// META: title=validation tests for WebNN API where operation // META: global=window // META: variant=?cpu // META: variant=?gpu // META: variant=?npu // META: script=../resources/utils_validation.js 'use strict'; const kExampleConditionDescriptor = { dataType: 'uint8', shape: [2, 4] }; const kExampleInputDescriptor = { dataType: 'float32', shape: [2, 4] }; const label = 'where_123'; const regrexp = new RegExp('\\[' + label + '\\]'); const tests = [ { name: '[where] Throw if the condition data type is not uint8.', condition: {dataType: 'float32', shape: [2, 4]}, trueValue: {dataType: 'float32', shape: [2, 4]}, falseValue: {dataType: 'float32', shape: [2, 4]}, }, { name: '[where] Throw if the data types of trueValue and falseValue do not match', condition: {dataType: 'uint8', shape: [2, 4]}, trueValue: {dataType: 'float16', shape: [2, 4]}, falseValue: {dataType: 'float32', shape: [2, 4]}, }, { name: '[where] Throw if the shapes of trueValue and falseValue are not broadcastable', condition: {dataType: 'uint8', shape: [2, 4]}, trueValue: {dataType: 'float32', shape: [2, 4]}, falseValue: {dataType: 'float32', shape: [2, 3]}, }, { name: '[where] Throw if the condition shape is not broadcastable', condition: {dataType: 'uint8', shape: [2, 4]}, trueValue: {dataType: 'float32', shape: [2, 3]}, falseValue: {dataType: 'float32', shape: [2, 1]}, }, { name: '[where] Test building where with 2-D condition, 2-D trueValue and 2-D falseValue using broadcast', condition: {dataType: 'uint8', shape: [2, 1]}, trueValue: {dataType: 'float32', shape: [2, 4]}, falseValue: {dataType: 'float32', shape: [2, 4]}, output: {dataType: 'float32', shape: [2, 4]}, }, { name: '[where] Test building where with 2-D condition, 2-D trueValue and 3-D falseValue using broadcast', condition: {dataType: 'uint8', shape: [1, 4]}, trueValue: {dataType: 'float16', shape: [3, 4]}, falseValue: {dataType: 'float16', shape: [2, 3, 4]}, output: {dataType: 'float16', shape: [2, 3, 4]}, }, { name: '[where] Test building where with 3-D condition, 3-D trueValue and 2-D falseValue using broadcast', condition: {dataType: 'uint8', shape: [2, 1, 4]}, trueValue: {dataType: 'int32', shape: [2, 3, 4]}, falseValue: {dataType: 'int32', shape: [1, 4]}, output: {dataType: 'int32', shape: [2, 3, 4]}, }, { name: '[where] Test building where with 4-D condition, 3-D trueValue and 2-D falseValue using broadcast', condition: {dataType: 'uint8', shape: [2, 3, 4, 5]}, trueValue: {dataType: 'uint32', shape: [3, 4, 5]}, falseValue: {dataType: 'uint32', shape: [4, 5]}, output: {dataType: 'uint32', shape: [2, 3, 4, 5]}, } ]; tests.forEach( test => promise_test(async t => { const builder = new MLGraphBuilder(context); for (let operand of [test.condition, test.trueValue, test.falseValue]) { if (!context.opSupportLimits().input.dataTypes.includes( operand.dataType)) { assert_throws_js(TypeError, () => builder.input('input', operand)); return; } } const condition = builder.input('condition', test.condition); const trueValue = builder.input('trueValue', test.trueValue); const falseValue = builder.input('falseValue', test.falseValue); if (test.output && context.opSupportLimits().where.condition.dataTypes.includes( test.condition.dataType) && context.opSupportLimits().where.trueValue.dataTypes.includes( test.trueValue.dataType) && context.opSupportLimits().where.falseValue.dataTypes.includes( test.falseValue.dataType)) { const output = builder.where(condition, trueValue, falseValue); assert_equals(output.dataType, test.output.dataType); assert_array_equals(output.shape, test.output.shape); } else { const options = {label}; assert_throws_with_label( () => builder.where(condition, trueValue, falseValue, options), regrexp); } }, test.name)); multi_builder_test(async (t, builder, otherBuilder) => { const conditionFromOtherBuilder = otherBuilder.input('condition', kExampleConditionDescriptor); const trueValue = builder.input('trueValue', kExampleInputDescriptor); const falseValue = builder.input('falseValue', kExampleInputDescriptor); assert_throws_js( TypeError, () => builder.where(conditionFromOtherBuilder, trueValue, falseValue)); }, '[where] throw if condition is from another builder'); multi_builder_test(async (t, builder, otherBuilder) => { const trueValueFromOtherBuilder = otherBuilder.input('trueValue', kExampleInputDescriptor); const condition = builder.input('condition', kExampleConditionDescriptor); const falseValue = builder.input('falseValue', kExampleInputDescriptor); assert_throws_js( TypeError, () => builder.where(condition, trueValueFromOtherBuilder, falseValue)); }, '[where] throw if trueValue is from another builder'); multi_builder_test(async (t, builder, otherBuilder) => { const falseValueFromOtherBuilder = otherBuilder.input('falseValue', kExampleInputDescriptor); const condition = builder.input('condition', kExampleConditionDescriptor); const trueValue = builder.input('trueValue', kExampleInputDescriptor); assert_throws_js( TypeError, () => builder.where(condition, trueValue, falseValueFromOtherBuilder)); }, '[where] throw if falseValue is from another builder'); promise_test(async t => { const builder = new MLGraphBuilder(context); const condition = builder.input('condition', {dataType: 'uint8', shape: [1, 4]}); const trueValue = builder.input('trueValue', { dataType: 'float32', shape: [context.opSupportLimits().maxTensorByteLength / 4, 1]}); const falseValue = builder.input('falseValue', {dataType: 'float32', shape: [1, 4]}); const options = {label}; assert_throws_with_label( () => builder.where(condition, trueValue, falseValue, options), regrexp); }, '[where] throw if the output tensor byte length exceeds limit');