| { |
| "op": "ai.onnx.Clip", |
| "fixtureArrays": { |
| "onnx_backend_clip_input": [1.764052391052246, 0.40015721321105957, 0.978738009929657, 2.2408931255340576, 1.8675580024719238, -0.9772778749465942, 0.9500884413719177, -0.15135720372200012, -0.10321885347366333, 0.4105985164642334, 0.14404356479644775, 1.4542734622955322, 0.7610377073287964, 0.12167501449584961, 0.44386324286460876, 0.3336743414402008, 1.4940791130065918, -0.2051582634449005, 0.3130677044391632, -0.8540957570075989, -2.5529897212982178, 0.653618574142456, 0.8644362092018127, -0.7421650290489197, 2.269754648208618, -1.4543657302856445, 0.04575851559638977, -0.18718385696411133, 1.5327792167663574, 1.4693588018417358, 0.154947429895401, 0.37816253304481506, -0.8877857327461243, -1.980796456336975, -0.34791216254234314, 0.15634897351264954, 1.2302906513214111, 1.202379822731018, -0.38732680678367615, -0.302302747964859, -1.0485529899597168, -1.420017957687378, -1.7062702178955078, 1.950775384902954, -0.5096521973609924, -0.4380742907524109, -1.2527953386306763, 0.7774903774261475, -1.6138978004455566, -0.21274028718471527, -0.8954665660858154, 0.38690251111984253, -0.5108051300048828, -1.18063223361969, -0.02818222902715206, 0.4283318817615509, 0.06651721894741058, 0.30247190594673157, -0.6343221068382263, -0.3627411723136902] |
| }, |
| "cases": [ |
| { |
| "name": "f32_relu_style_positive_subnormal_gpu_gap", |
| "skipGpu": { |
| "category": "permanent", |
| "reason": "Portable WGSL floating-point semantics do not guarantee preservation of the subnormal values required by this fixture. Backend evidence: WebGPU/Metal flushes subnormals to zero (f32 and f16); the kernel cannot preserve denormal inputs/outputs bit-exactly." |
| }, |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_Relu", |
| "notes": "Clip with min=0 is ReLU-like: positive subnormal inputs should pass through instead of flushing to zero." |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [4], |
| "data": { "kind": "values", "values": [-1e-40, 0.0, 1e-40, 1e-39] } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [4], "tolerance": 0 } } |
| }, |
| { |
| "name": "f32_relu_style_positive_subnormal_scalar_gpu_gap", |
| "skipGpu": { |
| "category": "permanent", |
| "reason": "Portable WGSL floating-point semantics do not guarantee preservation of the subnormal values required by this fixture. Backend evidence: WebGPU/Metal flushes subnormals to zero (f32 and f16); the kernel cannot preserve denormal inputs/outputs bit-exactly." |
| }, |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_Relu", |
| "notes": "Scalar-path companion: Clip with min=0 should pass through positive subnormal inputs instead of flushing them to zero." |
| }, |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3], "data": { "kind": "values", "values": [-1e-40, 0.0, 1e-40] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3], "tolerance": 0 } } |
| }, |
| { |
| "name": "input_bounds_f32_small", |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [6], |
| "data": { "kind": "values", "values": [-3.0, -1.0, 0.5, 1.5, 3.0, 9.0] } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.5] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [2.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [6] } } |
| }, |
| { |
| "name": "input_bounds_f32_1024", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [1024], "data": { "kind": "linspace", "start": -4.0, "end": 4.0 } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.5] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [2.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [1024], "tolerance": 0.000001 } } |
| }, |
| { |
| "name": "input_bounds_f32_nonfinite", |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [4], |
| "data": { "kind": "values", "values": ["-Infinity", -1.0, 1.0, "Infinity"] } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": ["-Infinity"] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": ["Infinity"] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "float32", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": ["-Infinity", -1.0, 1.0, "Infinity"] } |
| } |
| } |
| }, |
| { |
| "name": "f16_relu6_style", |
| "inputs": { |
| "input": { "dtype": "float16", "shape": [4], "data": { "kind": "values", "values": [-1.0, 0.5, 7.0, 3.0] } }, |
| "min": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [0.0] } }, |
| "max": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [6.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float16", "shape": [4] } }, |
| "tolerance": 0.001 |
| }, |
| { |
| "name": "input_bounds_float32", |
| "provenance": { |
| "source": "onnx/onnx/backend/test/case/node/clip.py", |
| "notes": "Clip-13 expresses min/max as optional scalar inputs; this fixture exercises both tensor-bound inputs." |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [5], |
| "data": { "kind": "values", "values": [-3.0, -1.0, 0.5, 2.0, 9.0] } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [2.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [5], "tolerance": 0 } } |
| }, |
| { |
| "name": "input_bounds_float16", |
| "inputs": { |
| "input": { |
| "dtype": "float16", |
| "shape": [5], |
| "data": { "kind": "values", "values": [-4.0, -1.0, 0.5, 2.0, 8.0] } |
| }, |
| "min": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [-1.0] } }, |
| "max": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [2.0] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "float16", |
| "shape": [5], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-1.0, -1.0, 0.5, 2.0, 2.0] } |
| } |
| } |
| }, |
| { |
| "name": "input_bounds_int8", |
| "inputs": { |
| "input": { "dtype": "int8", "shape": [6], "data": { "kind": "values", "values": [-128, -12, -3, 4, 17, 127] } }, |
| "min": { "dtype": "int8", "shape": [], "data": { "kind": "values", "values": [-3] } }, |
| "max": { "dtype": "int8", "shape": [], "data": { "kind": "values", "values": [17] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "int8", |
| "shape": [6], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-3, -3, -3, 4, 17, 17] } |
| } |
| } |
| }, |
| { |
| "name": "input_bounds_uint8", |
| "inputs": { |
| "input": { "dtype": "uint8", "shape": [6], "data": { "kind": "values", "values": [0, 5, 17, 18, 199, 255] } }, |
| "min": { "dtype": "uint8", "shape": [], "data": { "kind": "values", "values": [17] } }, |
| "max": { "dtype": "uint8", "shape": [], "data": { "kind": "values", "values": [199] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "uint8", |
| "shape": [6], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [17, 17, 17, 18, 199, 199] } |
| } |
| } |
| }, |
| { |
| "name": "input_min_only_float16", |
| "inputs": { |
| "input": { "dtype": "float16", "shape": [4], "data": { "kind": "values", "values": [-4.0, -1.0, 0.5, 8.0] } }, |
| "min": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [-1.0] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "float16", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-1.0, -1.0, 0.5, 8.0] } |
| } |
| } |
| }, |
| { |
| "name": "input_max_only_float16", |
| "inputs": { |
| "input": { "dtype": "float16", "shape": [4], "data": { "kind": "values", "values": [-4.0, -1.0, 0.5, 8.0] } }, |
| "max": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [2.0] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "float16", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-4.0, -1.0, 0.5, 2.0] } |
| } |
| } |
| }, |
| { |
| "name": "input_min_only_int8", |
| "inputs": { |
| "input": { "dtype": "int8", "shape": [4], "data": { "kind": "values", "values": [-128, -3, 4, 127] } }, |
| "min": { "dtype": "int8", "shape": [], "data": { "kind": "values", "values": [-3] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "int8", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-3, -3, 4, 127] } |
| } |
| } |
| }, |
| { |
| "name": "input_max_only_int8", |
| "inputs": { |
| "input": { "dtype": "int8", "shape": [4], "data": { "kind": "values", "values": [-128, -3, 17, 127] } }, |
| "max": { "dtype": "int8", "shape": [], "data": { "kind": "values", "values": [17] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "int8", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-128, -3, 17, 17] } |
| } |
| } |
| }, |
| { |
| "name": "input_min_only_uint8", |
| "inputs": { |
| "input": { "dtype": "uint8", "shape": [4], "data": { "kind": "values", "values": [0, 17, 18, 255] } }, |
| "min": { "dtype": "uint8", "shape": [], "data": { "kind": "values", "values": [17] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "uint8", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [17, 17, 18, 255] } |
| } |
| } |
| }, |
| { |
| "name": "input_max_only_uint8", |
| "inputs": { |
| "input": { "dtype": "uint8", "shape": [4], "data": { "kind": "values", "values": [0, 17, 199, 255] } }, |
| "max": { "dtype": "uint8", "shape": [], "data": { "kind": "values", "values": [199] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "uint8", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [0, 17, 199, 199] } |
| } |
| } |
| }, |
| { |
| "name": "input_min_only_float32", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [4], "data": { "kind": "values", "values": [-4.0, -1.0, 0.5, 8.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.0] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "float32", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-1.0, -1.0, 0.5, 8.0] } |
| } |
| } |
| }, |
| { |
| "name": "input_max_only_float32", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [4], "data": { "kind": "values", "values": [-4.0, -1.0, 0.5, 8.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [2.0] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "float32", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-4.0, -1.0, 0.5, 2.0] } |
| } |
| } |
| }, |
| { |
| "name": "input_min_only_int32", |
| "inputs": { |
| "input": { |
| "dtype": "int32", |
| "shape": [4], |
| "data": { "kind": "values", "values": [-2147483648, -16777217, 0, 2147483647] } |
| }, |
| "min": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [-16777217] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "int32", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-16777217, -16777217, 0, 2147483647] } |
| } |
| } |
| }, |
| { |
| "name": "input_max_only_int32", |
| "inputs": { |
| "input": { |
| "dtype": "int32", |
| "shape": [4], |
| "data": { "kind": "values", "values": [-2147483648, 0, 16777217, 2147483647] } |
| }, |
| "max": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [16777217] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "int32", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-2147483648, 0, 16777217, 16777217] } |
| } |
| } |
| }, |
| { |
| "name": "input_min_only_uint32", |
| "inputs": { |
| "input": { |
| "dtype": "uint32", |
| "shape": [4], |
| "data": { "kind": "values", "values": [0, 16777216, 16777217, 4000000001] } |
| }, |
| "min": { "dtype": "uint32", "shape": [], "data": { "kind": "values", "values": [16777217] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "uint32", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [16777217, 16777217, 16777217, 4000000001] } |
| } |
| } |
| }, |
| { |
| "name": "input_max_only_uint32", |
| "inputs": { |
| "input": { |
| "dtype": "uint32", |
| "shape": [4], |
| "data": { "kind": "values", "values": [0, 16777217, 16777218, 4000000001] } |
| }, |
| "max": { "dtype": "uint32", "shape": [], "data": { "kind": "values", "values": [16777217] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "uint32", |
| "shape": [4], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [0, 16777217, 16777217, 16777217] } |
| } |
| } |
| }, |
| { |
| "name": "nan_input_propagates", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [4], "data": { "kind": "values", "values": ["NaN", -2.0, 0.0, 3.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [4], "tolerance": 0.000001, "allowNaN": true } } |
| }, |
| { |
| "name": "backend_min_greater_than_max", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3], "data": { "kind": "values", "values": [-2.0, 0.0, 6.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [2.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3], "tolerance": 0 } }, |
| "provenance": { "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_min_greater_than_max" } |
| }, |
| { |
| "name": "default_max_only", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [4], "data": { "kind": "values", "values": [-3.0, -0.5, 0.0, 2.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [4], "tolerance": 0 } } |
| }, |
| { |
| "name": "default_min_only", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [4], "data": { "kind": "values", "values": [-3.0, 0.0, 0.5, 2.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [4], "tolerance": 0 } } |
| }, |
| { |
| "name": "onnx_example_input_bounds", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3], "data": { "kind": "values", "values": [-2.0, 0.0, 2.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3], "tolerance": 0 } }, |
| "provenance": { "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_example" } |
| }, |
| { |
| "name": "default_no_bounds_uses_float_limits", |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [4], |
| "data": { "kind": "values", "values": ["-Infinity", -3.0, 3.0, "Infinity"] } |
| } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [4], "tolerance": 0 } } |
| }, |
| { |
| "name": "default_int32_vec4_full_range", |
| "provenance": { |
| "source": "ONNX Clip-13 specification", |
| "test": "omitted integer bounds use the dtype range on the packed path" |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "int32", |
| "shape": [4], |
| "data": { "kind": "values", "values": [-2147483648, -1, 1, 2147483647] } |
| } |
| }, |
| "outputs": { "output": { "dtype": "int32", "shape": [4], "tolerance": 0 } } |
| }, |
| { |
| "name": "zero_size_noop", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [0, 3], "data": { "kind": "values", "values": [] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [0, 3], "tolerance": 0 } } |
| }, |
| { |
| "name": "ort_int32_input_bounds", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_int32", |
| "notes": "ORT supplies min/max as scalar tensor inputs; the input_bounds route consumes both values directly." |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "int32", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [-1, 0, 1, -16, 12, -6, -5, 2, 16] } |
| }, |
| "min": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [-10] } }, |
| "max": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [10] } } |
| }, |
| "outputs": { "output": { "dtype": "int32", "shape": [3, 3], "tolerance": 0 } } |
| }, |
| { |
| "name": "ort_uint32_input_bounds", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_uint32", |
| "notes": "ORT supplies min/max as scalar tensor inputs; the input_bounds route consumes both values directly." |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "uint32", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [0, 0, 1, 5, 12, 3, 2, 7, 16] } |
| }, |
| "min": { "dtype": "uint32", "shape": [], "data": { "kind": "values", "values": [3] } }, |
| "max": { "dtype": "uint32", "shape": [], "data": { "kind": "values", "values": [10] } } |
| }, |
| "outputs": { "output": { "dtype": "uint32", "shape": [3, 3], "tolerance": 0 } } |
| }, |
| { |
| "name": "int32_exact_above_float24_no_float_cast", |
| "inputs": { |
| "input": { |
| "dtype": "int32", |
| "shape": [6], |
| "data": { "kind": "values", "values": [-16777218, -16777217, -16777216, 16777216, 16777217, 16777218] } |
| }, |
| "min": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [-16777217] } }, |
| "max": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [16777217] } } |
| }, |
| "outputs": { "output": { "dtype": "int32", "shape": [6], "tolerance": 0 } } |
| }, |
| { |
| "name": "uint32_exact_above_float24_no_float_cast", |
| "inputs": { |
| "input": { |
| "dtype": "uint32", |
| "shape": [5], |
| "data": { "kind": "values", "values": [16777215, 16777216, 16777217, 16777218, 20000000] } |
| }, |
| "min": { "dtype": "uint32", "shape": [], "data": { "kind": "values", "values": [16777216] } }, |
| "max": { "dtype": "uint32", "shape": [], "data": { "kind": "values", "values": [16777217] } } |
| }, |
| "outputs": { "output": { "dtype": "uint32", "shape": [5], "tolerance": 0 } } |
| }, |
| { |
| "name": "ort_input_bounds_f32_m10_p10", |
| "provenance": { "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", "test": "MathOpTest.Clip_6" }, |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [11.0, 4.4, 432.3, -1.3, 3.5, 64.0, -5.4, 9.3, 82.4] } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-10.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [10.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3, 3], "tolerance": 0.00001 } } |
| }, |
| { |
| "name": "ort_default_f32_3x3", |
| "provenance": { "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", "test": "MathOpTest.Clip_Default" }, |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [11.0, 4.4, 432.3, -1.3, 3.5, 64.0, -5.4, 9.3, 82.4] } |
| } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3, 3], "tolerance": 0 } } |
| }, |
| { |
| "name": "ort_default_int8_3x3", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_Default_int8" |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "int8", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [11, 4, 127, -1, 3, 64, -5, 9, 82] } |
| } |
| }, |
| "outputs": { "output": { "dtype": "int8", "shape": [3, 3], "tolerance": 0 } } |
| }, |
| { |
| "name": "ort_default_uint8_3x3", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_Default_uint8" |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "uint8", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [11, 4, 255, 1, 3, 64, 5, 9, 82] } |
| } |
| }, |
| "outputs": { "output": { "dtype": "uint8", "shape": [3, 3], "tolerance": 0 } } |
| }, |
| { |
| "name": "ort_f16_input_bounds", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_MLFloat16" |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "float16", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [-1.0, -2.0, -3.0, -4.0, 0.0, 2.0, 4.0, 6.0, 8.0] } |
| }, |
| "min": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [0.0] } }, |
| "max": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [6.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float16", "shape": [3, 3], "tolerance": 0.001 } } |
| }, |
| { |
| "name": "ort_input_bounds_f32_3x3", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip", |
| "notes": "ORT supplies min/max as scalar inputs; this fixture supplies both bounds through Clip-13 scalar tensor inputs." |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [-1.0, 0.0, 1.0, -6.0, 0.0, 6.0, -5.4, 2.0, 6.0] } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-5.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [5.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3, 3], "tolerance": 0 } } |
| }, |
| { |
| "name": "ort_f16_default_bounds", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_MLFloat16_NoMin_NoMax" |
| }, |
| "inputs": { |
| "input": { "dtype": "float16", "shape": [3], "data": { "kind": "values", "values": [-1.0, -2.0, 3.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float16", "shape": [3], "tolerance": 0.001 } } |
| }, |
| { |
| "name": "ort_f16_min_only", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_MLFloat16_NoMax" |
| }, |
| "inputs": { |
| "input": { "dtype": "float16", "shape": [3], "data": { "kind": "values", "values": [-1.0, -2.0, 3.0] } }, |
| "min": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [0.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float16", "shape": [3], "tolerance": 0.001 } } |
| }, |
| { |
| "name": "ort_f16_max_only", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_MLFloat16_NoMin" |
| }, |
| "inputs": { |
| "input": { "dtype": "float16", "shape": [3], "data": { "kind": "values", "values": [-1.0, -2.0, 3.0] } }, |
| "max": { "dtype": "float16", "shape": [], "data": { "kind": "values", "values": [0.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float16", "shape": [3], "tolerance": 0.001 } } |
| }, |
| { |
| "name": "ort_relu6_f32_3x3", |
| "provenance": { "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", "test": "MathOpTest.Clip_Relu6" }, |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [-1.0, 0.0, 1.0, -6.0, 3.5, 6.0, -5.4, 2.0, 8.0] } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [6.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3, 3], "tolerance": 0 } } |
| }, |
| { |
| "name": "ort_relu_min_only_f32_3x3", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_Relu", |
| "notes": "ORT supplies the lower bound as a scalar input; this fixture exercises the same Clip-13 input directly." |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [-1.0, 0.0, 1.0, -6.0, 3.5, 6.0, -5.4, 2.0, 8.0] } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "float32", |
| "shape": [3, 3], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [0.0, 0.0, 1.0, 0.0, 3.5, 6.0, 0.0, 2.0, 8.0] } |
| } |
| } |
| }, |
| { |
| "name": "ort_relu1_bounds_f32_3x3", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.Clip_Relu1", |
| "notes": "ORT supplies both bounds as scalar inputs; this fixture exercises the same Clip-13 inputs directly." |
| }, |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [3, 3], |
| "data": { "kind": "values", "values": [-1.0, 0.0, 1.0, -6.0, 3.5, 6.0, -5.4, 2.0, 8.0] } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "float32", |
| "shape": [3, 3], |
| "tolerance": 0, |
| "data": { "kind": "values", "values": [-1.0, 0.0, 1.0, -1.0, 1.0, 1.0, -1.0, 1.0, 1.0] } |
| } |
| } |
| }, |
| { |
| "name": "ort_empty_dim_input_bounds", |
| "provenance": { |
| "source": "onnxruntime/test/providers/cpu/math/clip_test.cc", |
| "test": "MathOpTest.ClipDimWithZero" |
| }, |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3, 0], "data": { "kind": "values", "values": [] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-5.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [5.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3, 0], "tolerance": 0 } } |
| }, |
| { |
| "name": "onnx_backend_clip", |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [3, 4, 5], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/onnx_backend_clip_input" } } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3, 4, 5] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_default_inbounds", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3], "data": { "kind": "values", "values": [-1.0, 0.0, 1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_default_inbounds", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_default_int8_inbounds", |
| "inputs": { "input": { "dtype": "int8", "shape": [3], "data": { "kind": "values", "values": [-1, 0, 1] } } }, |
| "outputs": { "output": { "dtype": "int8", "shape": [3] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_default_int8_inbounds", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_default_int8_max", |
| "inputs": { |
| "input": { |
| "dtype": "int8", |
| "shape": [3, 4, 5], |
| "data": { |
| "kind": "values", |
| "values": [0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 1, 1, 1, 0, -1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, -1, -1, 0, -1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0] |
| } |
| }, |
| "max": { "dtype": "int8", "shape": [], "data": { "kind": "values", "values": [0] } } |
| }, |
| "outputs": { "output": { "dtype": "int8", "shape": [3, 4, 5] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_default_int8_max", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_default_int8_min", |
| "inputs": { |
| "input": { |
| "dtype": "int8", |
| "shape": [3, 4, 5], |
| "data": { |
| "kind": "values", |
| "values": [1, 0, 0, 2, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, -2, 0, 0, 0, 2, -1, 0, 0, 1, 1, 0, 0, 0, -1, 0, 0, 1, 1, 0, 0, -1, -1, -1, 1, 0, 0, -1, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0] |
| } |
| }, |
| "min": { "dtype": "int8", "shape": [], "data": { "kind": "values", "values": [0] } } |
| }, |
| "outputs": { "output": { "dtype": "int8", "shape": [3, 4, 5] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_default_int8_min", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_default_max", |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [3, 4, 5], |
| "data": { |
| "kind": "values", |
| "values": [-0.6724604368209839, -0.35955315828323364, -0.8131462931632996, -1.7262825965881348, 0.17742614448070526, -0.4017809331417084, -1.630198359489441, 0.46278226375579834, -0.9072983860969543, 0.05194539576768875, 0.7290905714035034, 0.12898291647434235, 1.1394007205963135, -1.234825849533081, 0.4023416340351105, -0.6848101019859314, -0.8707971572875977, -0.5788496732711792, -0.3115525245666504, 0.056165341287851334, -1.1651498079299927, 0.9008265137672424, 0.4656624495983124, -1.5362436771392822, 1.4882521629333496, 1.895889163017273, 1.1787796020507812, -0.1799248307943344, -1.0707526206970215, 1.0544517040252686, -0.4031769335269928, 1.222445011138916, 0.2082749754190445, 0.9766390323638916, 0.3563663959503174, 0.7065731883049011, 0.01050002034753561, 1.7858705520629883, 0.12691208720207214, 0.4019893705844879, 1.8831506967544556, -1.3477590084075928, -1.2704850435256958, 0.969396710395813, -1.1731233596801758, 1.9436211585998535, -0.4136189818382263, -0.747454822063446, 1.922942042350769, 1.4805147647857666, 1.8675589561462402, 0.9060446619987488, -0.8612256646156311, 1.910064935684204, -0.26800337433815, 0.8024563789367676, 0.9472519755363464, -0.15501008927822113, 0.6140793561935425, 0.922206699848175] |
| } |
| }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3, 4, 5] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_default_max", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_default_min", |
| "inputs": { |
| "input": { |
| "dtype": "float32", |
| "shape": [3, 4, 5], |
| "data": { "kind": "values", "values": { "$ref": "#/fixtureArrays/onnx_backend_clip_input" } } |
| }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3, 4, 5] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_default_min", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_example", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3], "data": { "kind": "values", "values": [-2.0, 0.0, 2.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_example", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_inbounds", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3], "data": { "kind": "values", "values": [-1.0, 0.0, 1.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-5.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [5.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_inbounds", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_min_greater_than_max", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3], "data": { "kind": "values", "values": [-2.0, 0.0, 6.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [2.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_min_greater_than_max", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_outbounds", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3], "data": { "kind": "values", "values": [-6.0, 0.0, 6.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-5.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [5.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_outbounds", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "onnx_backend_clip_splitbounds", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [3], "data": { "kind": "values", "values": [-1.0, 0.0, 6.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-5.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [5.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [3] } }, |
| "provenance": { |
| "source": "cmake/external/onnx/onnx/backend/test/data/node/test_clip_splitbounds", |
| "notes": "ONNX Clip min/max bounds are supplied as scalar tensor inputs." |
| } |
| }, |
| { |
| "name": "vec4_u32_lanes", |
| "inputs": { |
| "input": { |
| "dtype": "uint32", |
| "shape": [8], |
| "data": { "kind": "values", "values": [0, 1, 5, 7, 100, 200, 201, 250] } |
| }, |
| "min": { "dtype": "uint32", "shape": [], "data": { "kind": "values", "values": [5] } }, |
| "max": { "dtype": "uint32", "shape": [], "data": { "kind": "values", "values": [200] } } |
| }, |
| "outputs": { "output": { "dtype": "uint32", "shape": [8] } } |
| }, |
| { |
| "name": "vec4_f32_nan_passthrough", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [4], "data": { "kind": "values", "values": ["NaN", 0.2, 5.0, -5.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [0.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { "output": { "dtype": "float32", "shape": [4], "tolerance": 0.000001, "allowNaN": true } } |
| }, |
| { |
| "name": "vec4_i32_lanes", |
| "inputs": { |
| "input": { |
| "dtype": "int32", |
| "shape": [8], |
| "data": { "kind": "values", "values": [-2147483648, -100, -50, -1, 0, 49, 50, 2147483647] } |
| }, |
| "min": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [-50] } }, |
| "max": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [50] } } |
| }, |
| "outputs": { "output": { "dtype": "int32", "shape": [8] } } |
| }, |
| { |
| "name": "vec4_u8_lanes", |
| "inputs": { |
| "input": { |
| "dtype": "uint8", |
| "shape": [8], |
| "data": { "kind": "values", "values": [0, 1, 5, 7, 100, 200, 201, 255] } |
| }, |
| "min": { "dtype": "uint8", "shape": [], "data": { "kind": "values", "values": [5] } }, |
| "max": { "dtype": "uint8", "shape": [], "data": { "kind": "values", "values": [200] } } |
| }, |
| "outputs": { "output": { "dtype": "uint8", "shape": [8] } } |
| }, |
| { |
| "name": "input_bounds_i32_min_greater_than_max", |
| "inputs": { |
| "input": { |
| "dtype": "int32", |
| "shape": [6], |
| "data": { "kind": "values", "values": [-2147483648, -10, 0, 5, 10, 2147483647] } |
| }, |
| "min": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [5] } }, |
| "max": { "dtype": "int32", "shape": [], "data": { "kind": "values", "values": [-5] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "int32", |
| "shape": [6], |
| "data": { "kind": "values", "values": [-5, -5, -5, -5, -5, -5] }, |
| "tolerance": 0 |
| } |
| } |
| }, |
| { |
| "name": "f32_nan_passthrough_with_input_bounds", |
| "inputs": { |
| "input": { "dtype": "float32", "shape": [4], "data": { "kind": "values", "values": ["NaN", -3.0, 0.5, 3.0] } }, |
| "min": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [-1.0] } }, |
| "max": { "dtype": "float32", "shape": [], "data": { "kind": "values", "values": [1.0] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "float32", |
| "shape": [4], |
| "data": { "kind": "values", "values": ["NaN", -1.0, 0.5, 1.0] }, |
| "tolerance": 0, |
| "allowNaN": true |
| } |
| } |
| }, |
| { |
| "name": "uint8_input_bounds_min_greater_than_max", |
| "inputs": { |
| "input": { "dtype": "uint8", "shape": [5], "data": { "kind": "values", "values": [0, 50, 100, 150, 255] } }, |
| "min": { "dtype": "uint8", "shape": [], "data": { "kind": "values", "values": [200] } }, |
| "max": { "dtype": "uint8", "shape": [], "data": { "kind": "values", "values": [100] } } |
| }, |
| "outputs": { |
| "output": { |
| "dtype": "uint8", |
| "shape": [5], |
| "data": { "kind": "values", "values": [100, 100, 100, 100, 100] }, |
| "tolerance": 0 |
| } |
| } |
| } |
| ] |
| } |
|
|
