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7be006c466
### Description <!-- Describe your changes. --> BUG #23273 With this change, I see the convTranspose time in that bug becomes ~7s from ~90s on my Meteor Lake. This PR does below things: 1. Use stride to update the increasement in the loop. In the bug, the stride is 1024, which can greatly reduce the loop times. 2. Support components for A to reduce the memory access times. 3. When output channels is 1, the b components can be same with A to further reduce the memory access times.
723 lines
40 KiB
Text
723 lines
40 KiB
Text
[
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{
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"name": "ConvTranspose without bias addition A",
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"name": "ConvTranspose without bias addition A - NHWC",
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"inputShapeDefinitions": "rankOnly",
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"opset": { "domain": "", "version": 17 },
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"operator": "ConvTranspose",
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{
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"name": "ConvTranspose with bias addition B",
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"operator": "ConvTranspose",
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"attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
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"data": [5],
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]
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}
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]
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},
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{
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"name": "ConvTranspose with bias addition B - NHWC",
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"operator": "ConvTranspose",
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"inputShapeDefinitions": "rankOnly",
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"opset": { "domain": "", "version": 17 },
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"attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
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"cases": [
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{
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"name": "T[0]",
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"inputs": [
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{
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"type": "float32"
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"data": [5],
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"dims": [1, 1, 4, 4],
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}
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]
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}
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]
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},
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{
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"name": "ConvTranspose- group - A",
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"operator": "ConvTranspose",
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"attributes": [
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{ "name": "kernel_shape", "data": [1, 1], "type": "ints" },
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{ "name": "group", "data": 2, "type": "int" }
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"data": [1.0, 2.0],
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},
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{
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"name": "ConvTranspose- group - B",
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"operator": "ConvTranspose",
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"attributes": [
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{ "name": "kernel_shape", "data": [2, 2], "type": "ints" },
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"name": "T[0]",
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"outputs": [
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{
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"data": [
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0.125, 1.125, 4.125, 4.125, 3.125, 13.125, 23.125, 18.125, 15.125, 43.125, 53.125, 36.125, 18.125, 45.125,
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}
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]
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},
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{
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"name": "ConvTranspose- group - C",
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"operator": "ConvTranspose",
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"attributes": [
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{ "name": "kernel_shape", "data": [2, 2], "type": "ints" },
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{ "name": "group", "data": 3, "type": "int" }
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],
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"cases": [
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{
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"name": "T[0]",
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"inputs": [
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{
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"data": [
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"type": "float32"
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{
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"dims": [3, 1, 2, 2],
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"type": "float32"
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}
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],
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"outputs": [
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{
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"data": [
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}
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]
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}
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]
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},
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{
|
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"name": "ConvTranspose- pointwise",
|
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"operator": "ConvTranspose",
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"attributes": [{ "name": "kernel_shape", "data": [1, 1], "type": "ints" }],
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"cases": [
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{
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"name": "T[0]",
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"inputs": [
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{
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"data": [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0],
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"dims": [1, 2, 2, 2],
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"type": "float32"
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},
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{
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"data": [0.0, 1.0, 2.0, 3.0],
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"dims": [2, 2, 1, 1],
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"type": "float32"
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},
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{
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"data": [1, 2],
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"dims": [2],
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"type": "float32"
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}
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],
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"outputs": [
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{
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"data": [9, 11, 13, 15, 14, 18, 22, 26],
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"dims": [1, 2, 2, 2],
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"type": "float32"
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}
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]
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}
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]
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},
|
|
{
|
|
"name": "ConvTranspose with bias addition C",
|
|
"operator": "ConvTranspose",
|
|
"inputShapeDefinitions": "rankOnly",
|
|
"opset": { "domain": "", "version": 17 },
|
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"attributes": [{ "name": "kernel_shape", "data": [1, 1], "type": "ints" }],
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"cases": [
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{
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"name": "aComponents = 4, components = 4",
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"inputs": [
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{
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"data": [
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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,
|
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56, 57, 58, 59, 60, 61, 62, 63, 64
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],
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"dims": [1, 4, 4, 4],
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"type": "float32"
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},
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{
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"data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],
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"dims": [4, 4, 1, 1],
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"type": "float32"
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{
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"data": [1, 2, 3, 4],
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"dims": [4],
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"type": "float32"
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}
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],
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"outputs": [
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{
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"data": [
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1021, 1049, 1077, 1105, 1133, 1161, 1189, 1217, 1245, 1273, 1301, 1329, 1357, 1385, 1413, 1441, 1122,
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1154, 1186, 1218, 1250, 1282, 1314, 1346, 1378, 1410, 1442, 1474, 1506, 1538, 1570, 1602, 1223, 1259,
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],
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"type": "float32"
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}
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]
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},
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{
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"name": "aComponents = 4, components = 1",
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|
"inputs": [
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{
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"data": [
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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,
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56, 57, 58, 59, 60, 61, 62, 63, 64
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],
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"type": "float32"
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},
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{
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"type": "float32"
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{
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"data": [3],
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"dims": [1],
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"type": "float32"
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}
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],
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"outputs": [
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{
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"data": [733, 759, 785, 811, 837, 863, 889, 915, 941, 967, 993, 1019, 1045, 1071, 1097, 1123],
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"dims": [1, 1, 4, 4],
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|
"type": "float32"
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}
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]
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},
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|
{
|
|
"name": "aComponents = 2, components = 4",
|
|
"inputs": [
|
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{
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"data": [
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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,
|
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30, 31, 32
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],
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"dims": [1, 2, 4, 4],
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"type": "float32"
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},
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{
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"data": [1, 2, 3, 4, 5, 6, 7, 8],
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"dims": [2, 4, 1, 1],
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"type": "float32"
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},
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{
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"data": [1, 2, 3, 4],
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"dims": [4],
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"type": "float32"
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}
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],
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"outputs": [
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{
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"data": [
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87, 93, 99, 105, 111, 117, 123, 129, 135, 141, 147, 153, 159, 165, 171, 177, 106, 114, 122, 130, 138, 146,
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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,
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235, 245, 255, 265, 275, 144, 156, 168, 180, 192, 204, 216, 228, 240, 252, 264, 276, 288, 300, 312, 324
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],
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"type": "float32"
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}
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]
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|
}
|
|
]
|
|
},
|
|
{
|
|
"name": "ConvTranspose without bias addition C",
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456, 532, 480, 560, 504, 588, 528, 616, 552, 644, 576, 672, 600, 700, 624, 728, 648, 756, 672, 784, 696,
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812, 720, 840, 744, 868, 0, 0, 16, 20, 32, 40, 48, 60, 64, 80, 80, 100, 96, 120, 112, 140, 128, 160, 144,
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420, 256, 320, 272, 340, 288, 360, 304, 380, 320, 400, 336, 420, 352, 440, 368, 460, 384, 480, 400, 500,
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560, 504, 588, 528, 616, 552, 644, 576, 672, 600, 700, 624, 728, 648, 756, 672, 784, 696, 812, 720, 840,
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744, 868, 0, 0, 16, 20, 32, 40, 48, 60, 64, 80, 80, 100, 96, 120, 112, 140, 128, 160, 144, 180, 160, 200,
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540, 448, 560, 464, 580, 480, 600, 496, 620, 384, 448, 408, 476, 432, 504, 456, 532, 480, 560, 504, 588,
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192, 224, 216, 252, 240, 280, 264, 308, 288, 336, 312, 364, 336, 392, 360, 420, 256, 320, 272, 340, 288,
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|
|
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, 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, 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, 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, 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, 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, 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"
|
|
}
|
|
]
|
|
}
|
|
]
|
|
}
|
|
]
|