onnxruntime/js/web/test/data/ops/conv-transpose.jsonc
Satya Kumar Jandhyala 544bdd6073
Fix ConvTranspose for certain attribute combinations (#23488)
### Description
Convert output_padding attribute from 1D to 2D convtranspose



### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
https://github.com/microsoft/onnxruntime/issues/23403
2025-02-05 12:22:47 -08:00

946 lines
47 KiB
Text

[
{
"name": "ConvTranspose without bias addition A",
"operator": "ConvTranspose",
"attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [10, 20, 30, 40],
"dims": [1, 1, 2, 2],
"type": "float32"
},
{
"data": [1, 2, 3, 4],
"dims": [1, 1, 2, 2],
"type": "float32"
}
],
"outputs": [
{
"data": [10, 40, 40, 60, 200, 160, 90, 240, 160],
"dims": [1, 1, 3, 3],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose without bias addition A - NHWC",
"inputShapeDefinitions": "rankOnly",
"opset": { "domain": "", "version": 17 },
"operator": "ConvTranspose",
"attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [10, 20, 30, 40],
"dims": [1, 1, 2, 2],
"type": "float32"
},
{
"data": [1, 2, 3, 4],
"dims": [1, 1, 2, 2],
"type": "float32"
}
],
"outputs": [
{
"data": [10, 40, 40, 60, 200, 160, 90, 240, 160],
"dims": [1, 1, 3, 3],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose without bias addition B",
"operator": "ConvTranspose",
"attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [10, 20, 30, 40, 50, 60, 70, 80],
"dims": [1, 2, 2, 2],
"type": "float32"
},
{
"data": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15],
"dims": [2, 2, 2, 2],
"type": "float32"
}
],
"outputs": [
{
"data": [
400, 940, 560, 1080, 2520, 1480, 760, 1740, 1000, 640, 1500, 880, 1720, 3960, 2280, 1160, 2620, 1480
],
"dims": [1, 2, 3, 3],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose with bias addition A",
"operator": "ConvTranspose",
"attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [10, 20, 30, 40],
"dims": [1, 4, 1, 1],
"type": "float32"
},
{
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1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,
56, 57, 58, 59, 60, 61, 62, 63, 64
],
"dims": [4, 4, 2, 2],
"type": "float32"
},
{
"data": [65, 66, 67, 68],
"dims": [4],
"type": "float32"
}
],
"outputs": [
{
"data": [3365, 3465, 3565, 3665, 3766, 3866, 3966, 4066, 4167, 4267, 4367, 4467, 4568, 4668, 4768, 4868],
"dims": [1, 4, 2, 2],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose with bias addition B",
"operator": "ConvTranspose",
"attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [6, 8, 7, 9, 15, 11, 8, 12, 9],
"dims": [1, 1, 3, 3],
"type": "float32"
},
{
"data": [1, 2, 3, 4],
"dims": [1, 1, 2, 2],
"type": "float32"
},
{
"data": [5],
"dims": [1],
"type": "float32"
}
],
"outputs": [
{
"data": [11, 25, 28, 19, 32, 86, 99, 55, 40, 114, 131, 67, 29, 73, 80, 41],
"dims": [1, 1, 4, 4],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose with bias addition B - NHWC",
"operator": "ConvTranspose",
"inputShapeDefinitions": "rankOnly",
"opset": { "domain": "", "version": 17 },
"attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [6, 8, 7, 9, 15, 11, 8, 12, 9],
"dims": [1, 1, 3, 3],
"type": "float32"
},
{
"data": [1, 2, 3, 4],
"dims": [1, 1, 2, 2],
"type": "float32"
},
{
"data": [5],
"dims": [1],
"type": "float32"
}
],
"outputs": [
{
"data": [11, 25, 28, 19, 32, 86, 99, 55, 40, 114, 131, 67, 29, 73, 80, 41],
"dims": [1, 1, 4, 4],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose- group - A",
"operator": "ConvTranspose",
"attributes": [
{ "name": "kernel_shape", "data": [1, 1], "type": "ints" },
{ "name": "group", "data": 2, "type": "int" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 18.0, 20.0, 22.0, 24.0, 26.0, 28.0, 30.0, 32.0, 34.0],
"dims": [1, 2, 3, 3],
"type": "float32"
},
{
"data": [1.0, 2.0],
"dims": [2, 1, 1, 1],
"type": "float32"
}
],
"outputs": [
{
"data": [0, 1, 2, 3, 4, 5, 6, 7, 8, 36, 40, 44, 48, 52, 56, 60, 64, 68],
"dims": [1, 2, 3, 3],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose- group - B",
"operator": "ConvTranspose",
"attributes": [
{ "name": "kernel_shape", "data": [2, 2], "type": "ints" },
{ "name": "group", "data": 3, "type": "int" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [
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19.0, 20.0, 21.0, 22.0, 23.0, 0, 0, 0
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"dims": [1, 3, 3, 3],
"type": "float32"
},
{
"data": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0],
"dims": [3, 1, 2, 2],
"type": "float32"
},
{
"data": [0.125, 0.25, 0.375],
"dims": [3],
"type": "float32"
}
],
"outputs": [
{
"data": [
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214.25, 105.25, 232.25, 247.25, 136.25, 162.375, 351.375, 370.375, 200.375, 387.375, 833.375, 875.375,
470.375, 231.375, 494.375, 517.375, 276.375, 0.375, 0.375, 0.375, 0.375
],
"dims": [1, 3, 4, 4],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose- group - C",
"operator": "ConvTranspose",
"attributes": [
{ "name": "kernel_shape", "data": [2, 2], "type": "ints" },
{ "name": "group", "data": 3, "type": "int" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [
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19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0, 27.0, 28.0, 29.0, 30.0, 31.0, 32.0, 33.0, 34.0, 35.0
],
"dims": [1, 3, 3, 4],
"type": "float32"
},
{
"data": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0],
"dims": [3, 1, 2, 2],
"type": "float32"
}
],
"outputs": [
{
"data": [
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394, 420, 234, 212, 472, 498, 524, 290, 140, 307, 322, 337, 184, 216, 465, 484, 503, 270, 516, 1104, 1146,
1188, 634, 596, 1272, 1314, 1356, 722, 352, 747, 770, 793, 420
],
"dims": [1, 3, 4, 5],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose- pointwise",
"operator": "ConvTranspose",
"attributes": [{ "name": "kernel_shape", "data": [1, 1], "type": "ints" }],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0],
"dims": [1, 2, 2, 2],
"type": "float32"
},
{
"data": [0.0, 1.0, 2.0, 3.0],
"dims": [2, 2, 1, 1],
"type": "float32"
},
{
"data": [1, 2],
"dims": [2],
"type": "float32"
}
],
"outputs": [
{
"data": [9, 11, 13, 15, 14, 18, 22, 26],
"dims": [1, 2, 2, 2],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose with bias addition C",
"operator": "ConvTranspose",
"inputShapeDefinitions": "rankOnly",
"opset": { "domain": "", "version": 17 },
"attributes": [{ "name": "kernel_shape", "data": [1, 1], "type": "ints" }],
"cases": [
{
"name": "aComponents = 4, components = 4",
"inputs": [
{
"data": [
1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,
56, 57, 58, 59, 60, 61, 62, 63, 64
],
"dims": [1, 4, 4, 4],
"type": "float32"
},
{
"data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],
"dims": [4, 4, 1, 1],
"type": "float32"
},
{
"data": [1, 2, 3, 4],
"dims": [4],
"type": "float32"
}
],
"outputs": [
{
"data": [
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1154, 1186, 1218, 1250, 1282, 1314, 1346, 1378, 1410, 1442, 1474, 1506, 1538, 1570, 1602, 1223, 1259,
1295, 1331, 1367, 1403, 1439, 1475, 1511, 1547, 1583, 1619, 1655, 1691, 1727, 1763, 1324, 1364, 1404,
1444, 1484, 1524, 1564, 1604, 1644, 1684, 1724, 1764, 1804, 1844, 1884, 1924
],
"dims": [1, 4, 4, 4],
"type": "float32"
}
]
},
{
"name": "aComponents = 4, components = 1",
"inputs": [
{
"data": [
1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,
56, 57, 58, 59, 60, 61, 62, 63, 64
],
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"type": "float32"
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{
"data": [5, 6, 7, 8],
"dims": [4, 1, 1, 1],
"type": "float32"
},
{
"data": [3],
"dims": [1],
"type": "float32"
}
],
"outputs": [
{
"data": [733, 759, 785, 811, 837, 863, 889, 915, 941, 967, 993, 1019, 1045, 1071, 1097, 1123],
"dims": [1, 1, 4, 4],
"type": "float32"
}
]
},
{
"name": "aComponents = 2, components = 4",
"inputs": [
{
"data": [
1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
30, 31, 32
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"dims": [1, 2, 4, 4],
"type": "float32"
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{
"data": [1, 2, 3, 4, 5, 6, 7, 8],
"dims": [2, 4, 1, 1],
"type": "float32"
},
{
"data": [1, 2, 3, 4],
"dims": [4],
"type": "float32"
}
],
"outputs": [
{
"data": [
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154, 162, 170, 178, 186, 194, 202, 210, 218, 226, 125, 135, 145, 155, 165, 175, 185, 195, 205, 215, 225,
235, 245, 255, 265, 275, 144, 156, 168, 180, 192, 204, 216, 228, 240, 252, 264, 276, 288, 300, 312, 324
],
"dims": [1, 4, 4, 4],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose with output channels = 1",
"operator": "ConvTranspose",
"inputShapeDefinitions": "rankOnly",
"opset": { "domain": "", "version": 17 },
"attributes": [
{ "name": "kernel_shape", "data": [2, 2], "type": "ints" },
{ "name": "strides", "data": [2, 2], "type": "ints" }
],
"cases": [
{
"name": "inChannels = 5",
"inputs": [
{
"data": [
1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45
],
"dims": [1, 5, 3, 3],
"type": "float32"
},
{
"data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 1, 2, 3, 4, 5, 6, 7, 8],
"dims": [5, 1, 2, 2],
"type": "float32"
},
{
"data": [2],
"dims": [1],
"type": "float32"
}
],
"outputs": [
{
"data": [
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866, 782, 902, 563, 688, 584, 714, 605, 740, 813, 938, 844, 974, 875, 1010
],
"dims": [1, 1, 6, 6],
"type": "float32"
}
]
},
{
"name": "inChannels = 6",
"inputs": [
{
"data": [
1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 1, 2, 3, 4, 5, 6, 7, 8, 9
],
"dims": [1, 6, 3, 3],
"type": "float32"
},
{
"data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 1, 2, 3, 4, 5, 6, 7, 8, 1, 2, 3, 4],
"dims": [6, 1, 2, 2],
"type": "float32"
},
{
"data": [2],
"dims": [1],
"type": "float32"
}
],
"outputs": [
{
"data": [
438, 534, 460, 562, 482, 590, 630, 726, 664, 766, 698, 806, 504, 618, 526, 646, 548, 674, 732, 846, 766,
886, 800, 926, 570, 702, 592, 730, 614, 758, 834, 966, 868, 1006, 902, 1046
],
"dims": [1, 1, 6, 6],
"type": "float32"
}
]
},
{
"name": "inChannels = 7",
"inputs": [
{
"data": [
1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,
14, 15, 16, 17, 18
],
"dims": [1, 7, 3, 3],
"type": "float32"
},
{
"data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 1, 2, 3, 4, 5, 6, 7, 8, 1, 2, 3, 4, 5, 6, 7, 8],
"dims": [7, 1, 2, 2],
"type": "float32"
},
{
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"type": "float32"
}
],
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{
"data": [
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"dims": [1, 1, 6, 6],
"type": "float32"
}
]
},
{
"name": "inChannels = 8",
"inputs": [
{
"data": [
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30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,
14, 15, 16, 17, 18, 1, 2, 3, 4, 5, 6, 7, 8, 9
],
"dims": [1, 8, 3, 3],
"type": "float32"
},
{
"data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 1, 2, 3, 4, 5, 6, 7, 8, 1, 2, 3, 4, 5, 6, 7, 8, 1, 2, 3, 4],
"dims": [8, 1, 2, 2],
"type": "float32"
},
{
"data": [2],
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"type": "float32"
}
],
"outputs": [
{
"data": [
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"dims": [1, 1, 6, 6],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose without bias addition C",
"operator": "ConvTranspose",
"attributes": [
{ "name": "kernel_shape", "data": [2, 2], "type": "ints" },
{ "name": "strides", "data": [2, 2], "type": "ints" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
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0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28,
29, 30, 31, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25,
26, 27, 28, 29, 30, 31, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22,
23, 24, 25, 26, 27, 28, 29, 30, 31, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19,
20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,
17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,
14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 0, 1, 2, 3, 4, 5, 6,
7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 0, 1, 2,
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528, 520, 572, 560, 616, 600, 660, 512, 576, 544, 612, 576, 648, 608, 684, 640, 720, 672, 756, 704, 792,
736, 828, 768, 864, 800, 900, 832, 936, 864, 972, 896, 1008, 928, 1044, 960, 1080, 992, 1116, 640, 704,
680, 748, 720, 792, 760, 836, 800, 880, 840, 924, 880, 968, 920, 1012, 960, 1056, 1000, 1100, 1040, 1144,
1080, 1188, 1120, 1232, 1160, 1276, 1200, 1320, 1240, 1364, 0, 0, 32, 36, 64, 72, 96, 108, 128, 144, 160,
180, 192, 216, 224, 252, 256, 288, 288, 324, 320, 360, 352, 396, 384, 432, 416, 468, 448, 504, 480, 540,
0, 0, 40, 44, 80, 88, 120, 132, 160, 176, 200, 220, 240, 264, 280, 308, 320, 352, 360, 396, 400, 440, 440,
484, 480, 528, 520, 572, 560, 616, 600, 660, 512, 576, 544, 612, 576, 648, 608, 684, 640, 720, 672, 756,
704, 792, 736, 828, 768, 864, 800, 900, 832, 936, 864, 972, 896, 1008, 928, 1044, 960, 1080, 992, 1116,
640, 704, 680, 748, 720, 792, 760, 836, 800, 880, 840, 924, 880, 968, 920, 1012, 960, 1056, 1000, 1100,
1040, 1144, 1080, 1188, 1120, 1232, 1160, 1276, 1200, 1320, 1240, 1364, 0, 0, 48, 52, 96, 104, 144, 156,
192, 208, 240, 260, 288, 312, 336, 364, 384, 416, 432, 468, 480, 520, 528, 572, 576, 624, 624, 676, 672,
728, 720, 780, 0, 0, 56, 60, 112, 120, 168, 180, 224, 240, 280, 300, 336, 360, 392, 420, 448, 480, 504,
540, 560, 600, 616, 660, 672, 720, 728, 780, 784, 840, 840, 900, 768, 832, 816, 884, 864, 936, 912, 988,
960, 1040, 1008, 1092, 1056, 1144, 1104, 1196, 1152, 1248, 1200, 1300, 1248, 1352, 1296, 1404, 1344, 1456,
1392, 1508, 1440, 1560, 1488, 1612, 896, 960, 952, 1020, 1008, 1080, 1064, 1140, 1120, 1200, 1176, 1260,
1232, 1320, 1288, 1380, 1344, 1440, 1400, 1500, 1456, 1560, 1512, 1620, 1568, 1680, 1624, 1740, 1680,
1800, 1736, 1860, 0, 0, 48, 52, 96, 104, 144, 156, 192, 208, 240, 260, 288, 312, 336, 364, 384, 416, 432,
468, 480, 520, 528, 572, 576, 624, 624, 676, 672, 728, 720, 780, 0, 0, 56, 60, 112, 120, 168, 180, 224,
240, 280, 300, 336, 360, 392, 420, 448, 480, 504, 540, 560, 600, 616, 660, 672, 720, 728, 780, 784, 840,
840, 900, 768, 832, 816, 884, 864, 936, 912, 988, 960, 1040, 1008, 1092, 1056, 1144, 1104, 1196, 1152,
1248, 1200, 1300, 1248, 1352, 1296, 1404, 1344, 1456, 1392, 1508, 1440, 1560, 1488, 1612, 896, 960, 952,
1020, 1008, 1080, 1064, 1140, 1120, 1200, 1176, 1260, 1232, 1320, 1288, 1380, 1344, 1440, 1400, 1500,
1456, 1560, 1512, 1620, 1568, 1680, 1624, 1740, 1680, 1800, 1736, 1860, 0, 0, 48, 52, 96, 104, 144, 156,
192, 208, 240, 260, 288, 312, 336, 364, 384, 416, 432, 468, 480, 520, 528, 572, 576, 624, 624, 676, 672,
728, 720, 780, 0, 0, 56, 60, 112, 120, 168, 180, 224, 240, 280, 300, 336, 360, 392, 420, 448, 480, 504,
540, 560, 600, 616, 660, 672, 720, 728, 780, 784, 840, 840, 900, 768, 832, 816, 884, 864, 936, 912, 988,
960, 1040, 1008, 1092, 1056, 1144, 1104, 1196, 1152, 1248, 1200, 1300, 1248, 1352, 1296, 1404, 1344, 1456,
1392, 1508, 1440, 1560, 1488, 1612, 896, 960, 952, 1020, 1008, 1080, 1064, 1140, 1120, 1200, 1176, 1260,
1232, 1320, 1288, 1380, 1344, 1440, 1400, 1500, 1456, 1560, 1512, 1620, 1568, 1680, 1624, 1740, 1680,
1800, 1736, 1860, 0, 0, 48, 52, 96, 104, 144, 156, 192, 208, 240, 260, 288, 312, 336, 364, 384, 416, 432,
468, 480, 520, 528, 572, 576, 624, 624, 676, 672, 728, 720, 780, 0, 0, 56, 60, 112, 120, 168, 180, 224,
240, 280, 300, 336, 360, 392, 420, 448, 480, 504, 540, 560, 600, 616, 660, 672, 720, 728, 780, 784, 840,
840, 900, 768, 832, 816, 884, 864, 936, 912, 988, 960, 1040, 1008, 1092, 1056, 1144, 1104, 1196, 1152,
1248, 1200, 1300, 1248, 1352, 1296, 1404, 1344, 1456, 1392, 1508, 1440, 1560, 1488, 1612, 896, 960, 952,
1020, 1008, 1080, 1064, 1140, 1120, 1200, 1176, 1260, 1232, 1320, 1288, 1380, 1344, 1440, 1400, 1500,
1456, 1560, 1512, 1620, 1568, 1680, 1624, 1740, 1680, 1800, 1736, 1860, 0, 0, 48, 52, 96, 104, 144, 156,
192, 208, 240, 260, 288, 312, 336, 364, 384, 416, 432, 468, 480, 520, 528, 572, 576, 624, 624, 676, 672,
728, 720, 780, 0, 0, 56, 60, 112, 120, 168, 180, 224, 240, 280, 300, 336, 360, 392, 420, 448, 480, 504,
540, 560, 600, 616, 660, 672, 720, 728, 780, 784, 840, 840, 900, 768, 832, 816, 884, 864, 936, 912, 988,
960, 1040, 1008, 1092, 1056, 1144, 1104, 1196, 1152, 1248, 1200, 1300, 1248, 1352, 1296, 1404, 1344, 1456,
1392, 1508, 1440, 1560, 1488, 1612, 896, 960, 952, 1020, 1008, 1080, 1064, 1140, 1120, 1200, 1176, 1260,
1232, 1320, 1288, 1380, 1344, 1440, 1400, 1500, 1456, 1560, 1512, 1620, 1568, 1680, 1624, 1740, 1680,
1800, 1736, 1860, 0, 0, 48, 52, 96, 104, 144, 156, 192, 208, 240, 260, 288, 312, 336, 364, 384, 416, 432,
468, 480, 520, 528, 572, 576, 624, 624, 676, 672, 728, 720, 780, 0, 0, 56, 60, 112, 120, 168, 180, 224,
240, 280, 300, 336, 360, 392, 420, 448, 480, 504, 540, 560, 600, 616, 660, 672, 720, 728, 780, 784, 840,
840, 900, 768, 832, 816, 884, 864, 936, 912, 988, 960, 1040, 1008, 1092, 1056, 1144, 1104, 1196, 1152,
1248, 1200, 1300, 1248, 1352, 1296, 1404, 1344, 1456, 1392, 1508, 1440, 1560, 1488, 1612, 896, 960, 952,
1020, 1008, 1080, 1064, 1140, 1120, 1200, 1176, 1260, 1232, 1320, 1288, 1380, 1344, 1440, 1400, 1500,
1456, 1560, 1512, 1620, 1568, 1680, 1624, 1740, 1680, 1800, 1736, 1860, 0, 0, 48, 52, 96, 104, 144, 156,
192, 208, 240, 260, 288, 312, 336, 364, 384, 416, 432, 468, 480, 520, 528, 572, 576, 624, 624, 676, 672,
728, 720, 780, 0, 0, 56, 60, 112, 120, 168, 180, 224, 240, 280, 300, 336, 360, 392, 420, 448, 480, 504,
540, 560, 600, 616, 660, 672, 720, 728, 780, 784, 840, 840, 900, 768, 832, 816, 884, 864, 936, 912, 988,
960, 1040, 1008, 1092, 1056, 1144, 1104, 1196, 1152, 1248, 1200, 1300, 1248, 1352, 1296, 1404, 1344, 1456,
1392, 1508, 1440, 1560, 1488, 1612, 896, 960, 952, 1020, 1008, 1080, 1064, 1140, 1120, 1200, 1176, 1260,
1232, 1320, 1288, 1380, 1344, 1440, 1400, 1500, 1456, 1560, 1512, 1620, 1568, 1680, 1624, 1740, 1680,
1800, 1736, 1860, 0, 0, 48, 52, 96, 104, 144, 156, 192, 208, 240, 260, 288, 312, 336, 364, 384, 416, 432,
468, 480, 520, 528, 572, 576, 624, 624, 676, 672, 728, 720, 780, 0, 0, 56, 60, 112, 120, 168, 180, 224,
240, 280, 300, 336, 360, 392, 420, 448, 480, 504, 540, 560, 600, 616, 660, 672, 720, 728, 780, 784, 840,
840, 900, 768, 832, 816, 884, 864, 936, 912, 988, 960, 1040, 1008, 1092, 1056, 1144, 1104, 1196, 1152,
1248, 1200, 1300, 1248, 1352, 1296, 1404, 1344, 1456, 1392, 1508, 1440, 1560, 1488, 1612, 896, 960, 952,
1020, 1008, 1080, 1064, 1140, 1120, 1200, 1176, 1260, 1232, 1320, 1288, 1380, 1344, 1440, 1400, 1500,
1456, 1560, 1512, 1620, 1568, 1680, 1624, 1740, 1680, 1800, 1736, 1860
],
"dims": [1, 4, 32, 32],
"type": "float32"
}
]
}
]
},
{
"name": "ConvTranspose1D with output_padding",
"operator": "ConvTranspose",
"opset": {
"domain": "",
"version": 17
},
"attributes": [
{
"name": "dilations",
"data": [1],
"type": "ints"
},
{
"name": "group",
"data": 4,
"type": "int"
},
{
"name": "kernel_shape",
"data": [3],
"type": "ints"
},
{
"name": "output_padding",
"data": [1],
"type": "ints"
},
{
"name": "pads",
"data": [1, 1],
"type": "ints"
},
{
"name": "strides",
"data": [2],
"type": "ints"
}
],
"cases": [
{
"name": "ConvTranspose1D with output_padding - 1",
"inputs": [
{
"dims": [1, 4, 8],
"type": "float32",
"data": [
1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
30, 31, 32
]
},
{
"dims": [4, 1, 3],
"type": "float32",
"data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]
},
{
"dims": [4],
"type": "float32",
"data": [1, 2, 3, 4]
}
],
"outputs": [
{
"name": "output",
"dims": [1, 4, 16],
"type": "float32",
"data": [
3, 6, 5, 10, 7, 14, 9, 18, 11, 22, 13, 26, 15, 30, 17, 25, 47, 96, 52, 106, 57, 116, 62, 126, 67, 136, 72,
146, 77, 156, 82, 98, 139, 282, 147, 298, 155, 314, 163, 330, 171, 346, 179, 362, 187, 378, 195, 219, 279,
564, 290, 586, 301, 608, 312, 630, 323, 652, 334, 674, 345, 696, 356, 388
]
}
]
}
]
}
]