[
  {
    "name": "conv without bias addition A",
    "operator": "FusedConv",
    "attributes": [
      { "name": "activation", "data": "Relu", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" }
    ],
    "opset": { "domain": "com.microsoft", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [10, 20, 30, 40, 50, 60, 70, 80, 90],
            "dims": [1, 1, 3, 3],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [370, 470, 670, 770],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ]
      },
      {
        "name": "T[1]",
        "inputs": [
          {
            "data": [10, 20, -30, -40, -50, -60, 70, 80, 90],
            "dims": [1, 1, 3, 3],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [0, 0, 390, 430],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "NHWC conv without bias addition A",
    "operator": "Conv",
    "attributes": [
      { "name": "activation", "data": "Relu", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" }
    ],
    "opset": { "domain": "com.ms.internal.nhwc", "version": 11 },
    "cases": [
      {
        "name": "T[2]",
        "inputs": [
          {
            "data": [10, 20, 30, 40, 50, 60, 70, 80, 90],
            "dims": [1, 3, 3, 1],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [370, 470, 670, 770],
            "dims": [1, 2, 2, 1],
            "type": "float32"
          }
        ]
      },
      {
        "name": "T[3]",
        "inputs": [
          {
            "data": [10, 20, -30, -40, -50, -60, 70, 80, 90],
            "dims": [1, 3, 3, 1],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [0, 0, 390, 430],
            "dims": [1, 2, 2, 1],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "fused conv with clip",
    "operator": "FusedConv",
    "attributes": [
      { "name": "activation", "data": "Clip", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "activation_params", "data": [400.0, 600.0], "type": "floats" }
    ],
    "opset": { "domain": "com.microsoft", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [10, 20, 30, 40, 50, 60, 70, 80, 90],
            "dims": [1, 1, 3, 3],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [400, 470, 600, 600],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "fused conv with HardSigmoid",
    "operator": "FusedConv",
    "attributes": [
      { "name": "activation", "data": "HardSigmoid", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "activation_params", "data": [2.0, 5.0], "type": "floats" }
    ],
    "opset": { "domain": "com.microsoft", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [10, 20, -30, -40, -50, -60, 70, 80, 90],
            "dims": [1, 1, 3, 3],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [0, 0, 1, 1],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "NHWC conv with HardSigmoid",
    "operator": "Conv",
    "attributes": [
      { "name": "activation", "data": "HardSigmoid", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "activation_params", "data": [2.0, 5.0], "type": "floats" }
    ],
    "opset": { "domain": "com.ms.internal.nhwc", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [10, 20, -30, -40, -50, -60, 70, 80, 90],
            "dims": [1, 3, 3, 1],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [0, 0, 1, 1],
            "dims": [1, 2, 2, 1],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "fused group-conv with HardSigmoid",
    "operator": "FusedConv",
    "attributes": [
      { "name": "activation", "data": "HardSigmoid", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "group", "data": 3, "type": "int" },
      { "name": "activation_params", "data": [2.0, 5.0], "type": "floats" }
    ],
    "opset": { "domain": "com.microsoft", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
              0.0, 1.0, 2.0, -3.0, 4.0, -5.0, 6.0, 7.0, 8.0, -9.0, -10.0, 11.0, -12.0, 13.0, -14.0, 15.0, 16.0, 17.0,
              18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0
            ],
            "dims": [1, 3, 3, 3],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],
            "dims": [3, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1],
            "dims": [1, 3, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "NHWC group-conv with HardSigmoid",
    "operator": "Conv",
    "attributes": [
      { "name": "activation", "data": "HardSigmoid", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "group", "data": 3, "type": "int" },
      { "name": "activation_params", "data": [2.0, 5.0], "type": "floats" }
    ],
    "opset": { "domain": "com.ms.internal.nhwc", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
              0.0, 1.0, 2.0, -3.0, 4.0, -5.0, 6.0, 7.0, 8.0, -9.0, -10.0, 11.0, -12.0, 13.0, -14.0, 15.0, 16.0, 17.0,
              18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0
            ],
            "dims": [1, 3, 3, 3],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],
            "dims": [3, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1],
            "dims": [1, 2, 2, 3],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "fused group-conv with LeakyRelu",
    "operator": "FusedConv",
    "attributes": [
      { "name": "activation", "data": "LeakyRelu", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "group", "data": 3, "type": "int" },
      { "name": "activation_params", "data": [2.0], "type": "floats" }
    ],
    "opset": { "domain": "com.microsoft", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
              0.0, 1.0, 2.0, -3.0, 4.0, -5.0, 6.0, 7.0, 8.0, -9.0, -10.0, 11.0, -12.0, 13.0, -14.0, 15.0, 16.0, 17.0,
              18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0
            ],
            "dims": [1, 3, 3, 3],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],
            "dims": [3, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [9, -6, 51, 47, -170, -10, 251, 229, 847, 889, 973, 1015],
            "dims": [1, 3, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "NHWC group-conv with LeakyRelu",
    "operator": "Conv",
    "attributes": [
      { "name": "activation", "data": "LeakyRelu", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "group", "data": 3, "type": "int" },
      { "name": "activation_params", "data": [2.0], "type": "floats" }
    ],
    "opset": { "domain": "com.ms.internal.nhwc", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
              0.0, 1.0, 2.0, -3.0, 4.0, -5.0, 6.0, 7.0, 8.0, -9.0, -10.0, 11.0, -12.0, 13.0, -14.0, 15.0, 16.0, 17.0,
              18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0
            ],
            "dims": [1, 3, 3, 3],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],
            "dims": [3, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [-162, 63, -158, 33, 281, 85, 105, 337, 455, 177, 515, 609],
            "dims": [1, 2, 2, 3],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "fused conv with LeakyRelu",
    "operator": "FusedConv",
    "attributes": [
      { "name": "activation", "data": "LeakyRelu", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "activation_params", "data": [2.0], "type": "floats" }
    ],
    "opset": { "domain": "com.microsoft", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [10, 20, -30, -40, -50, -60, 70, 80, 90],
            "dims": [1, 1, 3, 3],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [-540, -860, 390, 430],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "NHWC conv with LeakyRelu",
    "operator": "Conv",
    "attributes": [
      { "name": "activation", "data": "LeakyRelu", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "activation_params", "data": [2.0], "type": "floats" }
    ],
    "opset": { "domain": "com.ms.internal.nhwc", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [10, 20, -30, -40, -50, -60, 70, 80, 90],
            "dims": [1, 3, 3, 1],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [-540, -860, 390, 430],
            "dims": [1, 2, 2, 1],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "fused conv with tanh",
    "operator": "FusedConv",
    "attributes": [
      { "name": "activation", "data": "Tanh", "type": "string" },
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" }
    ],
    "opset": { "domain": "com.microsoft", "version": 1 },
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9],
            "dims": [1, 1, 3, 3],
            "type": "float32"
          },
          {
            "data": [0.11, 0.12, 0.13, 0.14],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [0.15572261810302734, 0.20409323275089264, 0.29770541191101074, 0.3425688147544861],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
  }
]