| { |
| "fixtureArrays": { |
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| "wb_gamma": [0.241255, 0.55666, -0.835532, 0.564596, -1.338308, -0.278924, 0.357326, -1.745484, 0.277184, 0.101415, -0.018637, -0.526188, -0.011698, -2.349411, 0.206578, 0.357679], |
| "wb_beta": [-1.194839, 0.209146, -0.677225, -0.547338, 1.275685, -1.099577, 0.470916, 0.293907, -1.094209, 2.350204, -1.633769, 0.248753, -0.180166, 0.365134, -0.555731, 1.843083], |
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| "bc_input": [0.588867, 0.896484, -0.213623, 0.803223, 0.65918, -0.216187, 1.197266, -0.486084, -0.71875, 0.332031, -0.364746, -0.831543, -0.031219, -1.05957, 0.161621, 1.519531, 0.169312, 1.048828, 1.330078, 0.450195, -2.867188, -1.456055, 0.708496, -1.120117, -1.208984, -1.199219, -1.505859, -0.549316, 0.505371, 0.723145, -0.359131, -0.250977, -0.879883, -0.305664, 0.709473, 0.81543, 0.617676, -0.638672, 0.066772, -2.330078, -1.316406, 1.744141, 1.12207, -0.633789, -1.802734, -0.825684, 0.622559, -0.481689, -1.364258, -0.536621, -0.464111, 0.247437, -0.213989, 0.384521, 0.556641, -0.303711, -0.160034, 0.882324, -0.212036, -0.796387, 0.153076, -1.311523, 2.212891, 0.685059], |
| "bc_gamma": [0.789682, 0.869051, -0.010169, -0.021685, 0.506611, 1.267444, -0.312695, 0.877844, 0.598637, 0.598314, -1.721544, -0.593328, 0.986705, -0.419391, -0.852584, -0.572351, 0.912797, -0.586863, 0.477761, -0.484418, -0.193835, 0.347757, 0.327637, -1.100304, 1.233108, -0.272569, -0.688656, 0.687245, 0.398386, 0.888089, -0.792587, -0.769029, -0.427778, 0.100768, -2.18706, 1.279301, 1.109054, 0.375992, 1.514775, 1.271436, 0.822896, -0.47675, 0.475507, -1.011297, 1.177197, 1.58654, -1.059944, -0.145351, 0.841555, -2.014113, -0.230498, 0.302128, -0.180508, 0.980534, -0.126871, 0.203151, -0.754841, 0.42057, -1.085798, 1.335042, -0.67493, 2.453507, 2.139259, 1.087436], |
| "bc_beta": [-0.064518, -0.262683, 0.827528, -0.960938, 1.062519, 2.417941, 0.212789, -1.63843, 1.875453, -0.883058, -0.006704, 0.424894, -0.869972, 0.727008, 0.879303, -3.024141, -2.610873, 1.269641, 0.883006, 0.804167, -1.510324, 2.258091, -0.00675, -1.553668, -1.659453, 0.579603, 0.652358, 0.007077, 0.09918, 0.418658, -0.273778, -1.036199, -1.128691, -0.296022, -0.224056, 1.476306, 0.577624, -0.372049, -0.581659, -1.841807, -0.361721, 0.05116, -0.749332, -2.634807, 0.562719, -0.738667, 0.024864, -1.135937, -1.368144, -1.458886, -0.946683, 1.953936, -1.198661, 0.166648, 0.447206, -0.45814, -0.553395, 0.1129, 0.255989, -0.184551, 1.254163, -0.260479, -1.232429, 1.902575], |
| "bc_skip": [0.952148, 1.342773, -0.172974, -0.395264, 1.119141, 0.330566, 0.281494, 0.4729, -0.692871, -0.634766, 0.013504, -1.866211, -0.428223, 0.669922, -0.323486, 0.713867, -0.350586, 0.65918, -0.288574, 0.324219, -0.300781, -0.789551, -0.216431, -0.221436, -0.08667, 0.366211, -0.643555, -0.977051, 0.001021, 0.415527, -0.271729, 0.836426, 0.03537, -0.806152, 0.936035, -0.021332, -1.095703, 0.97168, 1.648438, 0.84082, 0.837402, 0.60791, -1.894531, 0.666016, -0.171143, 1.625977, -0.620117, -0.039581, 1.702148, -2.410156, 1.56543, -0.756348, 1.446289, 0.583496, -0.497559, -0.271729, -0.956055, -1.642578, 0.833496, -1.136719, 1.248047, -2.515625, 0.080383, 0.376221], |
| "bc_norm": [0.494873, 1.017578, 0.841797, -0.949219, 1.552734, 1.333984, 0.012703, -2.511719, 1.424805, -0.818359, -0.128418, 1.462891, -0.882812, 0.709961, 0.693848, -4.210938, -2.505859, 0.513184, 1.300781, 0.460938, -1.172852, 1.851562, 0.167969, -0.885254, -2.535156, 0.656738, 1.683594, -0.627441, 0.478271, 1.782227, -0.196777, -1.824219, -0.791016, -0.398682, -3.197266, 2.275391, 0.052704, -0.286865, 1.567383, -3.552734, -0.646973, -0.927734, -1.032227, -2.722656, -1.337891, 0.432129, -0.040253, -1.080078, -1.118164, 3.123047, -1.15332, 1.84375, -1.378906, 0.941406, 0.437256, -0.542969, -0.218872, 0.006115, -0.265869, -1.356445, 0.649902, -4.882812, 1.696289, 2.679688], |
| "bc_add_out": [1.541016, 2.238281, -0.386719, 0.407959, 1.77832, 0.11438, 1.478516, -0.013184, -1.412109, -0.302734, -0.351318, -2.697266, -0.459473, -0.389648, -0.161865, 2.234375, -0.181274, 1.708008, 1.041016, 0.774414, -3.167969, -2.246094, 0.492188, -1.341797, -1.295898, -0.833008, -2.148438, -1.526367, 0.506348, 1.138672, -0.630859, 0.585449, -0.844727, -1.111328, 1.645508, 0.793945, -0.478027, 0.333008, 1.714844, -1.489258, -0.479004, 2.351562, -0.772461, 0.032227, -1.973633, 0.800293, 0.002441, -0.521484, 0.337891, -2.947266, 1.101562, -0.508789, 1.232422, 0.967773, 0.059082, -0.575195, -1.116211, -0.760254, 0.621582, -1.933594, 1.401367, -3.828125, 2.292969, 1.061523], |
| "nhwc_group_block_tail_c320_float32_input_X": [-0.5, -0.4375, -0.375, -0.3125, -0.25, -0.1875, -0.125, -0.0625, 0, 0.0625, 0.125, 0.1875, 0.25, 0.3125, 0.375, 0.4375, 0.5] |
| }, |
| "cases": [ |
| { |
| "name": "ort_skip_group_norm_with_bias", |
| "provenance": { |
| "source": "onnxruntime/test/contrib_ops/skip_group_norm_op_test.cc", |
| "test": "SkipGroupNormTest.SkipGroupNorm_with_bias", |
| "note": "explicit channels_last = 1" |
| }, |
| "attrs": { "groups": 4, "activation": 0, "channels_last": 1, "epsilon": 0.00001 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_input" } } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_gamma" } } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_beta" } } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_skip" } } |
| }, |
| "bias": { |
| "dtype": "float16", |
| "shape": [16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_bias" } } |
| } |
| }, |
| "outputs": { |
| "Y": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_norm" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| }, |
| "S": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_add_out" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| } |
| } |
| }, |
| { |
| "name": "ort_skip_group_norm_with_bias_default_layout", |
| "provenance": { |
| "source": "onnxruntime/test/contrib_ops/skip_group_norm_op_test.cc", |
| "test": "SkipGroupNormTest.SkipGroupNorm_with_bias", |
| "note": "channels_last left at its default, the gtest's channels_last = -1 instantiation" |
| }, |
| "attrs": { "groups": 4, "activation": 0, "epsilon": 0.00001 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_input" } } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_gamma" } } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_beta" } } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_skip" } } |
| }, |
| "bias": { |
| "dtype": "float16", |
| "shape": [16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_bias" } } |
| } |
| }, |
| "outputs": { |
| "Y": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_norm" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| }, |
| "S": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_add_out" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| } |
| } |
| }, |
| { |
| "name": "ort_skip_group_norm_with_bias_no_sum_output", |
| "provenance": { |
| "source": "onnxruntime/test/contrib_ops/skip_group_norm_op_test.cc", |
| "test": "SkipGroupNormTest.SkipGroupNorm_with_bias", |
| "note": "the same table with the optional S output not requested; Y is unchanged because the sum is round-tripped at the tensor type either way" |
| }, |
| "attrs": { "groups": 4, "activation": 0, "channels_last": 1, "epsilon": 0.00001 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_input" } } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_gamma" } } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_beta" } } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_skip" } } |
| }, |
| "bias": { |
| "dtype": "float16", |
| "shape": [16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_bias" } } |
| } |
| }, |
| "outputs": { |
| "Y": { |
| "dtype": "float16", |
| "shape": [2, 2, 2, 16], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/wb_norm" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| } |
| } |
| }, |
| { |
| "name": "ort_skip_group_norm_broadcast_skip_rank2_with_sum", |
| "provenance": { |
| "source": "onnxruntime/test/contrib_ops/skip_group_norm_op_test.cc", |
| "test": "SkipGroupNormTest.SkipGroupNorm_no_bias_broadcast_skip", |
| "note": "skip spelled (N, C), which broadcasts; S requested" |
| }, |
| "attrs": { "groups": 8, "activation": 0, "channels_last": 1, "epsilon": 0.00001 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_input" } } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_gamma" } } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_beta" } } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_skip" } } |
| } |
| }, |
| "outputs": { |
| "Y": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_norm" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| }, |
| "S": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_add_out" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| } |
| } |
| }, |
| { |
| "name": "ort_skip_group_norm_broadcast_skip_rank2_no_sum", |
| "provenance": { |
| "source": "onnxruntime/test/contrib_ops/skip_group_norm_op_test.cc", |
| "test": "SkipGroupNormTest.SkipGroupNorm_no_bias_broadcast_skip", |
| "note": "skip spelled (N, C), which broadcasts; S not requested" |
| }, |
| "attrs": { "groups": 8, "activation": 0, "channels_last": 1, "epsilon": 0.00001 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_input" } } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_gamma" } } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_beta" } } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_skip" } } |
| } |
| }, |
| "outputs": { |
| "Y": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_norm" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| } |
| } |
| }, |
| { |
| "name": "ort_skip_group_norm_broadcast_skip_rank4_with_sum", |
| "provenance": { |
| "source": "onnxruntime/test/contrib_ops/skip_group_norm_op_test.cc", |
| "test": "SkipGroupNormTest.SkipGroupNorm_no_bias_broadcast_skip", |
| "note": "skip spelled (N, 1, 1, C), which at H = W = 1 is an exact shape match and takes the non-broadcast route; S requested" |
| }, |
| "attrs": { "groups": 8, "activation": 0, "channels_last": 1, "epsilon": 0.00001 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_input" } } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_gamma" } } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_beta" } } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_skip" } } |
| } |
| }, |
| "outputs": { |
| "Y": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_norm" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| }, |
| "S": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_add_out" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| } |
| } |
| }, |
| { |
| "name": "ort_skip_group_norm_broadcast_skip_rank4_no_sum", |
| "provenance": { |
| "source": "onnxruntime/test/contrib_ops/skip_group_norm_op_test.cc", |
| "test": "SkipGroupNormTest.SkipGroupNorm_no_bias_broadcast_skip", |
| "note": "skip spelled (N, 1, 1, C), which at H = W = 1 is an exact shape match and takes the non-broadcast route; S not requested" |
| }, |
| "attrs": { "groups": 8, "activation": 0, "channels_last": 1, "epsilon": 0.00001 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_input" } } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_gamma" } } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_beta" } } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_skip" } } |
| } |
| }, |
| "outputs": { |
| "Y": { |
| "dtype": "float16", |
| "shape": [1, 1, 1, 64], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/bc_norm" } }, |
| "tolerance": 0.02, |
| "relTolerance": 0.004 |
| } |
| } |
| }, |
| { |
| "name": "nhwc_vec4_bias_sum_silu_f16", |
| "attrs": { "groups": 8, "activation": 1, "channels_last": 1 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [1, 32, 32, 64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.11, "cosStep": 0.28 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [1, 32, 32, 64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.42, "cosStep": 0.16 } |
| }, |
| "bias": { |
| "dtype": "float16", |
| "shape": [64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.19, "cosStep": 0.37 } |
| } |
| }, |
| "outputs": { |
| "Y": { "dtype": "float16", "shape": [1, 32, 32, 64], "tolerance": 0.01, "relTolerance": 0.004 }, |
| "S": { "dtype": "float16", "shape": [1, 32, 32, 64], "tolerance": 0.01, "relTolerance": 0.004 } |
| } |
| }, |
| { |
| "name": "nhwc_vec4_bias_nosum_f32", |
| "attrs": { "groups": 8, "activation": 0, "channels_last": 1 }, |
| "inputs": { |
| "X": { |
| "dtype": "float32", |
| "shape": [1, 32, 32, 64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.30000000000000004 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float32", |
| "shape": [1, 32, 32, 64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.44, "cosStep": 0.18 } |
| }, |
| "bias": { |
| "dtype": "float32", |
| "shape": [64], |
| "data": { "kind": "fillFloat32", "sinStep": 0.19, "cosStep": 0.37 } |
| } |
| }, |
| "outputs": { "Y": { "dtype": "float32", "shape": [1, 32, 32, 64], "tolerance": 0.0005, "relTolerance": 0.0005 } } |
| }, |
| { |
| "name": "nhwc_vec4_nobias_sum_f32", |
| "attrs": { "groups": 4, "activation": 1, "channels_last": 1 }, |
| "inputs": { |
| "X": { |
| "dtype": "float32", |
| "shape": [2, 8, 8, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.17, "cosStep": 0.34 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
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| "skip": { |
| "dtype": "float32", |
| "shape": [2, 8, 8, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.48, "cosStep": 0.22000000000000003 } |
| } |
| }, |
| "outputs": { |
| "Y": { "dtype": "float32", "shape": [2, 8, 8, 32], "tolerance": 0.0005, "relTolerance": 0.0005 }, |
| "S": { "dtype": "float32", "shape": [2, 8, 8, 32], "tolerance": 0.0005, "relTolerance": 0.0005 } |
| } |
| }, |
| { |
| "name": "nhwc_vec4_nobias_nosum_f16", |
| "attrs": { "groups": 4, "activation": 0, "channels_last": 1 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [2, 8, 8, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.17, "cosStep": 0.34 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [2, 8, 8, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.48, "cosStep": 0.22000000000000003 } |
| } |
| }, |
| "outputs": { "Y": { "dtype": "float16", "shape": [2, 8, 8, 32], "tolerance": 0.01, "relTolerance": 0.004 } } |
| }, |
| { |
| "name": "nhwc_scalar_odd_cpg_bias_sum", |
| "attrs": { "groups": 32, "activation": 1, "channels_last": 1 }, |
| "inputs": { |
| "X": { |
| "dtype": "float32", |
| "shape": [2, 3, 3, 96], |
| "data": { "kind": "fillFloat32", "sinStep": 0.19, "cosStep": 0.36 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [96], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [96], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float32", |
| "shape": [2, 3, 3, 96], |
| "data": { "kind": "fillFloat32", "sinStep": 0.5, "cosStep": 0.24 } |
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| "bias": { |
| "dtype": "float32", |
| "shape": [96], |
| "data": { "kind": "fillFloat32", "sinStep": 0.19, "cosStep": 0.37 } |
| } |
| }, |
| "outputs": { |
| "Y": { "dtype": "float32", "shape": [2, 3, 3, 96], "tolerance": 0.0005, "relTolerance": 0.0005 }, |
| "S": { "dtype": "float32", "shape": [2, 3, 3, 96], "tolerance": 0.0005, "relTolerance": 0.0005 } |
| } |
| }, |
| { |
| "name": "nhwc_scalar_odd_cpg_nobias_nosum_f16", |
| "attrs": { "groups": 32, "activation": 0, "channels_last": 1 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [2, 3, 3, 96], |
| "data": { "kind": "fillFloat32", "sinStep": 0.19, "cosStep": 0.36 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [96], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [96], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [2, 3, 3, 96], |
| "data": { "kind": "fillFloat32", "sinStep": 0.5, "cosStep": 0.24 } |
| } |
| }, |
| "outputs": { "Y": { "dtype": "float16", "shape": [2, 3, 3, 96], "tolerance": 0.01, "relTolerance": 0.004 } } |
| }, |
| { |
| "name": "nhwc_broadcast_skip_rank2_bias_sum", |
| "attrs": { "groups": 4, "activation": 0, "channels_last": 1 }, |
| "inputs": { |
| "X": { |
| "dtype": "float32", |
| "shape": [2, 4, 4, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.23, "cosStep": 0.4 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float32", |
| "shape": [2, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.54, "cosStep": 0.28 } |
| }, |
| "bias": { |
| "dtype": "float32", |
| "shape": [32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.19, "cosStep": 0.37 } |
| } |
| }, |
| "outputs": { |
| "Y": { "dtype": "float32", "shape": [2, 4, 4, 32], "tolerance": 0.0005, "relTolerance": 0.0005 }, |
| "S": { "dtype": "float32", "shape": [2, 4, 4, 32], "tolerance": 0.0005, "relTolerance": 0.0005 } |
| } |
| }, |
| { |
| "name": "nhwc_broadcast_skip_rank4_nobias_sum_f16", |
| "attrs": { "groups": 4, "activation": 1, "channels_last": 1 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [2, 4, 4, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.23, "cosStep": 0.4 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [2, 1, 1, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.54, "cosStep": 0.28 } |
| } |
| }, |
| "outputs": { |
| "Y": { "dtype": "float16", "shape": [2, 4, 4, 32], "tolerance": 0.01, "relTolerance": 0.004 }, |
| "S": { "dtype": "float16", "shape": [2, 4, 4, 32], "tolerance": 0.01, "relTolerance": 0.004 } |
| } |
| }, |
| { |
| "name": "nhwc_broadcast_skip_scalar_cpg_nosum", |
| "attrs": { "groups": 4, "activation": 1, "channels_last": 1 }, |
| "inputs": { |
| "X": { |
| "dtype": "float32", |
| "shape": [1, 5, 5, 12], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.45999999999999996 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [12], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [12], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float32", |
| "shape": [1, 12], |
| "data": { "kind": "fillFloat32", "sinStep": 0.6, "cosStep": 0.33999999999999997 } |
| }, |
| "bias": { |
| "dtype": "float32", |
| "shape": [12], |
| "data": { "kind": "fillFloat32", "sinStep": 0.19, "cosStep": 0.37 } |
| } |
| }, |
| "outputs": { "Y": { "dtype": "float32", "shape": [1, 5, 5, 12], "tolerance": 0.0005, "relTolerance": 0.0005 } } |
| }, |
| { |
| "name": "nchw_vec4_bias_sum_f32", |
| "attrs": { "groups": 4, "activation": 0, "channels_last": 0 }, |
| "inputs": { |
| "X": { |
| "dtype": "float32", |
| "shape": [1, 16, 32, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.31, "cosStep": 0.48 } |
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| "gamma": { |
| "dtype": "float32", |
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| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float32", |
| "shape": [1, 16, 32, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.62, "cosStep": 0.36 } |
| }, |
| "bias": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "fillFloat32", "sinStep": 0.19, "cosStep": 0.37 } |
| } |
| }, |
| "outputs": { |
| "Y": { "dtype": "float32", "shape": [1, 16, 32, 32], "tolerance": 0.0005, "relTolerance": 0.0005 }, |
| "S": { "dtype": "float32", "shape": [1, 16, 32, 32], "tolerance": 0.0005, "relTolerance": 0.0005 } |
| } |
| }, |
| { |
| "name": "nchw_vec4_nobias_sum_silu_f16", |
| "attrs": { "groups": 4, "activation": 1, "channels_last": 0 }, |
| "inputs": { |
| "X": { |
| "dtype": "float16", |
| "shape": [1, 16, 32, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.31, "cosStep": 0.48 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [16], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float16", |
| "shape": [1, 16, 32, 32], |
| "data": { "kind": "fillFloat32", "sinStep": 0.62, "cosStep": 0.36 } |
| } |
| }, |
| "outputs": { |
| "Y": { "dtype": "float16", "shape": [1, 16, 32, 32], "tolerance": 0.01, "relTolerance": 0.004 }, |
| "S": { "dtype": "float16", "shape": [1, 16, 32, 32], "tolerance": 0.01, "relTolerance": 0.004 } |
| } |
| }, |
| { |
| "name": "nchw_scalar_hw9_bias_nosum", |
| "attrs": { "groups": 3, "activation": 1, "channels_last": 0 }, |
| "inputs": { |
| "X": { |
| "dtype": "float32", |
| "shape": [2, 6, 3, 3], |
| "data": { "kind": "fillFloat32", "sinStep": 0.37, "cosStep": 0.54 } |
| }, |
| "gamma": { |
| "dtype": "float32", |
| "shape": [6], |
| "data": { "kind": "fillFloat32", "sinStep": 0.29, "cosStep": 0.13 } |
| }, |
| "beta": { |
| "dtype": "float32", |
| "shape": [6], |
| "data": { "kind": "fillFloat32", "sinStep": 0.07, "cosStep": 0.23 } |
| }, |
| "skip": { |
| "dtype": "float32", |
| "shape": [2, 6, 3, 3], |
| "data": { "kind": "fillFloat32", "sinStep": 0.6799999999999999, "cosStep": 0.42 } |
| }, |
| "bias": { |
| "dtype": "float32", |
| "shape": [6], |
| "data": { "kind": "fillFloat32", "sinStep": 0.19, "cosStep": 0.37 } |
| } |
| }, |
| "outputs": { "Y": { "dtype": "float32", "shape": [2, 6, 3, 3], "tolerance": 0.0005, "relTolerance": 0.0005 } } |
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