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-rw-r--r--tests/wpt/tests/webnn/conformance_tests/expand.https.any.js622
1 files changed, 617 insertions, 5 deletions
diff --git a/tests/wpt/tests/webnn/conformance_tests/expand.https.any.js b/tests/wpt/tests/webnn/conformance_tests/expand.https.any.js
index 2304cf9e9c9..821c9b83ec2 100644
--- a/tests/wpt/tests/webnn/conformance_tests/expand.https.any.js
+++ b/tests/wpt/tests/webnn/conformance_tests/expand.https.any.js
@@ -16,11 +16,8 @@
// MLOperand input, sequence<[EnforceRange] unsigned long> newShape);
-const getExpandPrecisionTolerance = (graphResources) => {
- const toleranceValueDict = {float32: 0, float16: 0};
- const expectedDataType =
- getExpectedDataTypeOfSingleOutput(graphResources.expectedOutputs);
- return {metricType: 'ULP', value: toleranceValueDict[expectedDataType]};
+const getExpandPrecisionTolerance = () => {
+ return {metricType: 'ULP', value: 0};
};
const expandTests = [
@@ -718,6 +715,621 @@ const expandTests = [
}
}
}
+ },
+
+ // float16 tests
+ {
+ 'name': 'expand float16 0D scalar to 1D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [24]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [24], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 0D scalar to 2D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [4, 6]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [4, 6], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 0D scalar to 3D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 3, 4]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [2, 3, 4], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 0D scalar to 4D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 2, 2, 3]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [2, 2, 2, 3], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 0D scalar to 5D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 2, 3, 1, 2]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [2, 2, 3, 1, 2], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 1D constant tensor to 1D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [1], dataType: 'float16'},
+ 'constant': true
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [24]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [24], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 1D tensor to 1D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [24]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [24], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 1D tensor to 2D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [4, 6]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [4, 6], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 1D tensor to 3D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 3, 4]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [2, 3, 4], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 1D tensor to 4D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 2, 2, 3]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [2, 2, 2, 3], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 1D tensor to 5D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 2, 3, 1, 2]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [2, 2, 3, 1, 2], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 2D tensor to 2D (1st dimension)',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data':
+ [10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375],
+ 'descriptor': {shape: [1, 6], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [4, 6]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ 10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375,
+ 10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375,
+ 10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375,
+ 10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375
+ ],
+ 'descriptor': {shape: [4, 6], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 2D tensor to 2D (2nd dimension)',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [4.96484375, 66.125, 75.3125, 50],
+ 'descriptor': {shape: [4, 1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [4, 6]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ 4.96484375, 4.96484375, 4.96484375, 4.96484375, 4.96484375,
+ 4.96484375, 66.125, 66.125, 66.125, 66.125,
+ 66.125, 66.125, 75.3125, 75.3125, 75.3125,
+ 75.3125, 75.3125, 75.3125, 50, 50,
+ 50, 50, 50, 50
+ ],
+ 'descriptor': {shape: [4, 6], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 2D tensor to 2D (all dimensions)',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [1, 1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [4, 6]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [4, 6], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 2D tensor to 3D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [4.96484375, 66.125, 75.3125, 50],
+ 'descriptor': {shape: [4, 1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 4, 3]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ 4.96484375, 4.96484375, 4.96484375, 66.125, 66.125, 66.125,
+ 75.3125, 75.3125, 75.3125, 50, 50, 50,
+ 4.96484375, 4.96484375, 4.96484375, 66.125, 66.125, 66.125,
+ 75.3125, 75.3125, 75.3125, 50, 50, 50
+ ],
+ 'descriptor': {shape: [2, 4, 3], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 2D tensor to 4D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data':
+ [10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375],
+ 'descriptor': {shape: [1, 6], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 1, 2, 6]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ 10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375,
+ 10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375,
+ 10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375,
+ 10.8984375, -29.390625, -73.75, 22.453125, -97.5625, -76.9375
+ ],
+ 'descriptor': {shape: [2, 1, 2, 6], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 2D tensor to 5D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [-6.4609375],
+ 'descriptor': {shape: [1, 1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 1, 3, 2, 2]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375, -6.4609375,
+ -6.4609375, -6.4609375, -6.4609375, -6.4609375
+ ],
+ 'descriptor': {shape: [2, 1, 3, 2, 2], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 3D tensor to 3D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [21.6875, -72.8125],
+ 'descriptor': {shape: [1, 2, 1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 2, 6]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ 21.6875, 21.6875, 21.6875, 21.6875, 21.6875, 21.6875,
+ -72.8125, -72.8125, -72.8125, -72.8125, -72.8125, -72.8125,
+ 21.6875, 21.6875, 21.6875, 21.6875, 21.6875, 21.6875,
+ -72.8125, -72.8125, -72.8125, -72.8125, -72.8125, -72.8125
+ ],
+ 'descriptor': {shape: [2, 2, 6], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 3D tensor to 4D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [21.6875, -72.8125],
+ 'descriptor': {shape: [1, 2, 1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 2, 2, 3]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ 21.6875, 21.6875, 21.6875, -72.8125, -72.8125, -72.8125,
+ 21.6875, 21.6875, 21.6875, -72.8125, -72.8125, -72.8125,
+ 21.6875, 21.6875, 21.6875, -72.8125, -72.8125, -72.8125,
+ 21.6875, 21.6875, 21.6875, -72.8125, -72.8125, -72.8125
+ ],
+ 'descriptor': {shape: [2, 2, 2, 3], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 3D tensor to 5D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [21.6875, -72.8125],
+ 'descriptor': {shape: [1, 2, 1], dataType: 'float16'}
+ }
+ },
+ 'operators': [{
+ 'name': 'expand',
+ 'arguments': [{'input': 'expandInput'}, {'newShape': [2, 1, 2, 2, 3]}],
+ 'outputs': 'expandOutput'
+ }],
+ 'expectedOutputs': {
+ 'expandOutput': {
+ 'data': [
+ 21.6875, 21.6875, 21.6875, -72.8125, -72.8125, -72.8125,
+ 21.6875, 21.6875, 21.6875, -72.8125, -72.8125, -72.8125,
+ 21.6875, 21.6875, 21.6875, -72.8125, -72.8125, -72.8125,
+ 21.6875, 21.6875, 21.6875, -72.8125, -72.8125, -72.8125
+ ],
+ 'descriptor': {shape: [2, 1, 2, 2, 3], dataType: 'float16'}
+ }
+ }
+ }
+ },
+ {
+ 'name': 'expand float16 4D tensor to 4D',
+ 'graph': {
+ 'inputs': {
+ 'expandInput': {
+ 'data': [12.796875, -26.546875],
+ 'descriptor': {shape: [2, 1, 1, 1], dataType: 'float16'}
+ }
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];