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authorDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-19 00:47:55 +0000
committerDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-19 00:47:55 +0000
commit26a029d407be480d791972afb5975cf62c9360a6 (patch)
treef435a8308119effd964b339f76abb83a57c29483 /testing/web-platform/tests/webnn
parentInitial commit. (diff)
downloadfirefox-26a029d407be480d791972afb5975cf62c9360a6.tar.xz
firefox-26a029d407be480d791972afb5975cf62c9360a6.zip
Adding upstream version 124.0.1.upstream/124.0.1
Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>
Diffstat (limited to 'testing/web-platform/tests/webnn')
-rw-r--r--testing/web-platform/tests/webnn/META.yml4
-rw-r--r--testing/web-platform/tests/webnn/arg_min_max.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/batch_normalization.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/cast.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/clamp.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/concat.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/conv2d.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/conv_transpose2d.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/elementwise_binary.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/elementwise_logical.https.any.js20
-rw-r--r--testing/web-platform/tests/webnn/elementwise_unary.https.any.js13
-rw-r--r--testing/web-platform/tests/webnn/elu.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/expand.https.any.js11
-rw-r--r--testing/web-platform/tests/webnn/gather.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gemm.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/arg_min_max.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/batch_normalization.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/cast.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/clamp.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/concat.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/conv2d.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/conv_transpose2d.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/elementwise_binary.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/elementwise_logical.https.any.js20
-rw-r--r--testing/web-platform/tests/webnn/gpu/elementwise_unary.https.any.js13
-rw-r--r--testing/web-platform/tests/webnn/gpu/elu.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/expand.https.any.js11
-rw-r--r--testing/web-platform/tests/webnn/gpu/gather.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/gemm.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/hard_sigmoid.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/hard_swish.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/instance_normalization.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/layer_normalization.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/leaky_relu.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/linear.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/matmul.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/pad.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/pooling.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/prelu.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/reduction.https.any.js24
-rw-r--r--testing/web-platform/tests/webnn/gpu/relu.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/reshape.https.any.js11
-rw-r--r--testing/web-platform/tests/webnn/gpu/sigmoid.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/slice.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/softmax.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/softplus.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/softsign.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/split.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/tanh.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/transpose.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/gpu/where.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/hard_sigmoid.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/hard_swish.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/idlharness.https.any.js56
-rw-r--r--testing/web-platform/tests/webnn/instance_normalization.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/layer_normalization.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/leaky_relu.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/linear.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/matmul.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/pad.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/pooling.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/prelu.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/reduction.https.any.js24
-rw-r--r--testing/web-platform/tests/webnn/relu.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/reshape.https.any.js11
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/abs.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/add.json882
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/arg_max.json963
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/arg_min.json963
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/average_pool2d.json1684
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/batch_normalization.json1181
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/cast.json3040
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/ceil.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/clamp.json1169
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/concat.json3666
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/conv2d.json2213
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/conv_transpose2d.json2581
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/cos.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/div.json882
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/elu.json539
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/equal.json982
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/erf.json421
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/exp.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/expand.json994
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/floor.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/gather.json1268
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/gemm.json1953
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/greater.json982
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/greater_or_equal.json970
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/hard_sigmoid.json957
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/hard_swish.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/identity.json422
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/instance_normalization.json519
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/layer_normalization.json842
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/leaky_relu.json609
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/lesser.json970
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/lesser_or_equal.json970
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/linear.json818
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/log.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/logical_not.json421
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/matmul.json1439
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/max.json882
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/max_pool2d.json1439
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/min.json882
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/mul.json882
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/neg.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/pad.json797
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/pow.json880
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/prelu.json966
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reciprocal.json421
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_l1.json743
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_l2.json743
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_log_sum.json663
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_log_sum_exp.json743
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_max.json623
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_mean.json735
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_min.json623
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_product.json623
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_sum.json735
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reduce_sum_square.json743
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/relu.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/reshape.json2056
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/sigmoid.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/sin.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/slice.json311
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/softmax.json203
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/softplus.json539
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/softsign.json467
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/split.json744
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/sqrt.json421
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/sub.json882
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/tan.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/tanh.json401
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/transpose.json746
-rw-r--r--testing/web-platform/tests/webnn/resources/test_data/where.json1817
-rw-r--r--testing/web-platform/tests/webnn/resources/utils.js929
-rw-r--r--testing/web-platform/tests/webnn/sigmoid.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/slice.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/softmax.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/softplus.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/softsign.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/split.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/tanh.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/transpose.https.any.js10
-rw-r--r--testing/web-platform/tests/webnn/where.https.any.js10
145 files changed, 64589 insertions, 0 deletions
diff --git a/testing/web-platform/tests/webnn/META.yml b/testing/web-platform/tests/webnn/META.yml
new file mode 100644
index 0000000000..3f87fc8042
--- /dev/null
+++ b/testing/web-platform/tests/webnn/META.yml
@@ -0,0 +1,4 @@
+spec: https://webmachinelearning.github.io/webnn/
+suggested_reviewers:
+ - dontcallmedom
+ - Honry \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/arg_min_max.https.any.js b/testing/web-platform/tests/webnn/arg_min_max.https.any.js
new file mode 100644
index 0000000000..cff1d6a955
--- /dev/null
+++ b/testing/web-platform/tests/webnn/arg_min_max.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API argMin/Max operations
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-argminmax
+
+testWebNNOperation(['argMin', 'argMax'], buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/batch_normalization.https.any.js b/testing/web-platform/tests/webnn/batch_normalization.https.any.js
new file mode 100644
index 0000000000..15e66a8bc0
--- /dev/null
+++ b/testing/web-platform/tests/webnn/batch_normalization.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API batchNormalization operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-batchnorm
+
+testWebNNOperation('batchNormalization', buildBatchNorm); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/cast.https.any.js b/testing/web-platform/tests/webnn/cast.https.any.js
new file mode 100644
index 0000000000..c9be45a770
--- /dev/null
+++ b/testing/web-platform/tests/webnn/cast.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API cast operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-cast
+
+testWebNNOperation('cast', buildCast); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/clamp.https.any.js b/testing/web-platform/tests/webnn/clamp.https.any.js
new file mode 100644
index 0000000000..9818aed7c1
--- /dev/null
+++ b/testing/web-platform/tests/webnn/clamp.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API clamp operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-clamp
+
+testWebNNOperation('clamp', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/concat.https.any.js b/testing/web-platform/tests/webnn/concat.https.any.js
new file mode 100644
index 0000000000..cce43e492f
--- /dev/null
+++ b/testing/web-platform/tests/webnn/concat.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API concat operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-concat
+
+testWebNNOperation('concat', buildConcat); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/conv2d.https.any.js b/testing/web-platform/tests/webnn/conv2d.https.any.js
new file mode 100644
index 0000000000..b26b35ec67
--- /dev/null
+++ b/testing/web-platform/tests/webnn/conv2d.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API conv2d operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-conv2d
+
+testWebNNOperation('conv2d', buildConv2d); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/conv_transpose2d.https.any.js b/testing/web-platform/tests/webnn/conv_transpose2d.https.any.js
new file mode 100644
index 0000000000..99e76b825e
--- /dev/null
+++ b/testing/web-platform/tests/webnn/conv_transpose2d.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API convTranspose2d operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-convtranspose2d
+
+testWebNNOperation('convTranspose2d', buildConvTranspose2d); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/elementwise_binary.https.any.js b/testing/web-platform/tests/webnn/elementwise_binary.https.any.js
new file mode 100644
index 0000000000..06c2404f95
--- /dev/null
+++ b/testing/web-platform/tests/webnn/elementwise_binary.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API element-wise binary operations
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-binary
+
+testWebNNOperation(['add', 'sub', 'mul', 'div', 'max', 'min', 'pow'], buildOperationWithTwoInputs); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/elementwise_logical.https.any.js b/testing/web-platform/tests/webnn/elementwise_logical.https.any.js
new file mode 100644
index 0000000000..e614b94df5
--- /dev/null
+++ b/testing/web-platform/tests/webnn/elementwise_logical.https.any.js
@@ -0,0 +1,20 @@
+// META: title=test WebNN API element-wise logical operations
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-logical
+
+testWebNNOperation(
+ [
+ 'equal',
+ 'greater',
+ 'greaterOrEqual',
+ 'lesser',
+ 'lesserOrEqual',
+ ],
+ buildOperationWithTwoInputs
+);
+testWebNNOperation('logicalNot', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/elementwise_unary.https.any.js b/testing/web-platform/tests/webnn/elementwise_unary.https.any.js
new file mode 100644
index 0000000000..4cdfee5bcb
--- /dev/null
+++ b/testing/web-platform/tests/webnn/elementwise_unary.https.any.js
@@ -0,0 +1,13 @@
+// META: title=test WebNN API element-wise unary operations
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-unary
+
+testWebNNOperation(
+ ['abs', 'ceil', 'cos', 'erf', 'exp', 'floor', 'identity', 'log', 'neg', 'reciprocal', 'sin', 'sqrt', 'tan'],
+ buildOperationWithSingleInput
+); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/elu.https.any.js b/testing/web-platform/tests/webnn/elu.https.any.js
new file mode 100644
index 0000000000..57b624b5da
--- /dev/null
+++ b/testing/web-platform/tests/webnn/elu.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API elu operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-elu
+
+testWebNNOperation('elu', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/expand.https.any.js b/testing/web-platform/tests/webnn/expand.https.any.js
new file mode 100644
index 0000000000..11abb9baa8
--- /dev/null
+++ b/testing/web-platform/tests/webnn/expand.https.any.js
@@ -0,0 +1,11 @@
+// META: title=test WebNN API expand operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-expand
+
+// reuse buildReshape method
+testWebNNOperation('expand', buildReshape); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gather.https.any.js b/testing/web-platform/tests/webnn/gather.https.any.js
new file mode 100644
index 0000000000..52bcece804
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gather.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API gather operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-gather
+
+testWebNNOperation('gather', buildOperationWithTwoInputs); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gemm.https.any.js b/testing/web-platform/tests/webnn/gemm.https.any.js
new file mode 100644
index 0000000000..e5de9521fb
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gemm.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API gemm operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-gemm
+
+testWebNNOperation('gemm', buildGemm); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/arg_min_max.https.any.js b/testing/web-platform/tests/webnn/gpu/arg_min_max.https.any.js
new file mode 100644
index 0000000000..76092ea92e
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/arg_min_max.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API argMin/Max operations
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-argminmax
+
+testWebNNOperation(['argMin', 'argMax'], buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/batch_normalization.https.any.js b/testing/web-platform/tests/webnn/gpu/batch_normalization.https.any.js
new file mode 100644
index 0000000000..90b6def636
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/batch_normalization.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API batchNormalization operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-batchnorm
+
+testWebNNOperation('batchNormalization', buildBatchNorm, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/cast.https.any.js b/testing/web-platform/tests/webnn/gpu/cast.https.any.js
new file mode 100644
index 0000000000..1830364eb5
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/cast.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API cast operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-cast
+
+testWebNNOperation('cast', buildCast, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/clamp.https.any.js b/testing/web-platform/tests/webnn/gpu/clamp.https.any.js
new file mode 100644
index 0000000000..98313868b6
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/clamp.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API clamp operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-clamp
+
+testWebNNOperation('clamp', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/concat.https.any.js b/testing/web-platform/tests/webnn/gpu/concat.https.any.js
new file mode 100644
index 0000000000..07073724fe
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/concat.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API concat operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-concat
+
+testWebNNOperation('concat', buildConcat, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/conv2d.https.any.js b/testing/web-platform/tests/webnn/gpu/conv2d.https.any.js
new file mode 100644
index 0000000000..b3986b6555
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/conv2d.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API conv2d operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-conv2d
+
+testWebNNOperation('conv2d', buildConv2d, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/conv_transpose2d.https.any.js b/testing/web-platform/tests/webnn/gpu/conv_transpose2d.https.any.js
new file mode 100644
index 0000000000..020bfa9c97
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/conv_transpose2d.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API convTranspose2d operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-convtranspose2d
+
+testWebNNOperation('convTranspose2d', buildConvTranspose2d, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/elementwise_binary.https.any.js b/testing/web-platform/tests/webnn/gpu/elementwise_binary.https.any.js
new file mode 100644
index 0000000000..035d0c77c0
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/elementwise_binary.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API element-wise binary operations
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-binary
+
+testWebNNOperation(['add', 'sub', 'mul', 'div', 'max', 'min', 'pow'], buildOperationWithTwoInputs, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/elementwise_logical.https.any.js b/testing/web-platform/tests/webnn/gpu/elementwise_logical.https.any.js
new file mode 100644
index 0000000000..f597ce8e0b
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/elementwise_logical.https.any.js
@@ -0,0 +1,20 @@
+// META: title=test WebNN API element-wise logical operations
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-logical
+
+testWebNNOperation(
+ [
+ 'equal',
+ 'greater',
+ 'greaterOrEqual',
+ 'lesser',
+ 'lesserOrEqual',
+ ],
+ buildOperationWithTwoInputs, 'gpu'
+);
+testWebNNOperation('logicalNot', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/elementwise_unary.https.any.js b/testing/web-platform/tests/webnn/gpu/elementwise_unary.https.any.js
new file mode 100644
index 0000000000..45978f91ec
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/elementwise_unary.https.any.js
@@ -0,0 +1,13 @@
+// META: title=test WebNN API element-wise unary operations
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-unary
+
+testWebNNOperation(
+ ['abs', 'ceil', 'cos', 'erf', 'exp', 'floor', 'identity', 'log', 'neg', 'reciprocal', 'sin', 'sqrt', 'tan'],
+ buildOperationWithSingleInput, 'gpu'
+); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/elu.https.any.js b/testing/web-platform/tests/webnn/gpu/elu.https.any.js
new file mode 100644
index 0000000000..965bb4d35f
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/elu.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API elu operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-elu
+
+testWebNNOperation('elu', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/expand.https.any.js b/testing/web-platform/tests/webnn/gpu/expand.https.any.js
new file mode 100644
index 0000000000..82fa891a39
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/expand.https.any.js
@@ -0,0 +1,11 @@
+// META: title=test WebNN API expand operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-expand
+
+// reuse buildReshape method
+testWebNNOperation('expand', buildReshape, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/gather.https.any.js b/testing/web-platform/tests/webnn/gpu/gather.https.any.js
new file mode 100644
index 0000000000..7c8a685c5c
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/gather.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API gather operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-gather
+
+testWebNNOperation('gather', buildOperationWithTwoInputs, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/gemm.https.any.js b/testing/web-platform/tests/webnn/gpu/gemm.https.any.js
new file mode 100644
index 0000000000..a19dc39bbc
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/gemm.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API gemm operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-gemm
+
+testWebNNOperation('gemm', buildGemm, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/hard_sigmoid.https.any.js b/testing/web-platform/tests/webnn/gpu/hard_sigmoid.https.any.js
new file mode 100644
index 0000000000..b6f2f53b32
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/hard_sigmoid.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API hardSigmoid operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-hard-sigmoid
+
+testWebNNOperation('hardSigmoid', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/hard_swish.https.any.js b/testing/web-platform/tests/webnn/gpu/hard_swish.https.any.js
new file mode 100644
index 0000000000..a1731490bd
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/hard_swish.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API tanh operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-hard-swish
+
+testWebNNOperation('hardSwish', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/instance_normalization.https.any.js b/testing/web-platform/tests/webnn/gpu/instance_normalization.https.any.js
new file mode 100644
index 0000000000..e1d73de387
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/instance_normalization.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API instanceNormalization operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-instancenorm
+
+testWebNNOperation('instanceNormalization', buildLayerNorm, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/layer_normalization.https.any.js b/testing/web-platform/tests/webnn/gpu/layer_normalization.https.any.js
new file mode 100644
index 0000000000..1deb43bee5
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/layer_normalization.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API layerNormalization operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-layernorm
+
+testWebNNOperation('layerNormalization', buildLayerNorm, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/leaky_relu.https.any.js b/testing/web-platform/tests/webnn/gpu/leaky_relu.https.any.js
new file mode 100644
index 0000000000..f3a7bd8ba5
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/leaky_relu.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API leakyRelu operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-leakyrelu
+
+testWebNNOperation('leakyRelu', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/linear.https.any.js b/testing/web-platform/tests/webnn/gpu/linear.https.any.js
new file mode 100644
index 0000000000..48b8d82c1e
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/linear.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API linear operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-linear
+
+testWebNNOperation('linear', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/matmul.https.any.js b/testing/web-platform/tests/webnn/gpu/matmul.https.any.js
new file mode 100644
index 0000000000..01fed04e3d
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/matmul.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API matmul operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-matmul
+
+testWebNNOperation('matmul', buildOperationWithTwoInputs, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/pad.https.any.js b/testing/web-platform/tests/webnn/gpu/pad.https.any.js
new file mode 100644
index 0000000000..26d1bf0f38
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/pad.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API pad operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-pad
+
+testWebNNOperation('pad', buildPad, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/pooling.https.any.js b/testing/web-platform/tests/webnn/gpu/pooling.https.any.js
new file mode 100644
index 0000000000..ab12881881
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/pooling.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API pooling operations
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-pool2d
+
+testWebNNOperation(['averagePool2d', 'maxPool2d'], buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/prelu.https.any.js b/testing/web-platform/tests/webnn/gpu/prelu.https.any.js
new file mode 100644
index 0000000000..5a1580e662
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/prelu.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API prelu operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-prelu
+
+testWebNNOperation('prelu', buildOperationWithTwoInputs, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/reduction.https.any.js b/testing/web-platform/tests/webnn/gpu/reduction.https.any.js
new file mode 100644
index 0000000000..69f9b64df4
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/reduction.https.any.js
@@ -0,0 +1,24 @@
+// META: title=test WebNN API reduction operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-reduce
+
+testWebNNOperation(
+ [
+ 'reduceL1',
+ 'reduceL2',
+ 'reduceLogSum',
+ 'reduceLogSumExp',
+ 'reduceMax',
+ 'reduceMean',
+ 'reduceMin',
+ 'reduceProduct',
+ 'reduceSum',
+ 'reduceSumSquare',
+ ],
+ buildOperationWithSingleInput, 'gpu'
+); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/relu.https.any.js b/testing/web-platform/tests/webnn/gpu/relu.https.any.js
new file mode 100644
index 0000000000..dc09846e3b
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/relu.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API relu operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-relu
+
+testWebNNOperation('relu', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/reshape.https.any.js b/testing/web-platform/tests/webnn/gpu/reshape.https.any.js
new file mode 100644
index 0000000000..e5145e2403
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/reshape.https.any.js
@@ -0,0 +1,11 @@
+// META: title=test WebNN API reshape operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-reshape
+
+testWebNNOperation('reshape', buildReshape, 'gpu');
+
diff --git a/testing/web-platform/tests/webnn/gpu/sigmoid.https.any.js b/testing/web-platform/tests/webnn/gpu/sigmoid.https.any.js
new file mode 100644
index 0000000000..6c85f5b303
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/sigmoid.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API sigmoid operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-sigmoid
+
+testWebNNOperation('sigmoid', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/slice.https.any.js b/testing/web-platform/tests/webnn/gpu/slice.https.any.js
new file mode 100644
index 0000000000..98e5f422da
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/slice.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API slice operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-slice
+
+testWebNNOperation('slice', buildSlice, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/softmax.https.any.js b/testing/web-platform/tests/webnn/gpu/softmax.https.any.js
new file mode 100644
index 0000000000..9170dd0e14
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/softmax.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API softmax operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-softmax
+
+testWebNNOperation('softmax', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/softplus.https.any.js b/testing/web-platform/tests/webnn/gpu/softplus.https.any.js
new file mode 100644
index 0000000000..a61e5beaef
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/softplus.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API softplus operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-softplus
+
+testWebNNOperation('softplus', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/softsign.https.any.js b/testing/web-platform/tests/webnn/gpu/softsign.https.any.js
new file mode 100644
index 0000000000..f598cbfcef
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/softsign.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API softsign operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-softsign
+
+testWebNNOperation('softsign', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/split.https.any.js b/testing/web-platform/tests/webnn/gpu/split.https.any.js
new file mode 100644
index 0000000000..8eecd76fa1
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/split.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API split operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-split
+
+testWebNNOperation('split', buildSplit, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/tanh.https.any.js b/testing/web-platform/tests/webnn/gpu/tanh.https.any.js
new file mode 100644
index 0000000000..15a9eeb013
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/tanh.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API tanh operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-tanh
+
+testWebNNOperation('tanh', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/transpose.https.any.js b/testing/web-platform/tests/webnn/gpu/transpose.https.any.js
new file mode 100644
index 0000000000..074e18a488
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/transpose.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API transpose operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-transpose
+
+testWebNNOperation('transpose', buildOperationWithSingleInput, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/gpu/where.https.any.js b/testing/web-platform/tests/webnn/gpu/where.https.any.js
new file mode 100644
index 0000000000..ec0c5530a0
--- /dev/null
+++ b/testing/web-platform/tests/webnn/gpu/where.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API where operation
+// META: global=window,dedicatedworker
+// META: script=../resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-where
+
+testWebNNOperation('where', buildWhere, 'gpu'); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/hard_sigmoid.https.any.js b/testing/web-platform/tests/webnn/hard_sigmoid.https.any.js
new file mode 100644
index 0000000000..81bd5124ce
--- /dev/null
+++ b/testing/web-platform/tests/webnn/hard_sigmoid.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API hardSigmoid operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-hard-sigmoid
+
+testWebNNOperation('hardSigmoid', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/hard_swish.https.any.js b/testing/web-platform/tests/webnn/hard_swish.https.any.js
new file mode 100644
index 0000000000..052c7f2a20
--- /dev/null
+++ b/testing/web-platform/tests/webnn/hard_swish.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API tanh operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-hard-swish
+
+testWebNNOperation('hardSwish', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/idlharness.https.any.js b/testing/web-platform/tests/webnn/idlharness.https.any.js
new file mode 100644
index 0000000000..65e21d5a1d
--- /dev/null
+++ b/testing/web-platform/tests/webnn/idlharness.https.any.js
@@ -0,0 +1,56 @@
+// META: global=window,dedicatedworker
+// META: script=/resources/WebIDLParser.js
+// META: script=/resources/idlharness.js
+// META: script=./resources/utils.js
+// META: timeout=long
+
+// https://webmachinelearning.github.io/webnn/
+
+'use strict';
+
+idl_test(
+ ['webnn'],
+ ['html', 'webidl', 'webgpu'],
+ async (idl_array) => {
+ if (self.GLOBAL.isWindow()) {
+ idl_array.add_objects({ Navigator: ['navigator'] });
+ } else if (self.GLOBAL.isWorker()) {
+ idl_array.add_objects({ WorkerNavigator: ['navigator'] });
+ }
+
+ idl_array.add_objects({
+ NavigatorML: ['navigator'],
+ ML: ['navigator.ml'],
+ MLContext: ['context'],
+ MLOperand: ['input', 'filter', 'output'],
+ MLActivation: ['relu'],
+ MLGraphBuilder: ['builder'],
+ MLGraph: ['graph']
+ });
+
+ for (const executionType of ExecutionArray) {
+ const isSync = executionType === 'sync';
+ if (self.GLOBAL.isWindow() && isSync) {
+ continue;
+ }
+
+ if (isSync) {
+ self.context = navigator.ml.createContextSync();
+ } else {
+ self.context = await navigator.ml.createContext();
+ }
+
+ self.builder = new MLGraphBuilder(self.context);
+ self.input = builder.input('input', {dataType: 'float32', dimensions: [1, 1, 5, 5]});
+ self.filter = builder.constant({dataType: 'float32', dimensions: [1, 1, 3, 3]}, new Float32Array(9).fill(1));
+ self.relu = builder.relu();
+ self.output = builder.conv2d(input, filter, {activation: relu, inputLayout: "nchw"});
+
+ if (isSync) {
+ self.graph = builder.buildSync({output});
+ } else {
+ self.graph = await builder.build({output});
+ }
+ }
+ }
+);
diff --git a/testing/web-platform/tests/webnn/instance_normalization.https.any.js b/testing/web-platform/tests/webnn/instance_normalization.https.any.js
new file mode 100644
index 0000000000..0b7a708917
--- /dev/null
+++ b/testing/web-platform/tests/webnn/instance_normalization.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API instanceNormalization operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-instancenorm
+
+testWebNNOperation('instanceNormalization', buildLayerNorm); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/layer_normalization.https.any.js b/testing/web-platform/tests/webnn/layer_normalization.https.any.js
new file mode 100644
index 0000000000..380db4ea52
--- /dev/null
+++ b/testing/web-platform/tests/webnn/layer_normalization.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API layerNormalization operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-layernorm
+
+testWebNNOperation('layerNormalization', buildLayerNorm); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/leaky_relu.https.any.js b/testing/web-platform/tests/webnn/leaky_relu.https.any.js
new file mode 100644
index 0000000000..61539ce92e
--- /dev/null
+++ b/testing/web-platform/tests/webnn/leaky_relu.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API leakyRelu operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-leakyrelu
+
+testWebNNOperation('leakyRelu', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/linear.https.any.js b/testing/web-platform/tests/webnn/linear.https.any.js
new file mode 100644
index 0000000000..4b2c05540b
--- /dev/null
+++ b/testing/web-platform/tests/webnn/linear.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API linear operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-linear
+
+testWebNNOperation('linear', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/matmul.https.any.js b/testing/web-platform/tests/webnn/matmul.https.any.js
new file mode 100644
index 0000000000..8a9882afe6
--- /dev/null
+++ b/testing/web-platform/tests/webnn/matmul.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API matmul operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-matmul
+
+testWebNNOperation('matmul', buildOperationWithTwoInputs); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/pad.https.any.js b/testing/web-platform/tests/webnn/pad.https.any.js
new file mode 100644
index 0000000000..05eec653c6
--- /dev/null
+++ b/testing/web-platform/tests/webnn/pad.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API pad operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-pad
+
+testWebNNOperation('pad', buildPad); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/pooling.https.any.js b/testing/web-platform/tests/webnn/pooling.https.any.js
new file mode 100644
index 0000000000..df19e57709
--- /dev/null
+++ b/testing/web-platform/tests/webnn/pooling.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API pooling operations
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-pool2d
+
+testWebNNOperation(['averagePool2d', 'maxPool2d'], buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/prelu.https.any.js b/testing/web-platform/tests/webnn/prelu.https.any.js
new file mode 100644
index 0000000000..c1b2e9fa2a
--- /dev/null
+++ b/testing/web-platform/tests/webnn/prelu.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API prelu operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-prelu
+
+testWebNNOperation('prelu', buildOperationWithTwoInputs); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/reduction.https.any.js b/testing/web-platform/tests/webnn/reduction.https.any.js
new file mode 100644
index 0000000000..20bd74d8de
--- /dev/null
+++ b/testing/web-platform/tests/webnn/reduction.https.any.js
@@ -0,0 +1,24 @@
+// META: title=test WebNN API reduction operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-reduce
+
+testWebNNOperation(
+ [
+ 'reduceL1',
+ 'reduceL2',
+ 'reduceLogSum',
+ 'reduceLogSumExp',
+ 'reduceMax',
+ 'reduceMean',
+ 'reduceMin',
+ 'reduceProduct',
+ 'reduceSum',
+ 'reduceSumSquare',
+ ],
+ buildOperationWithSingleInput
+); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/relu.https.any.js b/testing/web-platform/tests/webnn/relu.https.any.js
new file mode 100644
index 0000000000..42b64e11de
--- /dev/null
+++ b/testing/web-platform/tests/webnn/relu.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API relu operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-relu
+
+testWebNNOperation('relu', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/reshape.https.any.js b/testing/web-platform/tests/webnn/reshape.https.any.js
new file mode 100644
index 0000000000..e0733635f8
--- /dev/null
+++ b/testing/web-platform/tests/webnn/reshape.https.any.js
@@ -0,0 +1,11 @@
+// META: title=test WebNN API reshape operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-reshape
+
+testWebNNOperation('reshape', buildReshape);
+
diff --git a/testing/web-platform/tests/webnn/resources/test_data/abs.json b/testing/web-platform/tests/webnn/resources/test_data/abs.json
new file mode 100644
index 0000000000..d665da6bb4
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/abs.json
@@ -0,0 +1,401 @@
+{
+ "tests": [
+ {
+ "name": "abs float32 1D constant tensor",
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
+ 49.8372426667043,
+ 82.0929095991747,
+ 3.1989055476550305,
+ 85.20904780506325,
+ 88.94609443980977,
+ -91.0352208007506,
+ 31.448491185882546,
+ -29.311109216503752,
+ -92.44773429213686,
+ -15.520709757433963,
+ 80.91279287806162,
+ -38.209706112466705,
+ 53.064761629102065,
+ 99.6537077669756,
+ -21.28504881273652,
+ 90.019831849408,
+ 18.324518254754622,
+ -33.06915295290382,
+ 30.097660827399608,
+ -74.21503493794903,
+ 95.60974816793694,
+ 6.61428748549389,
+ 31.283208179548808,
+ -53.20605974670913
+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [24],
+ "data": [
+ 49.837242126464844,
+ 82.09291076660156,
+ 3.1989054679870605,
+ 85.20904541015625,
+ 88.94609069824219,
+ 91.03521728515625,
+ 31.4484920501709,
+ 29.31110954284668,
+ 92.4477310180664,
+ 15.520709991455078,
+ 80.91279602050781,
+ 38.2097053527832,
+ 53.064762115478516,
+ 99.6537094116211,
+ 21.285049438476562,
+ 90.01982879638672,
+ 18.32451820373535,
+ 33.06915283203125,
+ 30.097660064697266,
+ 74.21503448486328,
+ 95.60974884033203,
+ 6.614287376403809,
+ 31.2832088470459,
+ 53.206058502197266
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "abs float32 1D tensor",
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
+ 49.8372426667043,
+ 82.0929095991747,
+ 3.1989055476550305,
+ 85.20904780506325,
+ 88.94609443980977,
+ -91.0352208007506,
+ 31.448491185882546,
+ -29.311109216503752,
+ -92.44773429213686,
+ -15.520709757433963,
+ 80.91279287806162,
+ -38.209706112466705,
+ 53.064761629102065,
+ 99.6537077669756,
+ -21.28504881273652,
+ 90.019831849408,
+ 18.324518254754622,
+ -33.06915295290382,
+ 30.097660827399608,
+ -74.21503493794903,
+ 95.60974816793694,
+ 6.61428748549389,
+ 31.283208179548808,
+ -53.20605974670913
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [24],
+ "data": [
+ 49.837242126464844,
+ 82.09291076660156,
+ 3.1989054679870605,
+ 85.20904541015625,
+ 88.94609069824219,
+ 91.03521728515625,
+ 31.4484920501709,
+ 29.31110954284668,
+ 92.4477310180664,
+ 15.520709991455078,
+ 80.91279602050781,
+ 38.2097053527832,
+ 53.064762115478516,
+ 99.6537094116211,
+ 21.285049438476562,
+ 90.01982879638672,
+ 18.32451820373535,
+ 33.06915283203125,
+ 30.097660064697266,
+ 74.21503448486328,
+ 95.60974884033203,
+ 6.614287376403809,
+ 31.2832088470459,
+ 53.206058502197266
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "abs float32 2D tensor",
+ "inputs": {
+ "x": {
+ "shape": [4, 6],
+ "data": [
+ 49.8372426667043,
+ 82.0929095991747,
+ 3.1989055476550305,
+ 85.20904780506325,
+ 88.94609443980977,
+ -91.0352208007506,
+ 31.448491185882546,
+ -29.311109216503752,
+ -92.44773429213686,
+ -15.520709757433963,
+ 80.91279287806162,
+ -38.209706112466705,
+ 53.064761629102065,
+ 99.6537077669756,
+ -21.28504881273652,
+ 90.019831849408,
+ 18.324518254754622,
+ -33.06915295290382,
+ 30.097660827399608,
+ -74.21503493794903,
+ 95.60974816793694,
+ 6.61428748549389,
+ 31.283208179548808,
+ -53.20605974670913
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [4, 6],
+ "data": [
+ 49.837242126464844,
+ 82.09291076660156,
+ 3.1989054679870605,
+ 85.20904541015625,
+ 88.94609069824219,
+ 91.03521728515625,
+ 31.4484920501709,
+ 29.31110954284668,
+ 92.4477310180664,
+ 15.520709991455078,
+ 80.91279602050781,
+ 38.2097053527832,
+ 53.064762115478516,
+ 99.6537094116211,
+ 21.285049438476562,
+ 90.01982879638672,
+ 18.32451820373535,
+ 33.06915283203125,
+ 30.097660064697266,
+ 74.21503448486328,
+ 95.60974884033203,
+ 6.614287376403809,
+ 31.2832088470459,
+ 53.206058502197266
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "abs float32 3D tensor",
+ "inputs": {
+ "x": {
+ "shape": [2, 3, 4],
+ "data": [
+ 49.8372426667043,
+ 82.0929095991747,
+ 3.1989055476550305,
+ 85.20904780506325,
+ 88.94609443980977,
+ -91.0352208007506,
+ 31.448491185882546,
+ -29.311109216503752,
+ -92.44773429213686,
+ -15.520709757433963,
+ 80.91279287806162,
+ -38.209706112466705,
+ 53.064761629102065,
+ 99.6537077669756,
+ -21.28504881273652,
+ 90.019831849408,
+ 18.324518254754622,
+ -33.06915295290382,
+ 30.097660827399608,
+ -74.21503493794903,
+ 95.60974816793694,
+ 6.61428748549389,
+ 31.283208179548808,
+ -53.20605974670913
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 3, 4],
+ "data": [
+ 49.837242126464844,
+ 82.09291076660156,
+ 3.1989054679870605,
+ 85.20904541015625,
+ 88.94609069824219,
+ 91.03521728515625,
+ 31.4484920501709,
+ 29.31110954284668,
+ 92.4477310180664,
+ 15.520709991455078,
+ 80.91279602050781,
+ 38.2097053527832,
+ 53.064762115478516,
+ 99.6537094116211,
+ 21.285049438476562,
+ 90.01982879638672,
+ 18.32451820373535,
+ 33.06915283203125,
+ 30.097660064697266,
+ 74.21503448486328,
+ 95.60974884033203,
+ 6.614287376403809,
+ 31.2832088470459,
+ 53.206058502197266
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "abs float32 4D tensor",
+ "inputs": {
+ "x": {
+ "shape": [2, 2, 2, 3],
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/add.json b/testing/web-platform/tests/webnn/resources/test_data/add.json
new file mode 100644
index 0000000000..dba361228b
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/add.json
@@ -0,0 +1,882 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/arg_max.json b/testing/web-platform/tests/webnn/resources/test_data/arg_max.json
new file mode 100644
index 0000000000..d2fe9e62ca
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/arg_max.json
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/arg_min.json b/testing/web-platform/tests/webnn/resources/test_data/arg_min.json
new file mode 100644
index 0000000000..132a2dc3e8
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/arg_min.json
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/average_pool2d.json b/testing/web-platform/tests/webnn/resources/test_data/average_pool2d.json
new file mode 100644
index 0000000000..5a9f4e28b1
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/average_pool2d.json
@@ -0,0 +1,1684 @@
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/batch_normalization.json b/testing/web-platform/tests/webnn/resources/test_data/batch_normalization.json
new file mode 100644
index 0000000000..04ab0d0d6f
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/batch_normalization.json
@@ -0,0 +1,1181 @@
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/cast.json b/testing/web-platform/tests/webnn/resources/test_data/cast.json
new file mode 100644
index 0000000000..59d1036eee
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/cast.json
@@ -0,0 +1,3040 @@
+{
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+ "type": "int8"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/ceil.json b/testing/web-platform/tests/webnn/resources/test_data/ceil.json
new file mode 100644
index 0000000000..b9bccbc3a0
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/ceil.json
@@ -0,0 +1,401 @@
+{
+ "tests": [
+ {
+ "name": "ceil float32 1D constant tensor",
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
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+ -27.85661776414834,
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+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
+ "name": "output",
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+ "data": [
+ 68,
+ 37,
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "ceil float32 1D tensor",
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
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+ "type": "float32"
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+ "type": "float32"
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+ "expected": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "ceil float32 3D tensor",
+ "inputs": {
+ "x": {
+ "shape": [2, 3, 4],
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+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "ceil float32 4D tensor",
+ "inputs": {
+ "x": {
+ "shape": [2, 2, 2, 3],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 2, 2, 3],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "ceil float32 5D tensor",
+ "inputs": {
+ "x": {
+ "shape": [2, 1, 4, 1, 3],
+ "data": [
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+ -27.85661776414834,
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+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 1, 4, 1, 3],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/clamp.json b/testing/web-platform/tests/webnn/resources/test_data/clamp.json
new file mode 100644
index 0000000000..0e948f9931
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/clamp.json
@@ -0,0 +1,1169 @@
+{
+ "tests": [
+ // default options
+ {
+ "name": "clamp float32 1D constant tensor default options",
+ "inputs": {
+ "x": { // use 'x' for input operand name
+ "shape": [24],
+ "data": [
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+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
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+ "shape": [24],
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "clamp float32 1D tensor default options",
+ "inputs": {
+ "x": { // use 'x' for input operand name
+ "shape": [24],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "clamp float32 2D tensor default options",
+ "inputs": {
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+ "type": "float32"
+ }
+ },
+ "expected": {
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+ "shape": [4, 6],
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "clamp float32 3D tensor default options",
+ "inputs": {
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+ "type": "float32"
+ }
+ },
+ "expected": {
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+ "shape": [2, 3, 4],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "clamp float32 4D tensor default options",
+ "inputs": {
+ "x": {
+ "shape": [3, 2, 2, 2],
+ "data": [
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+ "expected": {
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "clamp float32 5D tensor default options",
+ "inputs": {
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+ "type": "float32"
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+ "expected": {
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+ }
+ },
+ // default options.maxValue and specified options.minValue
+ {
+ "name": "clamp float32 4D tensor default options.maxValue and specified negative options.minValue",
+ "inputs": {
+ "x": {
+ "shape": [2, 1, 4, 3],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 1, 4, 3],
+ "data": [
+ -1,
+ -1,
+ -1,
+ -1,
+ -1,
+ 9.524681091308594,
+ 3.7292487621307373,
+ 6.481687068939209,
+ -1,
+ -1,
+ 7.880751132965088,
+ -1,
+ 6.3438639640808105,
+ 5.525737762451172,
+ 0.8433118462562561,
+ -1,
+ -1,
+ 9.280223846435547,
+ -1,
+ 9.549695014953613,
+ 5.788925647735596,
+ 5.549378395080566,
+ 7.409400463104248,
+ -1
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "minValue": -1.0
+ }
+ },
+ {
+ "name": "clamp float32 3D tensor default options.maxValue and specified options.minValue=0.0",
+ "inputs": {
+ "x": {
+ "shape": [6, 2, 2],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [6, 2, 2],
+ "data": [
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 9.524681091308594,
+ 3.7292487621307373,
+ 6.481687068939209,
+ 0,
+ 0,
+ 7.880751132965088,
+ 0,
+ 6.3438639640808105,
+ 5.525737762451172,
+ 0.8433118462562561,
+ 0,
+ 0,
+ 9.280223846435547,
+ 0,
+ 9.549695014953613,
+ 5.788925647735596,
+ 5.549378395080566,
+ 7.409400463104248,
+ 0
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "minValue": 0.0
+ }
+ },
+ {
+ "name": "clamp float32 2D tensor default options.maxValue and specified positive options.minValue",
+ "inputs": {
+ "x": {
+ "shape": [3, 8],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [3, 8],
+ "data": [
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 9.524681091308594,
+ 3.7292487621307373,
+ 6.481687068939209,
+ 1,
+ 1,
+ 7.880751132965088,
+ 1,
+ 6.3438639640808105,
+ 5.525737762451172,
+ 1,
+ 1,
+ 1,
+ 9.280223846435547,
+ 1,
+ 9.549695014953613,
+ 5.788925647735596,
+ 5.549378395080566,
+ 7.409400463104248,
+ 1
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "minValue": 1.0
+ }
+ },
+ // default options.minValue and specified options.maxValue
+ {
+ "name": "clamp float32 5D tensor default options.minValue and specified negative options.maxValue",
+ "inputs": {
+ "x": {
+ "shape": [2, 2, 1, 2, 3],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 1, 4, 3],
+ "data": [
+ -9.817828178405762,
+ -6.024064064025879,
+ -4.0725626945495605,
+ -6.575078010559082,
+ -7.755683898925781,
+ -2,
+ -2,
+ -2,
+ -2,
+ -7.34310245513916,
+ -2,
+ -2.0564088821411133,
+ -2,
+ -2,
+ -2,
+ -8.199960708618164,
+ -7.786487102508545,
+ -2,
+ -2.3130595684051514,
+ -2,
+ -2,
+ -2,
+ -2,
+ -2.123614549636841
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "maxValue": -2.0
+ }
+ },
+ {
+ "name": "clamp float32 1D tensor default options.minValue and specified options.maxValue=0.0",
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [24],
+ "data": [
+ -9.817828178405762,
+ -6.024064064025879,
+ -4.0725626945495605,
+ -6.575078010559082,
+ -7.755683898925781,
+ 0,
+ 0,
+ 0,
+ -1.537420630455017,
+ -7.34310245513916,
+ 0,
+ -2.0564088821411133,
+ 0,
+ 0,
+ 0,
+ -8.199960708618164,
+ -7.786487102508545,
+ 0,
+ -2.3130595684051514,
+ 0,
+ 0,
+ 0,
+ 0,
+ -2.123614549636841
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "maxValue": 0.0
+ }
+ },
+ {
+ "name": "clamp float32 3D tensor default options.minValue and specified positive options.maxValue",
+ "inputs": {
+ "x": {
+ "shape": [3, 4, 2],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [3, 4, 2],
+ "data": [
+ -9.817828178405762,
+ -6.024064064025879,
+ -4.0725626945495605,
+ -6.575078010559082,
+ -7.755683898925781,
+ 3,
+ 3,
+ 3,
+ -1.537420630455017,
+ -7.34310245513916,
+ 3,
+ -2.0564088821411133,
+ 3,
+ 3,
+ 0.8433118462562561,
+ -8.199960708618164,
+ -7.786487102508545,
+ 3,
+ -2.3130595684051514,
+ 3,
+ 3,
+ 3,
+ 3,
+ -2.123614549636841
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "maxValue": 3.0
+ }
+ },
+ // specified both options.minValue and options.maxValue
+ {
+ "name": "clamp float32 5D tensor specified both negative options.minValue and options.maxValue",
+ "inputs": {
+ "x": {
+ "shape": [3, 2, 1, 1, 4],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [3, 2, 1, 1, 4],
+ "data": [
+ -8,
+ -6.024064064025879,
+ -4.0725626945495605,
+ -6.575078010559082,
+ -7.755683898925781,
+ -1,
+ -1,
+ -1,
+ -1.537420630455017,
+ -7.34310245513916,
+ -1,
+ -2.0564088821411133,
+ -1,
+ -1,
+ -1,
+ -8,
+ -7.786487102508545,
+ -1,
+ -2.3130595684051514,
+ -1,
+ -1,
+ -1,
+ -1,
+ -2.123614549636841
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "minValue": -8.0,
+ "maxValue": -1.0
+ }
+ },
+ {
+ "name": "clamp float32 4D tensor specified negative options.minValue and options.maxValue=0.0",
+ "inputs": {
+ "x": {
+ "shape": [1, 4, 3, 2],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [1, 4, 3, 2],
+ "data": [
+ -6,
+ -6,
+ -4.0725626945495605,
+ -6,
+ -6,
+ 0,
+ 0,
+ 0,
+ -1.537420630455017,
+ -6,
+ 0,
+ -2.0564088821411133,
+ 0,
+ 0,
+ 0,
+ -6,
+ -6,
+ 0,
+ -2.3130595684051514,
+ 0,
+ 0,
+ 0,
+ 0,
+ -2.123614549636841
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "minValue": -6.0,
+ "maxValue": 0.0
+ }
+ },
+ {
+ "name": "clamp float32 3D tensor specified negative options.minValue and positive options.maxValue",
+ "inputs": {
+ "x": {
+ "shape": [2, 6, 2],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 6, 2],
+ "data": [
+ -3,
+ -3,
+ -3,
+ -3,
+ -3,
+ 4,
+ 3.7292487621307373,
+ 4,
+ -1.537420630455017,
+ -3,
+ 4,
+ -2.0564088821411133,
+ 4,
+ 4,
+ 0.8433118462562561,
+ -3,
+ -3,
+ 4,
+ -2.3130595684051514,
+ 4,
+ 4,
+ 4,
+ 4,
+ -2.123614549636841
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "minValue": -3.0,
+ "maxValue": 4.0
+ }
+ },
+ {
+ "name": "clamp float32 2D tensor specified options.minValue=0.0 and positive options.maxValue",
+ "inputs": {
+ "x": {
+ "shape": [6, 4],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [6, 4],
+ "data": [
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 6,
+ 3.7292487621307373,
+ 6,
+ 0,
+ 0,
+ 6,
+ 0,
+ 6,
+ 5.525737762451172,
+ 0.8433118462562561,
+ 0,
+ 0,
+ 6,
+ 0,
+ 6,
+ 5.788925647735596,
+ 5.549378395080566,
+ 6,
+ 0
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "minValue": 0.0,
+ "maxValue": 6.0
+ }
+ },
+ {
+ "name": "clamp float32 1D tensor specified both positive options.minValue and options.maxValue",
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
+ -9.817828475355284,
+ -6.024063916325786,
+ -4.072562498632983,
+ -6.575078191902692,
+ -7.7556836912181915,
+ 9.524681107378463,
+ 3.7292487446449307,
+ 6.4816868736447475,
+ -1.5374205904252634,
+ -7.343102426698445,
+ 7.880751290929794,
+ -2.056408790509967,
+ 6.34386375786449,
+ 5.52573787183,
+ 0.8433118207347725,
+ -8.19996033345526,
+ -7.786487326213716,
+ 9.280223823954241,
+ -2.31305948485121,
+ 9.549695091037119,
+ 5.788925460130297,
+ 5.549378312916486,
+ 7.409400528051194,
+ -2.1236145770503745
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [24],
+ "data": [
+ 2,
+ 2,
+ 2,
+ 2,
+ 2,
+ 7,
+ 3.7292487621307373,
+ 6.481687068939209,
+ 2,
+ 2,
+ 7,
+ 2,
+ 6.3438639640808105,
+ 5.525737762451172,
+ 2,
+ 2,
+ 2,
+ 7,
+ 2,
+ 7,
+ 5.788925647735596,
+ 5.549378395080566,
+ 7,
+ 2
+ ],
+ "type": "float32"
+ },
+ "options": {
+ "minValue": 2.0,
+ "maxValue": 7.0
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/concat.json b/testing/web-platform/tests/webnn/resources/test_data/concat.json
new file mode 100644
index 0000000000..5e2285b75a
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/concat.json
@@ -0,0 +1,3666 @@
+{
+ "tests": [
+ // concat 1D tensors
+ {
+ "name": "concat two float32 1D constant tensors of same shape along axis 0",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [12],
+ "data": [
+ -0.39444134019222243,
+ 0.8619825316530809,
+ 0.3379962524218807,
+ -0.9906398615400507,
+ 0.576785657225761,
+ 0.3227640108329237,
+ -0.44735022799701873,
+ 0.11028251232581932,
+ -0.5945112749179908,
+ -0.40284849555754754,
+ -0.9531654171044694,
+ -0.6731740531810844
+ ],
+ "type": "float32",
+ "constant": true
+ },
+ {
+ "name": "input2",
+ "shape": [12],
+ "data": [
+ 0.4918989118791477,
+ -0.15864110312378976,
+ -0.34188115459083157,
+ -0.9158143500894873,
+ -0.7206121708970712,
+ -0.7993468785008635,
+ 0.6653799854931952,
+ 0.03886038855553897,
+ 0.5182055416768865,
+ -0.8742016938344297,
+ -0.479021891130635,
+ 0.1211843166661235
+ ],
+ "type": "float32",
+ "constant": true
+ }
+ ],
+ "axis": 0,
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+ // concat 2D tensors
+ {
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+ "type": "float32"
+ }
+ ],
+ "axis": 1,
+ "expected": {
+ "name": "output",
+ "shape": [3, 8],
+ "data": [
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+ -0.990639865398407,
+ 0.576785683631897,
+ -0.402848482131958,
+ -0.9531654119491577,
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+ -0.7206121683120728,
+ -0.7993468642234802,
+ 0.861982524394989,
+ 0.32276400923728943,
+ -0.44735023379325867,
+ -0.6731740236282349,
+ 0.49189892411231995,
+ 0.6653800010681152,
+ 0.03886038810014725,
+ 0.5182055234909058,
+ 0.337996244430542,
+ 0.11028251051902771,
+ -0.5945112705230713,
+ -0.15864109992980957,
+ -0.3418811559677124,
+ -0.8742017149925232,
+ -0.4790218770503998,
+ 0.1211843192577362
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "concat four float16 2D tensors of same others dimensions except different 2nd dimension along axis 1",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [3, 1],
+ "data": [
+ -0.39444134019222243,
+ 0.8619825316530809,
+ 0.3379962524218807
+ ],
+ "type": "float16"
+ },
+ {
+ "name": "input2",
+ "shape": [3, 2],
+ "data": [
+ -0.9906398615400507,
+ 0.576785657225761,
+ 0.3227640108329237,
+ -0.44735022799701873,
+ 0.11028251232581932,
+ -0.5945112749179908
+ ],
+ "type": "float16"
+ },
+ {
+ "name": "input3",
+ "shape": [3, 2],
+ "data": [
+ -0.40284849555754754,
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+ -0.6731740531810844,
+ 0.4918989118791477,
+ -0.15864110312378976,
+ -0.34188115459083157
+ ],
+ "type": "float16"
+ },
+ {
+ "name": "input4",
+ "shape": [3, 3],
+ "data": [
+ -0.9158143500894873,
+ -0.7206121708970712,
+ -0.7993468785008635,
+ 0.6653799854931952,
+ 0.03886038855553897,
+ 0.5182055416768865,
+ -0.8742016938344297,
+ -0.479021891130635,
+ 0.1211843166661235
+ ],
+ "type": "float16"
+ }
+ ],
+ "axis": 1,
+ "expected": {
+ "name": "output",
+ "shape": [3, 8],
+ "data": [
+ -0.39453125,
+ -0.99072265625,
+ 0.57666015625,
+ -0.40283203125,
+ -0.953125,
+ -0.916015625,
+ -0.720703125,
+ -0.79931640625,
+ 0.86181640625,
+ 0.32275390625,
+ -0.447265625,
+ -0.67333984375,
+ 0.491943359375,
+ 0.66552734375,
+ 0.038848876953125,
+ 0.51806640625,
+ 0.337890625,
+ 0.11029052734375,
+ -0.5947265625,
+ -0.15869140625,
+ -0.341796875,
+ -0.8740234375,
+ -0.47900390625,
+ 0.12115478515625
+ ],
+ "type": "float16"
+ }
+ },
+ // concat 3D tensors
+ {
+ "name": "concat two float32 3D tensors of same others dimensions except different 1st dimension along axis 0",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [2, 1, 3],
+ "data": [
+ -0.39444134019222243,
+ 0.8619825316530809,
+ 0.3379962524218807,
+ -0.9906398615400507,
+ 0.576785657225761,
+ 0.3227640108329237
+ ],
+ "type": "float32"
+ },
+ {
+ "name": "input2",
+ "shape": [6, 1, 3],
+ "data": [
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+ -0.5945112749179908,
+ -0.40284849555754754,
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+ -0.6731740531810844,
+ 0.4918989118791477,
+ -0.15864110312378976,
+ -0.34188115459083157,
+ -0.9158143500894873,
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+ 0.6653799854931952,
+ 0.03886038855553897,
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+ -0.8742016938344297,
+ -0.479021891130635,
+ 0.1211843166661235
+ ],
+ "type": "float32"
+ }
+ ],
+ "axis": 0,
+ "expected": {
+ "name": "output",
+ "shape": [8, 1, 3],
+ "data": [
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+ 0.337996244430542,
+ -0.990639865398407,
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+ 0.11028251051902771,
+ -0.5945112705230713,
+ -0.402848482131958,
+ -0.9531654119491577,
+ -0.6731740236282349,
+ 0.49189892411231995,
+ -0.15864109992980957,
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+ 0.5182055234909058,
+ -0.8742017149925232,
+ -0.4790218770503998,
+ 0.1211843192577362
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "concat two float16 3D tensors of same others dimensions except different 1st dimension along axis 0",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [2, 1, 3],
+ "data": [
+ -0.39444134019222243,
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+ 0.3379962524218807,
+ -0.9906398615400507,
+ 0.576785657225761,
+ 0.3227640108329237
+ ],
+ "type": "float16"
+ },
+ {
+ "name": "input2",
+ "shape": [6, 1, 3],
+ "data": [
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+ -0.5945112749179908,
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+ 0.4918989118791477,
+ -0.15864110312378976,
+ -0.34188115459083157,
+ -0.9158143500894873,
+ -0.7206121708970712,
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+ ],
+ "type": "float16"
+ }
+ ],
+ "axis": 0,
+ "expected": {
+ "name": "output",
+ "shape": [8, 1, 3],
+ "data": [
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+ 0.337890625,
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+ -0.8740234375,
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+ ],
+ "type": "float16"
+ }
+ },
+ {
+ "name": "concat four float32 3D tensors of same others dimensions except different 2nd dimension along axis 1",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [3, 1, 1],
+ "data": [
+ -0.39444134019222243,
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+ ],
+ "type": "float32"
+ },
+ {
+ "name": "input2",
+ "shape": [3, 2, 1],
+ "data": [
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+ -0.44735022799701873,
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+ ],
+ "type": "float32"
+ },
+ {
+ "name": "input3",
+ "shape": [3, 2, 1],
+ "data": [
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+ -0.9531654171044694,
+ -0.6731740531810844,
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+ ],
+ "type": "float32"
+ },
+ {
+ "name": "input4",
+ "shape": [3, 3, 1],
+ "data": [
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+ -0.7206121708970712,
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+ ],
+ "type": "float32"
+ }
+ ],
+ "axis": 1,
+ "expected": {
+ "name": "output",
+ "shape": [3, 8, 1],
+ "data": [
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+ -0.990639865398407,
+ 0.576785683631897,
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "concat four float16 3D tensors of same others dimensions except different 2nd dimension along axis 1",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [3, 1, 1],
+ "data": [
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+ ],
+ "type": "float16"
+ },
+ {
+ "name": "input2",
+ "shape": [3, 2, 1],
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+ -0.44735022799701873,
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+ ],
+ "type": "float16"
+ },
+ {
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+ "shape": [3, 2, 1],
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+ ],
+ "type": "float16"
+ },
+ {
+ "name": "input4",
+ "shape": [3, 3, 1],
+ "data": [
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+ ],
+ "type": "float16"
+ }
+ ],
+ "axis": 1,
+ "expected": {
+ "name": "output",
+ "shape": [3, 8, 1],
+ "data": [
+ -0.39453125,
+ -0.99072265625,
+ 0.57666015625,
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+ ],
+ "type": "float16"
+ }
+ },
+ {
+ "name": "concat three float32 3D tensors of same shape along axis 2",
+ "inputs": [
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+ "name": "input1",
+ "shape": [2, 2, 2],
+ "data": [
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+ ],
+ "type": "float32"
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+ {
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+ "type": "float32"
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+ {
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+ "shape": [2, 2, 2],
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+ ],
+ "type": "float32"
+ }
+ ],
+ "axis": 2,
+ "expected": {
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+ "shape": [2, 2, 6],
+ "data": [
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+ -0.9158143401145935,
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "concat three float16 3D tensors of same shape along axis 2",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [2, 2, 2],
+ "data": [
+ -0.39444134019222243,
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+ -0.9906398615400507,
+ 0.576785657225761,
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+ 0.11028251232581932
+ ],
+ "type": "float16"
+ },
+ {
+ "name": "input2",
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+ "type": "float16"
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+ {
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+ -0.479021891130635,
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+ "type": "float16"
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+ "axis": 2,
+ "expected": {
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+ "shape": [2, 2, 6],
+ "data": [
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+ 0.12115478515625
+ ],
+ "type": "float16"
+ }
+ },
+ // concat 4D tensors
+ {
+ "name": "concat two float32 4D tensors of same others dimensions except different 1st dimension along axis 0",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [1, 3, 1, 2],
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+ 0.3227640108329237
+ ],
+ "type": "float32"
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+ ],
+ "type": "float32"
+ }
+ ],
+ "axis": 0,
+ "expected": {
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+ "shape": [4, 3, 1, 2],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "concat two float16 4D tensors of same others dimensions except different 1st dimension along axis 0",
+ "inputs": [
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+ "name": "input1",
+ "shape": [1, 3, 1, 2],
+ "data": [
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+ ],
+ "type": "float16"
+ },
+ {
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+ -0.7993468785008635,
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+ "type": "float16"
+ }
+ ],
+ "axis": 0,
+ "expected": {
+ "name": "output",
+ "shape": [4, 3, 1, 2],
+ "data": [
+ -0.39453125,
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+ "type": "float16"
+ }
+ },
+ {
+ "name": "concat three float32 4D tensors of same shape along axis 1",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [2, 2, 1, 2],
+ "data": [
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+ ],
+ "type": "float32"
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+ {
+ "name": "input2",
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+ "type": "float32"
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+ {
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+ "axis": 1,
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+ ],
+ "type": "float32"
+ }
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+ {
+ "name": "concat three float16 4D tensors of same shape along axis 1",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [2, 2, 1, 2],
+ "data": [
+ -0.39444134019222243,
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+ "type": "float16"
+ },
+ {
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+ "data": [
+ -0.7206121708970712,
+ -0.7993468785008635,
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+ 0.03886038855553897,
+ 0.5182055416768865,
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+ -0.479021891130635,
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+ "type": "float16"
+ }
+ ],
+ "axis": 1,
+ "expected": {
+ "name": "output",
+ "shape": [2, 6, 1, 2],
+ "data": [
+ -0.39453125,
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+ ],
+ "type": "float16"
+ }
+ },
+ {
+ "name": "concat three float32 4D tensors of same others dimensions except different 3rd dimension along axis 2",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [1, 2, 2, 1],
+ "data": [
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+ "type": "float32"
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+ {
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+ "type": "float32"
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+ {
+ "name": "input3",
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+ "axis": 2,
+ "expected": {
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+ "data": [
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+ "type": "float32"
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+ {
+ "name": "concat three float16 4D tensors of same others dimensions except different 3rd dimension along axis 2",
+ "inputs": [
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+ "axis": 2,
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+ "type": "float16"
+ }
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+ {
+ "name": "concat four float32 4D tensors of same others dimensions except different 4th dimension along axis 3",
+ "inputs": [
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+ "shape": [1, 3, 1, 1],
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+ "type": "float32"
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+ {
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+ "type": "float32"
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+ {
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+ "type": "float32"
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+ "axis": 3,
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+ "type": "float32"
+ }
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+ {
+ "name": "concat four float16 4D tensors of same others dimensions except different 4th dimension along axis 3",
+ "inputs": [
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+ ],
+ "type": "float16"
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+ {
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+ "type": "float16"
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+ {
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+ "type": "float16"
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+ {
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+ "type": "float16"
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+ "axis": 3,
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+ "type": "float16"
+ }
+ },
+ // concat 5D tensors
+ {
+ "name": "concat four float32 5D tensors of same shape along axis 0",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [1, 2, 1, 1, 3],
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+ "type": "float32"
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+ "axis": 0,
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+ "type": "float32"
+ }
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+ {
+ "name": "concat four float16 5D tensors of same shape along axis 0",
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+ "type": "float16"
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+ "type": "float16"
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+ "type": "float16"
+ }
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+ "axis": 0,
+ "expected": {
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+ "shape": [4, 2, 1, 1, 3],
+ "data": [
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+ 0.337890625,
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+ ],
+ "type": "float16"
+ }
+ },
+ {
+ "name": "concat two float32 5D tensors of same others dimensions except different 2nd dimension along axis 1",
+ "inputs": [
+ {
+ "name": "input1",
+ "shape": [1, 2, 3, 1, 1],
+ "data": [
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+ 0.8619825316530809,
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+ -0.9906398615400507,
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+ 0.3227640108329237
+ ],
+ "type": "float32"
+ },
+ {
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+ "shape": [1, 6, 3, 1, 1],
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+ -0.479021891130635,
+ 0.1211843166661235
+ ],
+ "type": "float32"
+ }
+ ],
+ "axis": 1,
+ "expected": {
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+ "shape": [1, 8, 3, 1, 1],
+ "data": [
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+ -0.5945112705230713,
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/conv2d.json b/testing/web-platform/tests/webnn/resources/test_data/conv2d.json
new file mode 100644
index 0000000000..5f8cd814a9
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/conv2d.json
@@ -0,0 +1,2213 @@
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+ "name": "conv2d float32 4D input and filter tensors 1D options.bias",
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+ "type": "float32",
+ "constant": true
+ }
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+ "options": {
+ "activation": "relu" // relu operator
+ },
+ "expected": {
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+ "type": "float32"
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+ {
+ "name": "conv2d float32 4D input and filter tensors options.activation=sigmoid",
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+ "data": [
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+ "filter": {
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+ 0.4281076188358701
+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "options": {
+ "activation": "sigmoid" // sigmoid operator
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 3, 2, 2],
+ "data": [
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+ "type": "float32"
+ }
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+ {
+ "name": "conv2d float32 4D input and filter tensors all options",
+ "inputs": {
+ "input": {
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+ "type": "float32",
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+ }
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+ "autoPad": "explicit",
+ "dilations": [1, 1],
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+ "inputLayout": "nchw",
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+ "type": "float32"
+ },
+ "activation": "relu" // relu operator
+ },
+ "expected": {
+ "name": "output",
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+ 1.378482699394226
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "conv2d float32 4D input and filter tensors, both negative input tensor and options.bias",
+ "inputs": {
+ "input": {
+ "shape": [1, 2, 5, 5],
+ "data": [
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+ "type": "float32",
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+ }
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+ "options": {
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+ "type": "float32"
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+ "expected": {
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+ "data": [
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+ ],
+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/conv_transpose2d.json b/testing/web-platform/tests/webnn/resources/test_data/conv_transpose2d.json
new file mode 100644
index 0000000000..42274e6fa3
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/conv_transpose2d.json
@@ -0,0 +1,2581 @@
+{
+ "tests": [
+ {
+ "name": "convTranspose2d float32 4D input and filter(non-constant) tensors default options",
+ "inputs": {
+ "input": {
+ "shape": [1, 1, 2, 2],
+ "data": [
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+ 0.6077792328258038,
+ 0.01728916618181975,
+ 0.26146076483771563
+ ],
+ "type": "float32"
+ },
+ "filter": {
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+ 0.5866857173772775,
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+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "convTranspose2d float32 4D both input and filter constant tensors default options",
+ "inputs": {
+ "input": {
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+ "data": [
+ 0.5872158177067033,
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+ "type": "float32",
+ "constant": true
+ },
+ "filter": {
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+ 0.5866857173772775,
+ 0.29701370673751004,
+ 0.0033378428248385106
+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
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+ 0.0008727149106562138
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "convTranspose2d float32 4D input and filter tensors default options",
+ "inputs": {
+ "input": {
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+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "convTranspose2d float32 4D input and filter tensors options.groups",
+ "inputs": {
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+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/cos.json b/testing/web-platform/tests/webnn/resources/test_data/cos.json
new file mode 100644
index 0000000000..db7ade11e3
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/cos.json
@@ -0,0 +1,401 @@
+{
+ "tests": [
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+ {
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+ "type": "float32"
+ }
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+ {
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+ "inputs": {
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+ "expected": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "cos float32 5D tensor",
+ "inputs": {
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+ "data": [
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+ "type": "float32"
+ }
+ },
+ "expected": {
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+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/div.json b/testing/web-platform/tests/webnn/resources/test_data/div.json
new file mode 100644
index 0000000000..a60341181d
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/div.json
@@ -0,0 +1,882 @@
+{
+ "tests": [
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "div float32 broadcast 3D to 4D",
+ "inputs": {
+ "a": {
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/elu.json b/testing/web-platform/tests/webnn/resources/test_data/elu.json
new file mode 100644
index 0000000000..b1c443282e
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/elu.json
@@ -0,0 +1,539 @@
+{ // elu: The calculation follows the expression max(0, x) + alpha * (exp(min(0, x)) - 1).
+ "tests": [
+ {
+ "name": "elu float32 1D constant tensor default options", // default options: {alpha: 1}
+ "inputs": {
+ "x": {
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+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
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+ "shape": [24],
+ "data": [
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+ -0.99994957447052
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "elu float32 1D tensor default options", // default options: {alpha: 1}
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "elu float32 2D tensor default options",
+ "inputs": {
+ "x": {
+ "shape": [4, 6],
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+ "type": "float32"
+ }
+ },
+ "expected": {
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+ "type": "float32"
+ }
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+ {
+ "name": "elu float32 3D tensor default options",
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+ "type": "float32"
+ }
+ },
+ "expected": {
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "elu float32 4D tensor default options",
+ "inputs": {
+ "x": {
+ "shape": [1, 2, 3, 4],
+ "data": [
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+ "type": "float32"
+ }
+ },
+ "expected": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "elu float32 5D tensor default options",
+ "inputs": {
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+ }
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+ {
+ "name": "elu float32 4D tensor positive options.alpha",
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+ "type": "float32"
+ }
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+ {
+ "name": "elu float32 4D tensor negative options.alpha",
+ "inputs": {
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+ "data": [
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+ ],
+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/equal.json b/testing/web-platform/tests/webnn/resources/test_data/equal.json
new file mode 100644
index 0000000000..bbd9143a03
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/equal.json
@@ -0,0 +1,982 @@
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new file mode 100644
index 0000000000..6f0b550cf7
--- /dev/null
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new file mode 100644
index 0000000000..2de52d951e
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/expand.json b/testing/web-platform/tests/webnn/resources/test_data/expand.json
new file mode 100644
index 0000000000..00bf4a37b4
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/expand.json
@@ -0,0 +1,994 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/floor.json b/testing/web-platform/tests/webnn/resources/test_data/floor.json
new file mode 100644
index 0000000000..3b5dba1576
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/floor.json
@@ -0,0 +1,401 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/gather.json b/testing/web-platform/tests/webnn/resources/test_data/gather.json
new file mode 100644
index 0000000000..a01654637f
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/gather.json
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+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/gemm.json b/testing/web-platform/tests/webnn/resources/test_data/gemm.json
new file mode 100644
index 0000000000..23a18b316c
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/gemm.json
@@ -0,0 +1,1953 @@
+{
+ "tests": [
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+ },
+ // options.c
+ {
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/greater.json b/testing/web-platform/tests/webnn/resources/test_data/greater.json
new file mode 100644
index 0000000000..d7dc34d18b
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/greater.json
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/greater_or_equal.json b/testing/web-platform/tests/webnn/resources/test_data/greater_or_equal.json
new file mode 100644
index 0000000000..e47ac4350a
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/greater_or_equal.json
@@ -0,0 +1,970 @@
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/hard_sigmoid.json b/testing/web-platform/tests/webnn/resources/test_data/hard_sigmoid.json
new file mode 100644
index 0000000000..5d8c0c5daf
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/hard_sigmoid.json
@@ -0,0 +1,957 @@
+{ // hardSigmoid: Calculate the non-smooth function used in place of a sigmoid function on the input tensor.
+ "tests": [
+ {
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+ "type": "float32",
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+ },
+ {
+ "name": "hardSigmoid float32 positive 1D tensor default options", // default options: {alpha: 0.2, beta: 0.5}
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/hard_swish.json b/testing/web-platform/tests/webnn/resources/test_data/hard_swish.json
new file mode 100644
index 0000000000..e43f62ede0
--- /dev/null
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@@ -0,0 +1,401 @@
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new file mode 100644
index 0000000000..6024e8786f
--- /dev/null
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/instance_normalization.json b/testing/web-platform/tests/webnn/resources/test_data/instance_normalization.json
new file mode 100644
index 0000000000..a9fd493c99
--- /dev/null
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/layer_normalization.json b/testing/web-platform/tests/webnn/resources/test_data/layer_normalization.json
new file mode 100644
index 0000000000..6005776de5
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/layer_normalization.json
@@ -0,0 +1,842 @@
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/leaky_relu.json b/testing/web-platform/tests/webnn/resources/test_data/leaky_relu.json
new file mode 100644
index 0000000000..be810a90ce
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/leaky_relu.json
@@ -0,0 +1,609 @@
+{
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/lesser.json b/testing/web-platform/tests/webnn/resources/test_data/lesser.json
new file mode 100644
index 0000000000..7527ea5c53
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/lesser.json
@@ -0,0 +1,970 @@
+{
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/lesser_or_equal.json b/testing/web-platform/tests/webnn/resources/test_data/lesser_or_equal.json
new file mode 100644
index 0000000000..f47bd3b9d9
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/lesser_or_equal.json
@@ -0,0 +1,970 @@
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/linear.json b/testing/web-platform/tests/webnn/resources/test_data/linear.json
new file mode 100644
index 0000000000..6cbb84e9cb
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/linear.json
@@ -0,0 +1,818 @@
+{ // linear: Calculate a linear function y = alpha * x + beta on the input tensor.
+ "tests": [
+ {
+ "name": "linear float32 1D constant tensor default options", // default options: {alpha: 1, beta: 0}
+ "inputs": {
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+ "type": "float32",
+ "constant": true
+ }
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+ "expected": {
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "linear float32 1D tensor default options", // default options: {alpha: 1, beta: 0}
+ "inputs": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "linear float32 4D tensor default options",
+ "inputs": {
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/log.json b/testing/web-platform/tests/webnn/resources/test_data/log.json
new file mode 100644
index 0000000000..0481061272
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/log.json
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/logical_not.json b/testing/web-platform/tests/webnn/resources/test_data/logical_not.json
new file mode 100644
index 0000000000..3a37652a13
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/logical_not.json
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/matmul.json b/testing/web-platform/tests/webnn/resources/test_data/matmul.json
new file mode 100644
index 0000000000..f3a03e442e
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/matmul.json
@@ -0,0 +1,1439 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/max.json b/testing/web-platform/tests/webnn/resources/test_data/max.json
new file mode 100644
index 0000000000..26285042d0
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/max.json
@@ -0,0 +1,882 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/max_pool2d.json b/testing/web-platform/tests/webnn/resources/test_data/max_pool2d.json
new file mode 100644
index 0000000000..4532843d2b
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/max_pool2d.json
@@ -0,0 +1,1439 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/min.json b/testing/web-platform/tests/webnn/resources/test_data/min.json
new file mode 100644
index 0000000000..a08e651428
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/min.json
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/mul.json b/testing/web-platform/tests/webnn/resources/test_data/mul.json
new file mode 100644
index 0000000000..3de9018427
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/mul.json
@@ -0,0 +1,882 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/neg.json b/testing/web-platform/tests/webnn/resources/test_data/neg.json
new file mode 100644
index 0000000000..34dee53df1
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/neg.json
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/pad.json b/testing/web-platform/tests/webnn/resources/test_data/pad.json
new file mode 100644
index 0000000000..53e8ed8f59
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/pad.json
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/pow.json b/testing/web-platform/tests/webnn/resources/test_data/pow.json
new file mode 100644
index 0000000000..1738722b10
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/pow.json
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+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "pow float32 4D base tensor and 4D integer exponent tensor",
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+ "a": {
+ "shape": [2, 2, 2, 3],
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+ },
+ "expected": {
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "pow float32 5D base tensor and 5D integer exponent tensor",
+ "inputs": {
+ "a": {
+ "shape": [2, 2, 1, 2, 3],
+ "data": [
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+ "b": {
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+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 2, 1, 2, 3],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "pow (square) float32 4D base tensor and broadcastable 0D integer exponent scalar",
+ "inputs": {
+ "a": {
+ "shape": [2, 2, 2, 3],
+ "data": [
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+ 17.415215284302022
+ ],
+ "type": "float32"
+ },
+ "b": {
+ "shape": [],
+ "data": [2], // square
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 2, 2, 3],
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "pow (sqrt) float32 4D positive base tensor and broadcastable 0D integer exponent scalar",
+ "inputs": {
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+ "type": "float32"
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+ "b": {
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+ "data": [0.5], // sqrt
+ "type": "float32",
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+ }
+ },
+ "expected": {
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+ {
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+ ],
+ "type": "float32"
+ }
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+ {
+ "name": "pow float32 4D base tensor and broadcastable 3D integer exponent tensor",
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+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/prelu.json b/testing/web-platform/tests/webnn/resources/test_data/prelu.json
new file mode 100644
index 0000000000..cf79bee7a9
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/prelu.json
@@ -0,0 +1,966 @@
+{
+ "tests": [
+ {
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+ "type": "float32"
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+ {
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+ -0.26217744010265776,
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+ -7.418311114031475
+ ],
+ "type": "float32"
+ },
+ "slope": {
+ "shape": [1, 1, 1, 1], // broadcast [1, 1, 1, 1] --> [2, 2, 2, 3]
+ "data": [
+ 5.0114545056636395
+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 2, 2, 3],
+ "data": [
+ -12.775040626525879,
+ -24.029211044311523,
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+ -37.17652893066406
+ ],
+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reciprocal.json b/testing/web-platform/tests/webnn/resources/test_data/reciprocal.json
new file mode 100644
index 0000000000..c71ac28005
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reciprocal.json
@@ -0,0 +1,421 @@
+{
+ "tests": [
+ {
+ "name": "reciprocal float32 0D scalar",
+ "inputs": {
+ "x": {
+ "shape": [],
+ "data": [
+ -9.363490722293237
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [],
+ "data": [
+ -0.10679777711629868
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reciprocal float32 1D constant tensor",
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
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+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
+ "name": "output",
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reciprocal float32 1D tensor",
+ "inputs": {
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+ "type": "float32"
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+ "expected": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "reciprocal float32 2D tensor",
+ "inputs": {
+ "x": {
+ "shape": [4, 6],
+ "data": [
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+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
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+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reciprocal float32 3D tensor",
+ "inputs": {
+ "x": {
+ "shape": [2, 3, 4],
+ "data": [
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+ "type": "float32"
+ }
+ },
+ "expected": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "reciprocal float32 4D tensor",
+ "inputs": {
+ "x": {
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+ "data": [
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+ "type": "float32"
+ }
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+ "expected": {
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reciprocal float32 5D tensor",
+ "inputs": {
+ "x": {
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+ "data": [
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+ ],
+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_l1.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_l1.json
new file mode 100644
index 0000000000..7cbc442511
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_l1.json
@@ -0,0 +1,743 @@
+{
+ "tests": [
+ {
+ "name": "reduceL1 float32 1D constant tensor all positive default options", // default options: {axes: null, keepDimensions: false}
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
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+ 52.28833355637117,
+ 22.31783714884341,
+ 99.0719229634137
+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
+ "name": "output",
+ "data": 1092.72021484375,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL1 float32 1D tensor all positive default options", // default options: {axes: null, keepDimensions: false}
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
+ 5.508826448139126,
+ 50.61575563515446,
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+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "data": 1092.72021484375,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL1 float32 1D tensor all negative default options",
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
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+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "data": 1215.228515625,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL1 float32 1D tensor all positive integers default options", // test with float32 values which are equivalent to integers
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
+ 18,
+ 29,
+ 35,
+ 36,
+ 4,
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+ 41,
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+ 53,
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+ 75,
+ 76,
+ 66
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "data": 993,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL1 float32 1D tensor all negative integers default options", // test with float32 values which are equivalent to integers
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
+ -92,
+ -52,
+ -88,
+ -78,
+ -20,
+ -73,
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+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "data": 1344,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL1 float32 2D tensor default options",
+ "inputs": {
+ "input": {
+ "shape": [4, 6],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "data": 1092.72021484375,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL1 float32 3D tensor default options",
+ "inputs": {
+ "input": {
+ "shape": [2, 3, 4],
+ "data": [
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+ "expected": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL1 float32 4D tensor default options",
+ "inputs": {
+ "input": {
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+ }
+ },
+ {
+ "name": "reduceL1 float32 5D tensor default options",
+ "inputs": {
+ "input": {
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+ "expected": {
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+ }
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+ {
+ "name": "reduceL1 float32 3D tensor options.axes",
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+ {
+ "name": "reduceL1 float32 3D tensor options.keepDimensions=true",
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+ },
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+ "name": "reduceL1 float32 4D tensor options.keepDimensions=true",
+ "inputs": {
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+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_l2.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_l2.json
new file mode 100644
index 0000000000..7e59a45d5e
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_l2.json
@@ -0,0 +1,743 @@
+{
+ "tests": [
+ {
+ "name": "reduceL2 float32 1D constant tensor all positive default options", // default options: {axes: null, keepDimensions: false}
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
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+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
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+ "data": 272.0996398925781,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL2 float32 1D tensor all positive default options", // default options: {axes: null, keepDimensions: false}
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
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+ "type": "float32"
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+ "expected": {
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+ }
+ },
+ {
+ "name": "reduceL2 float32 1D tensor all negative default options",
+ "inputs": {
+ "input": {
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+ "expected": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL2 float32 1D tensor all positive integers default options", // test with float32 values which are equivalent to integers
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
+ 4,
+ 29,
+ 8,
+ 56,
+ 42,
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+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
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+ "data": 274.4029846191406,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL2 float32 1D tensor all negative integers default options", // test with float32 values which are equivalent to integers
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
+ -70,
+ -78,
+ -65,
+ -77,
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+ "type": "float32"
+ }
+ },
+ "expected": {
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+ "data": 300.3830871582031,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL2 float32 2D tensor default options",
+ "inputs": {
+ "input": {
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+ "type": "float32"
+ }
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+ "expected": {
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+ }
+ },
+ {
+ "name": "reduceL2 float32 3D tensor default options",
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+ }
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+ "expected": {
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+ }
+ },
+ {
+ "name": "reduceL2 float32 4D tensor default options",
+ "inputs": {
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+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "data": 272.0996398925781,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceL2 float32 5D tensor default options",
+ "inputs": {
+ "input": {
+ "shape": [2, 1, 4, 1, 3],
+ "data": [
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_log_sum.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_log_sum.json
new file mode 100644
index 0000000000..250398d227
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_log_sum.json
@@ -0,0 +1,663 @@
+{
+ "tests": [
+ {
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+ },
+ {
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+ {
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_log_sum_exp.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_log_sum_exp.json
new file mode 100644
index 0000000000..b7f39abd52
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_log_sum_exp.json
@@ -0,0 +1,743 @@
+{
+ "tests": [
+ {
+ "name": "reduceLogSumExp float32 1D constant tensor all positive default options", // default options: {axes: null, keepDimensions: false}
+ "inputs": {
+ "input": {
+ "shape": [24],
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+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceLogSumExp float32 1D tensor all positive default options", // default options: {axes: null, keepDimensions: false}
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
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+ "expected": {
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+ {
+ "name": "reduceLogSumExp float32 1D tensor all negative default options",
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+ },
+ {
+ "name": "reduceLogSumExp float32 1D tensor all positive integers default options", // test with float32 values which are equivalent to integers
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
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+ 5,
+ 7,
+ 5,
+ 7,
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+ 4,
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+ }
+ },
+ {
+ "name": "reduceLogSumExp float32 1D tensor all negative integers default options", // test with float32 values which are equivalent to integers
+ "inputs": {
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+ "data": [
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+ "type": "float32"
+ }
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+ "expected": {
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+ },
+ {
+ "name": "reduceLogSumExp float32 2D tensor default options",
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_max.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_max.json
new file mode 100644
index 0000000000..967aea8bf4
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_max.json
@@ -0,0 +1,623 @@
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_mean.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_mean.json
new file mode 100644
index 0000000000..5a48952c06
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_mean.json
@@ -0,0 +1,735 @@
+{
+ "tests": [
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_min.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_min.json
new file mode 100644
index 0000000000..92de75e92a
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_min.json
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_product.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_product.json
new file mode 100644
index 0000000000..691bf4da9b
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_product.json
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_sum.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_sum.json
new file mode 100644
index 0000000000..df47a1a2b2
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_sum.json
@@ -0,0 +1,735 @@
+{
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reduce_sum_square.json b/testing/web-platform/tests/webnn/resources/test_data/reduce_sum_square.json
new file mode 100644
index 0000000000..8ac373e4b3
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reduce_sum_square.json
@@ -0,0 +1,743 @@
+{
+ "tests": [
+ {
+ "name": "reduceSumSquare float32 1D constant tensor all positive default options", // default options: {axes: null, keepDimensions: false}
+ "inputs": {
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+ "shape": [24],
+ "data": [
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+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
+ "name": "output",
+ "data": 73275.859375,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceSumSquare float32 1D tensor all positive default options", // default options: {axes: null, keepDimensions: false}
+ "inputs": {
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+ "data": [
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+ },
+ {
+ "name": "reduceSumSquare float32 1D tensor all negative default options",
+ "inputs": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceSumSquare float32 1D tensor all positive integers default options", // test with float32 values which are equivalent to integers
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
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+ 48,
+ 2,
+ 66,
+ 30,
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+ ],
+ "type": "float32"
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+ "expected": {
+ "name": "output",
+ "data": 71347,
+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceSumSquare float32 1D tensor all negative integers default options", // test with float32 values which are equivalent to integers
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
+ -10,
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+ -69,
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+ }
+ },
+ "expected": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "reduceSumSquare float32 2D tensor default options",
+ "inputs": {
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+ },
+ {
+ "name": "reduceSumSquare float32 5D tensor default options",
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+ {
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/relu.json b/testing/web-platform/tests/webnn/resources/test_data/relu.json
new file mode 100644
index 0000000000..248902c665
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/relu.json
@@ -0,0 +1,401 @@
+{
+ "tests": [ // relu input tensor of 1D to 5D with same data values
+ {
+ "name": "relu float32 1D constant tensor",
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
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+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
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+ }
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+ {
+ "name": "relu float32 1D tensor",
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+ {
+ "name": "relu float32 2D tensor",
+ "inputs": {
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+ {
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+ "type": "float32"
+ }
+ },
+ "expected": {
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+ "shape": [2, 2, 2, 3],
+ "data": [
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "relu float32 5D tensor",
+ "inputs": {
+ "x": {
+ "shape": [2, 1, 4, 1, 3],
+ "data": [
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+ "type": "float32"
+ }
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+ "expected": {
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+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/reshape.json b/testing/web-platform/tests/webnn/resources/test_data/reshape.json
new file mode 100644
index 0000000000..ada3daa4e2
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/reshape.json
@@ -0,0 +1,2056 @@
+{
+ "tests": [
+ {
+ "name": "reshape float32 tensor to a new shape (reorder all dimensions)",
+ "inputs": {
+ "input": {
+ "shape": [2, 3, 4],
+ "data": [
+ -30.0561466217041,
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/sigmoid.json b/testing/web-platform/tests/webnn/resources/test_data/sigmoid.json
new file mode 100644
index 0000000000..69756fbb9c
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/sigmoid.json
@@ -0,0 +1,401 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/sin.json b/testing/web-platform/tests/webnn/resources/test_data/sin.json
new file mode 100644
index 0000000000..1fe76df45f
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/sin.json
@@ -0,0 +1,401 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/slice.json b/testing/web-platform/tests/webnn/resources/test_data/slice.json
new file mode 100644
index 0000000000..28cfd2c0e2
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/slice.json
@@ -0,0 +1,311 @@
+{
+ "tests": [
+ {
+ "name": "slice float32 1D constant tensor",
+ "inputs": {
+ "input": {
+ "shape": [24],
+ "data": [
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+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "starts": [12],
+ "sizes": [12],
+ "expected": {
+ "name": "output",
+ "shape": [12],
+ "data": [
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+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "slice float32 1D tensor",
+ "inputs": {
+ "input": {
+ "shape": [24],
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+ "starts": [2, 2],
+ "sizes": [2, 4],
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+ {
+ "name": "slice float32 3D tensor",
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+ "shape": [4, 3, 2],
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+ "starts": [1, 1, 1],
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+ }
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+ {
+ "name": "slice float32 4D tensor",
+ "inputs": {
+ "input": {
+ "shape": [2, 2, 3, 2],
+ "data": [
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+ {
+ "name": "slice float32 5D tensor",
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+ "input": {
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+ ],
+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/softmax.json b/testing/web-platform/tests/webnn/resources/test_data/softmax.json
new file mode 100644
index 0000000000..ebb12114fc
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/softmax.json
@@ -0,0 +1,203 @@
+{
+ "tests": [
+ {
+ "name": "softmax float32 2D constant tensor all positive",
+ "inputs": {
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+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
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+ {
+ "name": "softmax float32 2D tensor all negative",
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+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/softplus.json b/testing/web-platform/tests/webnn/resources/test_data/softplus.json
new file mode 100644
index 0000000000..eb05b7b281
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/softplus.json
@@ -0,0 +1,539 @@
+{ // softplus: The calculation follows the expression ln(1 + exp(steepness * x)) / steepness.
+ "tests": [
+ {
+ "name": "softplus float32 1D constant tensor default options", // default options: {steepness: 1}
+ "inputs": {
+ "x": {
+ "shape": [24],
+ "data": [
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+ ],
+ "type": "float32",
+ "constant": true
+ }
+ },
+ "expected": {
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+ "shape": [24],
+ "data": [
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+ 8.660456657409668
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "softplus float32 1D tensor default options", // default options: {steepness: 1}
+ "inputs": {
+ "x": {
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+ "type": "float32"
+ }
+ },
+ {
+ "name": "softplus float32 2D tensor default options",
+ "inputs": {
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+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [4, 6],
+ "data": [
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+ 8.660456657409668
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "softplus float32 3D tensor default options",
+ "inputs": {
+ "x": {
+ "shape": [2, 3, 4],
+ "data": [
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/softsign.json b/testing/web-platform/tests/webnn/resources/test_data/softsign.json
new file mode 100644
index 0000000000..290f6711d0
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/softsign.json
@@ -0,0 +1,467 @@
+{ // softsign: The calculation follows the expression x / (1 + |x|).
+ "tests": [
+ {
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/split.json b/testing/web-platform/tests/webnn/resources/test_data/split.json
new file mode 100644
index 0000000000..6432044ea2
--- /dev/null
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/sqrt.json b/testing/web-platform/tests/webnn/resources/test_data/sqrt.json
new file mode 100644
index 0000000000..fa59308d45
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/sqrt.json
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/sub.json b/testing/web-platform/tests/webnn/resources/test_data/sub.json
new file mode 100644
index 0000000000..207d9106b4
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/sub.json
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/tan.json b/testing/web-platform/tests/webnn/resources/test_data/tan.json
new file mode 100644
index 0000000000..63c7056d90
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/tan.json
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+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/test_data/tanh.json b/testing/web-platform/tests/webnn/resources/test_data/tanh.json
new file mode 100644
index 0000000000..063c10623d
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/tanh.json
@@ -0,0 +1,401 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/transpose.json b/testing/web-platform/tests/webnn/resources/test_data/transpose.json
new file mode 100644
index 0000000000..f7e6a7d2dd
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/transpose.json
@@ -0,0 +1,746 @@
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diff --git a/testing/web-platform/tests/webnn/resources/test_data/where.json b/testing/web-platform/tests/webnn/resources/test_data/where.json
new file mode 100644
index 0000000000..7c55b3171a
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/test_data/where.json
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+ "name": "where float32 4D tensors only broadcast falseValues 3D to 4D",
+ "inputs": {
+ "condition": {
+ "shape": [2, 2, 2, 3],
+ "data": [
+ 241,
+ 0,
+ 85,
+ 0,
+ 227,
+ 51,
+ 202,
+ 0,
+ 104,
+ 227,
+ 129,
+ 129,
+ 175,
+ 134,
+ 130,
+ 140,
+ 103,
+ 46,
+ 158,
+ 17,
+ 0,
+ 41,
+ 94,
+ 0
+ ],
+ "type": "uint8"
+ },
+ "trueValues": {
+ "shape": [2, 2, 2, 3],
+ "data": [
+ 70.27151489257812,
+ 89.99047088623047,
+ -1.5351932048797607,
+ -83.77035522460938,
+ 29.59670639038086,
+ -37.10446548461914,
+ -6.663239002227783,
+ -83.15333557128906,
+ -90.47624206542969,
+ -45.470706939697266,
+ 50.38861083984375,
+ 46.510799407958984,
+ 47.503013610839844,
+ -21.95842933654785,
+ 42.89878463745117,
+ -76.8262710571289,
+ 67.0030746459961,
+ 40.09717559814453,
+ -29.081029891967773,
+ -12.19106674194336,
+ -10.8577880859375,
+ -23.302522659301758,
+ 30.851404190063477,
+ -58.82704544067383
+ ],
+ "type": "float32"
+ },
+ "falseValues": {
+ "shape": [2, 2, 1],
+ "data": [
+ -86.59848022460938,
+ -67.72773742675781,
+ -30.731334686279297,
+ -93.49223327636719
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 2, 2, 3],
+ "data": [
+ 70.27151489257812,
+ -86.59848022460938,
+ -1.5351932048797607,
+ -67.72773742675781,
+ 29.59670639038086,
+ -37.10446548461914,
+ -6.663239002227783,
+ -30.731334686279297,
+ -90.47624206542969,
+ -45.470706939697266,
+ 50.38861083984375,
+ 46.510799407958984,
+ 47.503013610839844,
+ -21.95842933654785,
+ 42.89878463745117,
+ -76.8262710571289,
+ 67.0030746459961,
+ 40.09717559814453,
+ -29.081029891967773,
+ -12.19106674194336,
+ -30.731334686279297,
+ -23.302522659301758,
+ 30.851404190063477,
+ -93.49223327636719
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "where float32 4D tensors only broadcast falseValues 4D to 4D",
+ "inputs": {
+ "condition": {
+ "shape": [2, 2, 2, 3],
+ "data": [
+ 241,
+ 0,
+ 85,
+ 0,
+ 227,
+ 51,
+ 202,
+ 0,
+ 104,
+ 227,
+ 129,
+ 129,
+ 175,
+ 134,
+ 130,
+ 140,
+ 103,
+ 46,
+ 158,
+ 17,
+ 0,
+ 41,
+ 94,
+ 0
+ ],
+ "type": "uint8"
+ },
+ "trueValues": {
+ "shape": [2, 2, 2, 3],
+ "data": [
+ 70.27151489257812,
+ 89.99047088623047,
+ -1.5351932048797607,
+ -83.77035522460938,
+ 29.59670639038086,
+ -37.10446548461914,
+ -6.663239002227783,
+ -83.15333557128906,
+ -90.47624206542969,
+ -45.470706939697266,
+ 50.38861083984375,
+ 46.510799407958984,
+ 47.503013610839844,
+ -21.95842933654785,
+ 42.89878463745117,
+ -76.8262710571289,
+ 67.0030746459961,
+ 40.09717559814453,
+ -29.081029891967773,
+ -12.19106674194336,
+ -10.8577880859375,
+ -23.302522659301758,
+ 30.851404190063477,
+ -58.82704544067383
+ ],
+ "type": "float32"
+ },
+ "falseValues": {
+ "shape": [1, 2, 1, 3],
+ "data": [
+ 17.777414321899414,
+ -1.9890096187591553,
+ -57.28207015991211,
+ -80.01390838623047,
+ 66.87323760986328,
+ -31.328258514404297
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 2, 2, 3],
+ "data": [
+ 70.27151489257812,
+ -1.9890096187591553,
+ -1.5351932048797607,
+ 17.777414321899414,
+ 29.59670639038086,
+ -37.10446548461914,
+ -6.663239002227783,
+ 66.87323760986328,
+ -90.47624206542969,
+ -45.470706939697266,
+ 50.38861083984375,
+ 46.510799407958984,
+ 47.503013610839844,
+ -21.95842933654785,
+ 42.89878463745117,
+ -76.8262710571289,
+ 67.0030746459961,
+ 40.09717559814453,
+ -29.081029891967773,
+ -12.19106674194336,
+ -31.328258514404297,
+ -23.302522659301758,
+ 30.851404190063477,
+ -31.328258514404297
+ ],
+ "type": "float32"
+ }
+ },
+ {
+ "name": "where float32 4D tensors all broadcast 4D",
+ "inputs": {
+ "condition": {
+ "shape": [2, 1, 1, 1],
+ "data": [
+ 58,
+ 217
+ ],
+ "type": "uint8"
+ },
+ "trueValues": {
+ "shape": [2, 3],
+ "data": [
+ 38.77214050292969,
+ 18.20477294921875,
+ -11.542049407958984,
+ -82.74693298339844,
+ -18.61202621459961,
+ -75.77534484863281
+ ],
+ "type": "float32"
+ },
+ "falseValues": {
+ "shape": [2, 2, 1],
+ "data":[
+ -86.59848022460938,
+ -67.72773742675781,
+ -30.731334686279297,
+ -93.49223327636719
+ ],
+ "type": "float32"
+ }
+ },
+ "expected": {
+ "name": "output",
+ "shape": [2, 2, 2, 3],
+ "data": [
+ 38.77214050292969,
+ 18.20477294921875,
+ -11.542049407958984,
+ -82.74693298339844,
+ -18.61202621459961,
+ -75.77534484863281,
+ 38.77214050292969,
+ 18.20477294921875,
+ -11.542049407958984,
+ -82.74693298339844,
+ -18.61202621459961,
+ -75.77534484863281,
+ 38.77214050292969,
+ 18.20477294921875,
+ -11.542049407958984,
+ -82.74693298339844,
+ -18.61202621459961,
+ -75.77534484863281,
+ 38.77214050292969,
+ 18.20477294921875,
+ -11.542049407958984,
+ -82.74693298339844,
+ -18.61202621459961,
+ -75.77534484863281
+ ],
+ "type": "float32"
+ }
+ }
+ ]
+} \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/resources/utils.js b/testing/web-platform/tests/webnn/resources/utils.js
new file mode 100644
index 0000000000..f91d6622d3
--- /dev/null
+++ b/testing/web-platform/tests/webnn/resources/utils.js
@@ -0,0 +1,929 @@
+'use strict';
+
+const ExecutionArray = ['sync', 'async'];
+
+// https://webmachinelearning.github.io/webnn/#enumdef-mloperanddatatype
+const TypedArrayDict = {
+ // workaround use Uint16 for Float16
+ float16: Uint16Array,
+
+ float32: Float32Array,
+ int32: Int32Array,
+ uint32: Uint32Array,
+ int8: Int8Array,
+ uint8: Uint8Array,
+ int64: BigInt64Array,
+};
+
+const getTypedArrayData = (type, data) => {
+ let outData;
+ if (type === 'float16') {
+ // workaround to convert Float16 to Uint16
+ outData = new TypedArrayDict[type](data.length);
+ for (let i = 0; i < data.length; i++) {
+ outData[i] = toHalf(data[i]);
+ }
+ } else if (type === 'int64') {
+ outData = new TypedArrayDict[type](data.length);
+ for (let i = 0; i < data.length; i++) {
+ outData[i] = BigInt(data[i]);
+ }
+ } else {
+ outData = new TypedArrayDict[type](data);
+ }
+ return outData;
+};
+
+const sizeOfShape = (array) => {
+ return array.reduce((accumulator, currentValue) => accumulator * currentValue, 1);
+};
+
+/**
+ * Get tests resources from test data JSON file of specified operation name.
+ * @param {String} operationName - An operation name
+ * @returns {Object} Tests resources
+ */
+const loadTests = (operationName) => {
+ const loadJSON = (file) => {
+ let xmlhttp = new XMLHttpRequest();
+ xmlhttp.open("GET", file, false);
+ xmlhttp.overrideMimeType("application/json");
+ xmlhttp.send();
+ if (xmlhttp.status == 200 && xmlhttp.readyState == 4) {
+ return xmlhttp.responseText;
+ } else {
+ throw new Error(`Failed to load ${file}`);
+ }
+ };
+
+ const capitalLetterMatches = operationName.match(/[A-Z]/g);
+ if (capitalLetterMatches !== null) {
+ // for example: the test data JSON file for leakyRelu is leaky_relu.json and for reduceLogSum is reduce_log_sum.json
+ capitalLetterMatches.forEach(
+ capitalLetter => operationName = operationName.replace(capitalLetter, `_${capitalLetter.toLowerCase()}`)
+ )
+ }
+ const json = loadJSON(`/webnn/resources/test_data/${operationName}.json`);
+ const resources = JSON.parse(json.replace(/\\"|"(?:\\"|[^"])*"|(\/\/.*|\/\*[\s\S]*?\*\/)/g, (m, g) => g ? "" : m));
+ return resources.tests;
+};
+
+/**
+ * Get exptected data and data type from given resources with output name.
+ * @param {Array} resources - An array of expected resources
+ * @param {String} outputName - An output name
+ * @returns {Array.<[Number[], String]>} An array of expected data array and data type
+ */
+const getExpectedDataAndType = (resources, outputName) => {
+ let ret;
+ for (let subResources of resources) {
+ if (subResources.name === outputName) {
+ ret = [subResources.data, subResources.type];
+ break;
+ }
+ }
+ if (ret === undefined) {
+ throw new Error(`Failed to get expected data sources and type by ${outputName}`);
+ }
+ return ret;
+};
+
+/**
+ * Get ULP tolerance of conv2d/convTranspose2d operation.
+ * @param {Object} resources - Resources used for building a graph
+ * @param {String} operationName - An operation name
+ * @returns {Number} A tolerance number
+ */
+const getConv2dPrecisionTolerance = (resources, operationName) => {
+ // number of reduced input elements multiplied by filter and summed (a sliding dot product like pooling)
+ const inputNameArray = Object.keys(resources.inputs);
+ const inputShape = resources.inputs[inputNameArray[0]].shape;
+ const filterShape = resources.inputs[inputNameArray[1]].shape;
+ const options = resources.options;
+ let groups = 1;
+ let inputChannels = inputShape[1]; // default nchw inputLayout
+ // default oihw filterLayout for conv2d or default iohw filterLayout for convTranspose2d
+ let filterWidth = filterShape[3];
+ let filterHeight = filterShape[2];
+ if (options) {
+ if (options.groups) {
+ groups = options.groups;
+ }
+ if (options.inputLayout) {
+ if (!['nchw', 'nhwc'].includes(options.inputLayout)) {
+ throw new Error(`Unsupported inputLayout ${options.inputLayout}`);
+ }
+ inputChannels = options.inputLayout === 'nchw' ? inputChannels : inputShape[3];
+ }
+ if (options.filterLayout) {
+ let filterLayouts = ['oihw', 'hwio', 'ohwi', 'ihwo']; // default for conv2d
+ if (operationName === 'convTranspose2d') {
+ filterLayouts = ['iohw', 'hwoi', 'ohwi'];
+ }
+ if (!filterLayouts.includes(options.filterLayout)) {
+ throw new Error(`Unsupported filterLayout ${options.filterLayout}`);
+ }
+ switch (options.filterLayout) {
+ case 'oihw':
+ case 'iohw':
+ // Just use the existing filterWidth and filterHeight above.
+ break;
+ case 'hwio':
+ case 'hwoi':
+ filterWidth = filterShape[1];
+ filterHeight = filterShape[0];
+ break;
+ case 'ohwi':
+ case 'ihwo':
+ filterWidth = filterShape[2];
+ filterHeight = filterShape[1];
+ break;
+ default:
+ break;
+ }
+ }
+ }
+ const tolerance = filterWidth * filterHeight * (inputChannels / groups) * 2;
+ return tolerance;
+};
+
+/**
+ * Get ULP tolerance of gemm operation.
+ * @param {Object} resources - Resources used for building a graph
+ * @param {String} operationName - An operation name
+ * @returns {Number} A tolerance number
+ */
+const getGemmPrecisionTolerance = (resources, operationName) => {
+ // GEMM : alpha * (A x B) + beta * C
+ // An upper bound for the worst serial ordering is bounded by
+ // the number of lossy operations, where matrix multiplication
+ // is a dot product (mul and add times the number of elements)
+ // plus bias operations.
+ const shapeA = resources.inputs[Object.keys(resources.inputs)[0]].shape;
+ const options = {...resources.options};
+ const width = options.aTranspose ? shapeA[0] : shapeA[1];
+ let tolerance = width * 2;
+ // default options.alpha is 1.0
+ if (options.alpha !== undefined && options.alpha !== 1.0) {
+ tolerance++;
+ }
+ if (options.c && options.beta !== 0.0) {
+ // default options.beta is 1.0
+ if (options.beta !== undefined && options.beta !== 1.0) {
+ tolerance++;
+ }
+ tolerance++;
+ }
+ return tolerance;
+};
+
+/**
+ * Get ULP tolerance of matmul operation.
+ * @param {Object} resources - Resources used for building a graph
+ * @param {String} operationName - An operation name
+ * @returns {Number} A tolerance number
+ */
+const getMatmulPrecisionTolerance = (resources, operationName) => {
+ // Matmul : Compute the matrix product of two input tensors.
+ // If a is 1-D, WebNN converts it to a 2-D tensor by prepending a 1 to its dimensions, [n] -> [1, n].
+ // So we can just always check the last dimension here.
+ const shapeA = resources.inputs[Object.keys(resources.inputs)[0]].shape;
+ const tolerance = shapeA[shapeA.length - 1] * 2;
+ return tolerance;
+};
+
+/**
+ * Get ULP tolerance of averagePool2d operation.
+ * @param {Object} resources - Resources used for building a graph
+ * @param {String} operationName - An operation name
+ * @returns {Number} A tolerance number
+ */
+const getAveragePool2dPrecisionTolerance = (resources, operationName) => {
+ const inputShape = resources.inputs[Object.keys(resources.inputs)[0]].shape;
+ let height;
+ let width;
+ const options = {...resources.options};
+ if (options.windowDimensions) {
+ height = options.windowDimensions[0];
+ width = options.windowDimensions[1];
+ } else {
+ // If not present, the window dimensions are assumed to be the height and width dimensions of the input shape
+ if (options.layout && options.layout === 'nhwc') {
+ height = inputShape[1];
+ width = inputShape[2];
+ } else {
+ // nhwc layout of input
+ height = inputShape[2];
+ width = inputShape[3];
+ }
+ }
+
+ const tolerance = height * width + 2;
+ return tolerance;
+};
+
+/**
+ * Get ULP tolerance of softmax operation.
+ * @param {Object} resources - Resources used for building a graph
+ * @param {String} operationName - An operation name
+ * @returns {Number} A tolerance number
+ */
+const getSoftmaxPrecisionTolerance = (resources, operationName) => {
+ // Compute the softmax values of the 2-D input tensor along axis 1.
+ const inputShape = resources.inputs[Object.keys(resources.inputs)[0]].shape;
+ const tolerance = inputShape[1] * 3 + 3;
+ return tolerance;
+};
+
+/**
+ * Get ULP tolerance of reduction operations.
+ * @param {Object} resources - Resources used for building a graph
+ * @param {String} operationName - An operation name
+ * @returns {Number} A tolerance number
+ */
+const getReductionPrecisionTolerance = (resources, operationName) => {
+ const inputShape = resources.inputs[Object.keys(resources.inputs)[0]].shape;
+ const rank = inputShape.length;
+ const options = {...resources.options};
+ let sizes;
+ if (options && options.axes) {
+ sizes = options.axes.map(
+ (axis) => axis < 0 ? inputShape[axis + rank] : inputShape[axis]
+ );
+ } else {
+ sizes = inputShape;
+ }
+ const reducedElementCount = sizes.reduce(
+ (accumulator, currentValue) => accumulator * currentValue
+ );
+ let tolerance;
+ switch (operationName) {
+ case 'reduceL1':
+ case 'reduceProduct':
+ case 'reduceSum':
+ tolerance = reducedElementCount;
+ break;
+ case 'reduceL2':
+ tolerance = reducedElementCount * 2 + 1;
+ break;
+ case 'reduceMean':
+ tolerance = reducedElementCount + 2;
+ break;
+ case 'reduceLogSum':
+ tolerance = reducedElementCount + 18;
+ break;
+ case 'reduceLogSumExp':
+ tolerance = reducedElementCount * 2 + 18;
+ break;
+ case 'reduceSumSquare':
+ tolerance = reducedElementCount * 2;
+ break;
+ default:
+ break;
+ }
+ return tolerance;
+};
+
+// Refer to precision metrics on https://github.com/webmachinelearning/webnn/issues/265#issuecomment-1256242643
+const PrecisionMetrics = {
+ argMax: {ULP: {int64: 0}},
+ argMin: {ULP: {int64: 0}},
+ batchNormalization: {ULP: {float32: 6, float16: 6}},
+ cast: {ULP: {float32: 1, float16: 1, int32: 0, uint32: 0, int64: 0, int8: 0, uint8: 0}},
+ clamp: {ULP: {float32: 0, float16: 0}},
+ concat: {ULP: {float32: 0, float16: 0}},
+ conv2d: {ULP: {float32: getConv2dPrecisionTolerance, float16: getConv2dPrecisionTolerance}},
+ convTranspose2d: {ULP: {float32: getConv2dPrecisionTolerance, float16: getConv2dPrecisionTolerance}},
+ // Begin Element-wise binary operations
+ add: {ULP: {float32: 1, float16: 1}},
+ sub: {ULP: {float32: 1, float16: 1}},
+ mul: {ULP: {float32: 1, float16: 1}},
+ div: {ULP: {float32: 2, float16: 2}},
+ max: {ULP: {float32: 0, float16: 0}},
+ min: {ULP: {float32: 0, float16: 0}},
+ pow: {ULP: {float32: 32, float16: 2}},
+ // End Element-wise binary operations
+ // Begin Element-wise logical operations
+ equal: {ULP: {uint8: 0}},
+ greater: {ULP: {uint8: 0}},
+ greaterOrEqual: {ULP: {uint8: 0}},
+ lesser: {ULP: {uint8: 0}},
+ lesserOrEqual: {ULP: {uint8: 0}},
+ logicalNot: {ULP: {uint8: 0}},
+ // End Element-wise logical operations
+ // Begin Element-wise unary operations
+ abs: {ULP: {float32: 0, float16: 0}},
+ ceil: {ULP: {float32: 0, float16: 0}},
+ cos: {ATOL: {float32: 1/1024, float16: 1/512}},
+ erf: {ATOL: {float32: 1/1024, float16: 1/512}},
+ exp: {ULP: {float32: 32, float16: 1}},
+ floor: {ULP: {float32: 0, float16: 0}},
+ identity: {ULP: {float32: 0, float16: 0}},
+ log: {ATOL: {float32: 1/1024, float16: 1/1024}},
+ neg: {ULP: {float32: 0, float16: 0}},
+ reciprocal: {ULP: {float32: 2, float16: 2}},
+ sin: {ATOL: {float32: 1/1024, float16: 1/512}},
+ sqrt: {ULP: {float32: 1, float16: 1}},
+ tan: {ATOL: {float32: 1/1024, float16: 1/512}},
+ // End Element-wise unary operations
+ elu: {ULP: {float32: 18, float16: 18}},
+ expand: {ULP: {float32: 0, float16: 0}},
+ gather: {ULP: {float32: 0, float16: 0}},
+ gemm: {ULP: {float32: getGemmPrecisionTolerance, float16: getGemmPrecisionTolerance}},
+ instanceNormalization: {ULP: {float32: 840, float16: 8400}},
+ hardSigmoid: {ULP: {float32: 2, float16: 2}},
+ hardSwish: {ULP: {float32: 4, float16: 4}},
+ layerNormalization: {ATOL: {float32: 1/1024, float16: 1/512}},
+ leakyRelu: {ULP: {float32: 1, float16: 1}},
+ linear: {ULP: {float32: 2, float16: 2}},
+ matmul: {ULP: {float32: getMatmulPrecisionTolerance, float16: getMatmulPrecisionTolerance}},
+ pad: {ULP: {float32: 0, float16: 0}},
+ // Begin Pooling operations
+ averagePool2d: {ULP: {float32: getAveragePool2dPrecisionTolerance, float16: getAveragePool2dPrecisionTolerance}},
+ maxPool2d: {ULP: {float32: 0, float16: 0}},
+ // End Pooling operations
+ prelu: {ULP: {float32: 1, float16: 1}},
+ // Begin Reduction operations
+ reduceL1: {ULP: {float32: getReductionPrecisionTolerance, float16: getReductionPrecisionTolerance}},
+ reduceL2: {ULP: {float32: getReductionPrecisionTolerance, float16: getReductionPrecisionTolerance}},
+ reduceLogSum: {ULP: {float32: getReductionPrecisionTolerance, float16: getReductionPrecisionTolerance}},
+ reduceLogSumExp: {ULP: {float32: getReductionPrecisionTolerance, float16: getReductionPrecisionTolerance}},
+ reduceMax: {ULP: {float32: 0, float16: 0}},
+ reduceMean: {ULP: {float32: getReductionPrecisionTolerance, float16: getReductionPrecisionTolerance}},
+ reduceMin: {ULP: {float32: 0, float16: 0}},
+ reduceProduct: {ULP: {float32: getReductionPrecisionTolerance, float16: getReductionPrecisionTolerance}},
+ reduceSum: {ULP: {float32: getReductionPrecisionTolerance, float16: getReductionPrecisionTolerance}},
+ reduceSumSquare: {ULP: {float32: getReductionPrecisionTolerance, float16: getReductionPrecisionTolerance}},
+ // End Reduction operations
+ relu: {ULP: {float32: 0, float16: 0}},
+ reshape: {ULP: {float32: 0, float16: 0}},
+ sigmoid: {ULP: {float32: 32+2, float16: 3}}, // float32 (leaving a few ULP for roundoff)
+ slice: {ULP: {float32: 0, float16: 0}},
+ softmax: {ULP: {float32: getSoftmaxPrecisionTolerance, float16: getSoftmaxPrecisionTolerance}},
+ softplus: {ULP: {float32: 18, float16: 18}},
+ softsign: {ULP: {float32: 3, float16: 3}},
+ split: {ULP: {float32: 0, float16: 0}},
+ tanh: {ATOL: {float32: 1/1024, float16: 1/512}},
+ transpose: {ULP: {float32: 0, float16: 0}},
+ where: {ULP: {float32: 0, float16: 0}},
+};
+
+/**
+ * Get precison tolerance value.
+ * @param {String} operationName - An operation name
+ * @param {String} metricType - Value: 'ULP', 'ATOL'
+ * @param {Object} resources - Resources used for building a graph
+ * @returns {Number} A tolerance number
+ */
+const getPrecisonTolerance = (operationName, metricType, resources) => {
+ // the outputs by split or gru is a sequence
+ const precisionType = Array.isArray(resources.expected) ? resources.expected[0].type : resources.expected.type;
+ let tolerance = PrecisionMetrics[operationName][metricType][precisionType];
+ // If the tolerance is dynamic, then evaluate the function to get the value.
+ if (tolerance instanceof Function) {
+ tolerance = tolerance(resources, operationName);
+ }
+ return tolerance;
+};
+
+/**
+ * Get bitwise of the given value.
+ * @param {Number} value
+ * @param {String} dataType - A data type string, like "float32", "float16",
+ * more types, please see:
+ * https://webmachinelearning.github.io/webnn/#enumdef-mloperanddatatype
+ * @return {Number} A 64-bit signed integer.
+ */
+const getBitwise = (value, dataType) => {
+ const buffer = new ArrayBuffer(8);
+ const int64Array = new BigInt64Array(buffer);
+ int64Array[0] = value < 0 ? ~BigInt(0) : BigInt(0);
+ let typedArray;
+ if (dataType === "float32") {
+ typedArray = new Float32Array(buffer);
+ } else {
+ throw new AssertionError(`Data type ${dataType} is not supported`);
+ }
+ typedArray[0] = value;
+ return int64Array[0];
+};
+
+/**
+ * Assert that each array property in ``actual`` is a number being close enough to the corresponding
+ * property in ``expected`` by the acceptable ULP distance ``nulp`` with given ``dataType`` data type.
+ *
+ * @param {Array} actual - Array of test values.
+ * @param {Array} expected - Array of values expected to be close to the values in ``actual``.
+ * @param {Number} nulp - A BigInt value indicates acceptable ULP distance.
+ * @param {String} dataType - A data type string, value: "float32",
+ * more types, please see:
+ * https://webmachinelearning.github.io/webnn/#enumdef-mloperanddatatype
+ * @param {String} description - Description of the condition being tested.
+ */
+const assert_array_approx_equals_ulp = (actual, expected, nulp, dataType, description) => {
+ /*
+ * Test if two primitive arrays are equal within acceptable ULP distance
+ */
+ assert_true(actual.length === expected.length,
+ `assert_array_approx_equals_ulp: ${description} lengths differ, expected ${expected.length} but got ${actual.length}`);
+ let actualBitwise, expectedBitwise, distance;
+ for (let i = 0; i < actual.length; i++) {
+ if (actual[i] === expected[i]) {
+ continue;
+ } else {
+ // measure the ULP distance
+ if (dataType === 'float32') {
+ actualBitwise = getBitwise(actual[i], dataType);
+ expectedBitwise = getBitwise(expected[i], dataType);
+ } else if (dataType === 'float16') {
+ actualBitwise = actual[i];
+ // convert expected data of Float16 to Uint16
+ expectedBitwise = toHalf(expected[i]);
+ } else if (dataType === 'int64') {
+ actualBitwise = actual[i];
+ expectedBitwise = BigInt(expected[i]);
+ }
+ distance = actualBitwise - expectedBitwise;
+ distance = distance >= 0 ? distance : -distance;
+ assert_true(distance <= nulp,
+ `assert_array_approx_equals_ulp: ${description} actual ${actual[i]} should be close enough to expected ${expected[i]} by the acceptable ${nulp} ULP distance, but they have ${distance} ULP distance`);
+ }
+ }
+};
+
+/**
+ * Assert actual results with expected results.
+ * @param {String} operationName - An operation name
+ * @param {(Number[]|Number)} actual
+ * @param {(Number[]|Number)} expected
+ * @param {Number} tolerance
+ * @param {String} operandType - An operand type string, value: "float32",
+ * more types, please see:
+ * https://webmachinelearning.github.io/webnn/#enumdef-mloperanddatatype
+ * @param {String} metricType - Value: 'ULP', 'ATOL'
+ */
+const doAssert = (operationName, actual, expected, tolerance, operandType, metricType) => {
+ const description = `test ${operationName} ${operandType}`;
+ if (typeof expected === 'number') {
+ // for checking a scalar output by matmul 1D x 1D
+ expected = [expected];
+ actual = [actual];
+ }
+ if (metricType === 'ULP') {
+ assert_array_approx_equals_ulp(actual, expected, tolerance, operandType, description);
+ } else if (metricType === 'ATOL') {
+ assert_array_approx_equals(actual, expected, tolerance, description);
+ }
+};
+
+/**
+ * Check computed results with expected data.
+ * @param {String} operationName - An operation name
+ * @param {Object.<String, MLOperand>} namedOutputOperands
+ * @param {Object.<MLNamedArrayBufferViews>} outputs - The resources of required outputs
+ * @param {Object} resources - Resources used for building a graph
+ */
+const checkResults = (operationName, namedOutputOperands, outputs, resources) => {
+ const metricType = Object.keys(PrecisionMetrics[operationName])[0];
+ const expected = resources.expected;
+ let tolerance;
+ let operandType;
+ let outputData;
+ let expectedData;
+ if (Array.isArray(expected)) {
+ // the outputs of split() or gru() is a sequence
+ for (let operandName in namedOutputOperands) {
+ outputData = outputs[operandName];
+ // for some operations which may have multi outputs of different types
+ [expectedData, operandType] = getExpectedDataAndType(expected, operandName);
+ tolerance = getPrecisonTolerance(operationName, metricType, resources);
+ doAssert(operationName, outputData, expectedData, tolerance, operandType, metricType)
+ }
+ } else {
+ outputData = outputs[expected.name];
+ expectedData = expected.data;
+ operandType = expected.type;
+ tolerance = getPrecisonTolerance(operationName, metricType, resources);
+ doAssert(operationName, outputData, expectedData, tolerance, operandType, metricType)
+ }
+};
+
+/**
+ * Create a constant operand
+ * @param {MLGraphBuilder} builder - A ML graph builder
+ * @param {Object} resources - Resources used for constant operand
+ * @returns {MLOperand} A constant operand
+ */
+const createConstantOperand = (builder, resources) => {
+ const bufferView = new TypedArrayDict[resources.type](resources.data);
+ return builder.constant({dataType: resources.type, type: resources.type, dimensions: resources.shape}, bufferView);
+};
+
+/**
+ * Create single input operands for a graph.
+ * @param {MLGraphBuilder} builder - A ML graph builder
+ * @param {Object} resources - Resources used for building a graph
+ * @param {String} [inputOperandName] - An inputOperand name
+ * @returns {MLOperand} An input operand
+ */
+const createSingleInputOperand = (builder, resources, inputOperandName) => {
+ inputOperandName = inputOperandName ? inputOperandName : Object.keys(resources.inputs)[0];
+ const inputResources = resources.inputs[inputOperandName];
+ let operand;
+ if (resources.inputs[inputOperandName].hasOwnProperty('constant') && resources.inputs[inputOperandName]['constant']) {
+ operand = createConstantOperand(builder, resources.inputs[inputOperandName]);
+ } else {
+ operand = builder.input(inputOperandName, {dataType: inputResources.type, type: inputResources.type, dimensions: inputResources.shape});
+ }
+ return operand;
+};
+
+/**
+ * Create multi input operands for a graph.
+ * @param {MLGraphBuilder} builder - A ML graph builder
+ * @param {Object} resources - Resources used for building a graph
+ * @returns {MLOperand[]} Input operands array
+ */
+const createMultiInputOperands = (builder, resources) => {
+ let inputOperands = [];
+ const inputOperandNameArray = Object.keys(resources.inputs);
+ inputOperandNameArray.forEach(inputOperandName => {
+ const operand = createSingleInputOperand(builder, resources, inputOperandName);
+ inputOperands.push(operand);
+ });
+ return inputOperands;
+};
+
+/**
+ * Build an operation which has a single input.
+ * @param {String} operationName - An operation name
+ * @param {MLGraphBuilder} builder - A ML graph builder
+ * @param {Object} resources - Resources used for building a graph
+ * @returns {MLNamedOperands}
+ */
+const buildOperationWithSingleInput = (operationName, builder, resources) => {
+ const namedOutputOperand = {};
+ const inputOperand = createSingleInputOperand(builder, resources);
+ const outputOperand = resources.options ?
+ builder[operationName](inputOperand, resources.options) : builder[operationName](inputOperand);
+ namedOutputOperand[resources.expected.name] = outputOperand;
+ return namedOutputOperand;
+};
+
+/**
+ * Build an operation which has two inputs.
+ * @param {String} operationName - An operation name
+ * @param {MLGraphBuilder} builder - A ML graph builder
+ * @param {Object} resources - Resources used for building a graph
+ * @returns {MLNamedOperands}
+ */
+const buildOperationWithTwoInputs = (operationName, builder, resources) => {
+ // For example: MLOperand matmul(MLOperand a, MLOperand b);
+ const namedOutputOperand = {};
+ const [inputOperandA, inputOperandB] = createMultiInputOperands(builder, resources);
+ const outputOperand = resources.options ?
+ builder[operationName](inputOperandA, inputOperandB, resources.options) : builder[operationName](inputOperandA, inputOperandB);
+ namedOutputOperand[resources.expected.name] = outputOperand;
+ return namedOutputOperand;
+};
+
+const buildBatchNorm = (operationName, builder, resources) => {
+ // MLOperand batchNormalization(MLOperand input, MLOperand mean, MLOperand variance,
+ // optional MLBatchNormalizationOptions options = {});
+ const namedOutputOperand = {};
+ const [inputOperand, meanOperand, varianceOperand] = createMultiInputOperands(builder, resources);
+ const batchNormOptions = {...resources.options};
+ if (batchNormOptions.scale) {
+ batchNormOptions.scale = createConstantOperand(builder, batchNormOptions.scale);
+ }
+ if (batchNormOptions.bias) {
+ batchNormOptions.bias = createConstantOperand(builder, batchNormOptions.bias);
+ }
+ if (batchNormOptions.activation) {
+ batchNormOptions.activation = builder[batchNormOptions.activation]();
+ }
+ // invoke builder.batchNormalization()
+ namedOutputOperand[resources.expected.name] =
+ builder[operationName](inputOperand, meanOperand, varianceOperand, batchNormOptions);
+ return namedOutputOperand;
+};
+
+const buildCast = (operationName, builder, resources) => {
+ // MLOperand cast(MLOperand input, MLOperandDataType type);
+ const namedOutputOperand = {};
+ const inputOperand = createSingleInputOperand(builder, resources);
+ // invoke builder.cast()
+ namedOutputOperand[resources.expected.name] = builder[operationName](inputOperand, resources.type);
+ return namedOutputOperand;
+};
+
+const buildConcat = (operationName, builder, resources) => {
+ // MLOperand concat(sequence<MLOperand> inputs, unsigned long axis);
+ const namedOutputOperand = {};
+ const inputOperands = [];
+ let operand;
+ for (let input of resources.inputs) {
+ if (input.hasOwnProperty('constant') && input['constant']) {
+ operand = createConstantOperand(builder, input);
+ } else {
+ operand = builder.input(input.name, {dataType: input.type, type: input.type, dimensions: input.shape});
+ }
+ inputOperands.push(operand);
+ }
+ // invoke builder.concat()
+ namedOutputOperand[resources.expected.name] = builder[operationName](inputOperands, resources.axis);
+ return namedOutputOperand;
+};
+
+const buildConvTranspose2d = (operationName, builder, resources) => {
+ // MLOperand convTranspose2d(MLOperand input, MLOperand filter, optional MLConvTranspose2dOptions options = {});
+ const namedOutputOperand = {};
+ const [inputOperand, filterOperand] = createMultiInputOperands(builder, resources);
+ let convTranspose2dOptions = {...resources.options};
+ if (convTranspose2dOptions.bias) {
+ convTranspose2dOptions.bias = createConstantOperand(builder, convTranspose2dOptions.bias);
+ }
+ if (convTranspose2dOptions.activation) {
+ convTranspose2dOptions.activation = builder[convTranspose2dOptions.activation]();
+ }
+ namedOutputOperand[resources.expected.name] = builder[operationName](inputOperand, filterOperand, convTranspose2dOptions);
+ return namedOutputOperand;
+};
+
+const buildConv2d = (operationName, builder, resources) => {
+ // MLOperand conv2d(MLOperand input, MLOperand filter, optional MLConv2dOptions options = {});
+ const namedOutputOperand = {};
+ const [inputOperand, filterOperand] = createMultiInputOperands(builder, resources);
+ let conv2dOptions = {...resources.options};
+ if (conv2dOptions.bias) {
+ conv2dOptions.bias = createConstantOperand(builder, conv2dOptions.bias);
+ }
+ if (conv2dOptions.activation) {
+ conv2dOptions.activation = builder[conv2dOptions.activation]();
+ }
+ namedOutputOperand[resources.expected.name] = builder[operationName](inputOperand, filterOperand, conv2dOptions);
+ return namedOutputOperand;
+};
+
+const buildGemm = (operationName, builder, resources) => {
+ // MLOperand gemm(MLOperand a, MLOperand b, optional MLGemmOptions options = {});
+ const namedOutputOperand = {};
+ const [inputOperandA, inputOperandB] = createMultiInputOperands(builder, resources);
+ let gemmOptions = {...resources.options};
+ if (gemmOptions.c) {
+ if (gemmOptions.c.shape) {
+ gemmOptions.c = createConstantOperand(builder, gemmOptions.c);
+ } else {
+ // MLOperand c;
+ // Create a single-value operand when c is a scalar
+ gemmOptions.c = builder.constant({dataType: 'float32', type: 'float32', dimensions: [1]}, new Float32Array([gemmOptions.c]));
+ }
+ }
+ namedOutputOperand[resources.expected.name] = builder[operationName](inputOperandA, inputOperandB, gemmOptions);
+ return namedOutputOperand;
+};
+
+const buildLayerNorm = (operationName, builder, resources) => {
+ // MLOperand layerNormalization(MLOperand input, optional MLLayerNormalizationOptions options = {});
+ // MLOperand instanceNormalization(MLOperand input, optional MLInstanceNormalizationOptions options = {});
+ const namedOutputOperand = {};
+ const inputOperand = createSingleInputOperand(builder, resources);
+ const layerNormOptions = {...resources.options};
+ if (layerNormOptions.scale) {
+ layerNormOptions.scale = createConstantOperand(builder, layerNormOptions.scale);
+ }
+ if (layerNormOptions.bias) {
+ layerNormOptions.bias = createConstantOperand(builder, layerNormOptions.bias);
+ }
+ // invoke builder.layerNormalization() or builder.instanceNormalization()
+ namedOutputOperand[resources.expected.name] = builder[operationName](inputOperand, layerNormOptions);
+ return namedOutputOperand;
+};
+
+const buildPad = (operationName, builder, resources) => {
+ // MLOperand pad(MLOperand input, sequence<unsigned long> beginningPadding, sequence<unsigned long> endingPadding, optional MLPadOptions options = {});
+ const namedOutputOperand = {};
+ const inputOperand = createSingleInputOperand(builder, resources);
+ // invoke builder.pad()
+ namedOutputOperand[resources.expected.name] = builder[operationName](inputOperand, resources.beginningPadding, resources.endingPadding, resources.options);
+ return namedOutputOperand;
+};
+
+const buildReshape = (operationName, builder, resources) => {
+ // MLOperand reshape(MLOperand input, sequence<unsigned long> newShape);
+ // MLOperand expand(MLOperand input, sequence<unsigned long> newShape);
+ const namedOutputOperand = {};
+ const inputOperand = createSingleInputOperand(builder, resources);
+ // invoke builder.reshape() or builder.expand()
+ namedOutputOperand[resources.expected.name] = builder[operationName](inputOperand, resources.newShape);
+ return namedOutputOperand;
+};
+
+const buildSlice = (operationName, builder, resources) => {
+ // MLOperand slice(MLOperand input, sequence<unsigned long> starts, sequence<unsigned long> sizes);
+ const namedOutputOperand = {};
+ const inputOperand = createSingleInputOperand(builder, resources);
+ // invoke builder.slice()
+ namedOutputOperand[resources.expected.name] = builder[operationName](inputOperand, resources.starts, resources.sizes);
+ return namedOutputOperand;
+};
+
+const buildSplit = (operationName, builder, resources) => {
+ // sequence<MLOperand> split(MLOperand input,
+ // (unsigned long or sequence<unsigned long>) splits,
+ // optional MLSplitOptions options = {});
+ const namedOutputOperand = {};
+ const inputOperand = createSingleInputOperand(builder, resources);
+ // invoke builder.split()
+ const outputOperands = builder[operationName](inputOperand, resources.splits, resources.options);
+ resources.expected.forEach((resourceDict, index) => {
+ namedOutputOperand[resourceDict.name] = outputOperands[index];
+ });
+ return namedOutputOperand;
+};
+
+const buildWhere = (operationName, builder, resources) => {
+ // MLOperand where(MLOperand condition, MLOperand trueValues, MLOperand falseValues);
+ const namedOutputOperand = {};
+ const [conditionOperand, trueValuesOperand, falseValuesOperand] = createMultiInputOperands(builder, resources);
+ // invoke builder.where()
+ namedOutputOperand[resources.expected.name] = builder[operationName](conditionOperand, trueValuesOperand, falseValuesOperand);
+ return namedOutputOperand;
+};
+
+/**
+ * Build a graph.
+ * @param {String} operationName - An operation name
+ * @param {MLGraphBuilder} builder - A ML graph builder
+ * @param {Object} resources - Resources used for building a graph
+ * @param {Function} buildFunc - A build function for an operation
+ * @returns [namedOperands, inputs, outputs]
+ */
+const buildGraph = (operationName, builder, resources, buildFunc) => {
+ const namedOperands = buildFunc(operationName, builder, resources);
+ let inputs = {};
+ if (Array.isArray(resources.inputs)) {
+ // the inputs of concat() is a sequence
+ for (let subInput of resources.inputs) {
+ if (!subInput.hasOwnProperty('constant') || !subInput.constant) {
+ inputs[subInput.name] = getTypedArrayData(subInput.type, subInput.data);
+ }
+ }
+ } else {
+ for (let inputName in resources.inputs) {
+ const subTestByName = resources.inputs[inputName];
+ if (!subTestByName.hasOwnProperty('constant') || !subTestByName.constant) {
+ inputs[inputName] = getTypedArrayData(subTestByName.type, subTestByName.data);
+ }
+ }
+ }
+ let outputs = {};
+ if (Array.isArray(resources.expected)) {
+ // the outputs of split() or gru() is a sequence
+ for (let i = 0; i < resources.expected.length; i++) {
+ const subExpected = resources.expected[i];
+ outputs[subExpected.name] = new TypedArrayDict[subExpected.type](sizeOfShape(subExpected.shape));
+ }
+ } else {
+ // matmul 1D with 1D produces a scalar which doesn't have its shape
+ const shape = resources.expected.shape ? resources.expected.shape : [1];
+ outputs[resources.expected.name] = new TypedArrayDict[resources.expected.type](sizeOfShape(shape));
+ }
+ return [namedOperands, inputs, outputs];
+};
+
+/**
+ * Build a graph, synchronously compile graph and execute, then check computed results.
+ * @param {String} operationName - An operation name
+ * @param {MLContext} context - A ML context
+ * @param {MLGraphBuilder} builder - A ML graph builder
+ * @param {Object} resources - Resources used for building a graph
+ * @param {Function} buildFunc - A build function for an operation
+ */
+const runSync = (operationName, context, builder, resources, buildFunc) => {
+ // build a graph
+ const [namedOutputOperands, inputs, outputs] = buildGraph(operationName, builder, resources, buildFunc);
+ // synchronously compile the graph up to the output operand
+ const graph = builder.buildSync(namedOutputOperands);
+ // synchronously execute the compiled graph.
+ context.computeSync(graph, inputs, outputs);
+ checkResults(operationName, namedOutputOperands, outputs, resources);
+};
+
+/**
+ * Build a graph, asynchronously compile graph and execute, then check computed results.
+ * @param {String} operationName - An operation name
+ * @param {MLContext} context - A ML context
+ * @param {MLGraphBuilder} builder - A ML graph builder
+ * @param {Object} resources - Resources used for building a graph
+ * @param {Function} buildFunc - A build function for an operation
+ */
+const run = async (operationName, context, builder, resources, buildFunc) => {
+ // build a graph
+ const [namedOutputOperands, inputs, outputs] = buildGraph(operationName, builder, resources, buildFunc);
+ // asynchronously compile the graph up to the output operand
+ const graph = await builder.build(namedOutputOperands);
+ // asynchronously execute the compiled graph
+ const result = await context.compute(graph, inputs, outputs);
+ checkResults(operationName, namedOutputOperands, result.outputs, resources);
+};
+
+/**
+ * Run WebNN operation tests.
+ * @param {(String[]|String)} operationName - An operation name array or an operation name
+ * @param {Function} buildFunc - A build function for an operation
+ * @param {String} deviceType - The execution device type for this test
+ */
+const testWebNNOperation = (operationName, buildFunc, deviceType = 'cpu') => {
+ let operationNameArray;
+ if (typeof operationName === 'string') {
+ operationNameArray = [operationName];
+ } else if (Array.isArray(operationName)) {
+ operationNameArray = operationName;
+ }
+
+ ExecutionArray.forEach(executionType => {
+ const isSync = executionType === 'sync';
+ if (self.GLOBAL.isWindow() && isSync) {
+ return;
+ }
+ let context;
+ let builder;
+ if (isSync) {
+ // test sync
+ operationNameArray.forEach((subOperationName) => {
+ const tests = loadTests(subOperationName);
+ setup(() => {
+ context = navigator.ml.createContextSync({deviceType});
+ builder = new MLGraphBuilder(context);
+ });
+ for (const subTest of tests) {
+ test(() => {
+ runSync(subOperationName, context, builder, subTest, buildFunc);
+ }, `${subTest.name} / ${executionType}`);
+ }
+ });
+ } else {
+ // test async
+ operationNameArray.forEach((subOperationName) => {
+ const tests = loadTests(subOperationName);
+ promise_setup(async () => {
+ context = await navigator.ml.createContext({deviceType});
+ builder = new MLGraphBuilder(context);
+ });
+ for (const subTest of tests) {
+ promise_test(async () => {
+ await run(subOperationName, context, builder, subTest, buildFunc);
+ }, `${subTest.name} / ${executionType}`);
+ }
+ });
+ }
+ });
+};
+
+// ref: http://stackoverflow.com/questions/32633585/how-do-you-convert-to-half-floats-in-javascript
+const toHalf = (value) => {
+ let floatView = new Float32Array(1);
+ let int32View = new Int32Array(floatView.buffer);
+
+ /* This method is faster than the OpenEXR implementation (very often
+ * used, eg. in Ogre), with the additional benefit of rounding, inspired
+ * by James Tursa's half-precision code. */
+
+ floatView[0] = value;
+ let x = int32View[0];
+
+ let bits = (x >> 16) & 0x8000; /* Get the sign */
+ let m = (x >> 12) & 0x07ff; /* Keep one extra bit for rounding */
+ let e = (x >> 23) & 0xff; /* Using int is faster here */
+
+ /* If zero, or denormal, or exponent underflows too much for a denormal
+ * half, return signed zero. */
+ if (e < 103) {
+ return bits;
+ }
+
+ /* If NaN, return NaN. If Inf or exponent overflow, return Inf. */
+ if (e > 142) {
+ bits |= 0x7c00;
+ /* If exponent was 0xff and one mantissa bit was set, it means NaN,
+ * not Inf, so make sure we set one mantissa bit too. */
+ bits |= ((e == 255) ? 0 : 1) && (x & 0x007fffff);
+ return bits;
+ }
+
+ /* If exponent underflows but not too much, return a denormal */
+ if (e < 113) {
+ m |= 0x0800;
+ /* Extra rounding may overflow and set mantissa to 0 and exponent
+ * to 1, which is OK. */
+ bits |= (m >> (114 - e)) + ((m >> (113 - e)) & 1);
+ return bits;
+ }
+
+ bits |= ((e - 112) << 10) | (m >> 1);
+ /* Extra rounding. An overflow will set mantissa to 0 and increment
+ * the exponent, which is OK. */
+ bits += m & 1;
+ return bits;
+}; \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/sigmoid.https.any.js b/testing/web-platform/tests/webnn/sigmoid.https.any.js
new file mode 100644
index 0000000000..e904d8dfa7
--- /dev/null
+++ b/testing/web-platform/tests/webnn/sigmoid.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API sigmoid operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-sigmoid
+
+testWebNNOperation('sigmoid', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/slice.https.any.js b/testing/web-platform/tests/webnn/slice.https.any.js
new file mode 100644
index 0000000000..cb7acefc05
--- /dev/null
+++ b/testing/web-platform/tests/webnn/slice.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API slice operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-slice
+
+testWebNNOperation('slice', buildSlice); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/softmax.https.any.js b/testing/web-platform/tests/webnn/softmax.https.any.js
new file mode 100644
index 0000000000..8e5342bd75
--- /dev/null
+++ b/testing/web-platform/tests/webnn/softmax.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API softmax operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-softmax
+
+testWebNNOperation('softmax', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/softplus.https.any.js b/testing/web-platform/tests/webnn/softplus.https.any.js
new file mode 100644
index 0000000000..7096f64a04
--- /dev/null
+++ b/testing/web-platform/tests/webnn/softplus.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API softplus operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-softplus
+
+testWebNNOperation('softplus', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/softsign.https.any.js b/testing/web-platform/tests/webnn/softsign.https.any.js
new file mode 100644
index 0000000000..61a7d5365f
--- /dev/null
+++ b/testing/web-platform/tests/webnn/softsign.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API softsign operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-softsign
+
+testWebNNOperation('softsign', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/split.https.any.js b/testing/web-platform/tests/webnn/split.https.any.js
new file mode 100644
index 0000000000..b6fc5b4d98
--- /dev/null
+++ b/testing/web-platform/tests/webnn/split.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API split operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-split
+
+testWebNNOperation('split', buildSplit); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/tanh.https.any.js b/testing/web-platform/tests/webnn/tanh.https.any.js
new file mode 100644
index 0000000000..d0d45e754b
--- /dev/null
+++ b/testing/web-platform/tests/webnn/tanh.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API tanh operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-tanh
+
+testWebNNOperation('tanh', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/transpose.https.any.js b/testing/web-platform/tests/webnn/transpose.https.any.js
new file mode 100644
index 0000000000..63a123342a
--- /dev/null
+++ b/testing/web-platform/tests/webnn/transpose.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API transpose operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-transpose
+
+testWebNNOperation('transpose', buildOperationWithSingleInput); \ No newline at end of file
diff --git a/testing/web-platform/tests/webnn/where.https.any.js b/testing/web-platform/tests/webnn/where.https.any.js
new file mode 100644
index 0000000000..306128a814
--- /dev/null
+++ b/testing/web-platform/tests/webnn/where.https.any.js
@@ -0,0 +1,10 @@
+// META: title=test WebNN API where operation
+// META: global=window,dedicatedworker
+// META: script=./resources/utils.js
+// META: timeout=long
+
+'use strict';
+
+// https://webmachinelearning.github.io/webnn/#api-mlgraphbuilder-where
+
+testWebNNOperation('where', buildWhere); \ No newline at end of file