553711, |
| 76.74034881591797, |
| 56.252689361572266, |
| -99.00035095214844, |
| 5.6758809089660645, |
| -16.574905395507812, |
| -33.11322784423828, |
| 25.68659210205078, |
| 42.949893951416016, |
| -17.380685806274414 |
| ], |
| "type": "float32" |
| } |
| }, |
| "options": { |
| "layout": "nhwc" |
| }, |
| "expected": { |
| "name": "output", |
| "shape": [2, 2, 2, 3], |
| "data": [ |
| -1.0995290279388428, |
| 1.72129487991333, |
| 0.13073226809501648, |
| 1.5525832176208496, |
| -0.41020718216896057, |
| -1.6633318662643433, |
| -0.5992818474769592, |
| -0.7240943908691406, |
| 0.9108771681785583, |
| 0.14622758328914642, |
| -0.586993396282196, |
| 0.6217224597930908, |
| 0.7947131395339966, |
| 0.2657700479030609, |
| 1.5037200450897217, |
| 1.1309205293655396, |
| 0.9459608793258667, |
| -1.2981476783752441, |
| -1.3059037923812866, |
| -1.6783342361450195, |
| -0.2302791178226471, |
| -0.6197298169136047, |
| 0.46660327911376953, |
| 0.024706769734621048 |
| ], |
| "type": "float32" |
| } |
| }, |
| { |
| "name": "instanceNormalization float32 4D tensor all options", |
| "inputs": { |
| "input": { |
| "shape": [2, 2, 2, 3], |
| "data": [ |
| -97.949951171875, |
| 41.33772659301758, |
| 35.82481384277344, |
| 29.44037628173828, |
| -59.77853012084961, |
| -6.948329448699951, |
| -73.92131042480469, |
| -74.66901397705078, |
| 54.42462158203125, |
| -38.11185836791992, |
| -68.16508483886719, |
| 47.53074645996094, |
| 66.93562316894531, |
| 37.37651062011719, |
| 73.8739242553711, |
| 76.74034881591797, |
| 56.252689361572266, |
| -99.00035095214844, |
| 5.6758809089660645, |
| -16.574905395507812, |
| -33.11322784423828, |
| 25.68659210205078, |
| 42.949893951416016, |
| -17.380685806274414 |
| ], |
| "type": "float32" |
| } |
| }, |
| "options": { |
| "scale": { |
| "shape": [3], |
| "data": [ |
| -94.42772674560547, |
| 66.69620513916016, |
| -98.56572723388672 |
| ], |
| "type": "float32" |
| }, |
| "bias": { |
| "shape": [3], |
| "data": [ |
| -33.048641204833984, |
| 4.511423587799072, |
| -37.93617248535156 |
| ], |
| "type": "float32" |
| }, |
| "epsilon": 0.000001, |
| "layout": "nhwc" |
| }, |
| "expected": { |
| "name": "output", |
| "shape": [2, 2, 2, 3], |
| "data": [ |
| 70.77738189697266, |
| 119.31526184082031, |
| -50.821895599365234, |
| -179.65554809570312, |
| -22.847837448120117, |
| 126.01134490966797, |
| 23.540178298950195, |
| -43.782920837402344, |
| -127.71744537353516, |
| -46.8565788269043, |
| -34.6388053894043, |
| -99.2166976928711, |
| -108.09159851074219, |
| 22.237276077270508, |
| -186.15142822265625, |
| -139.83889770507812, |
| 67.60342407226562, |
| 90.01669311523438, |
| 90.26488494873047, |
| -107.4271011352539, |
| -15.238543510437012, |
| 25.471038818359375, |
| 35.6320915222168, |
| -40.37141418457031 |
| ], |
| "type": "float32" |
| } |
| } |
| ] |
| } |