[
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    "name": "conv without bias addition A",
    "operator": "Conv",
    "attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
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            "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"
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        ],
        "outputs": [
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            "data": [370, 470, 670, 770],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
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  {
    "name": "Conv without bias addition B",
    "operator": "Conv",
    "attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
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            "data": [10, 20, 30, 40, 50, 60, 70, 80],
            "dims": [1, 2, 2, 2],
            "type": "float32"
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          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 2, 2, 2],
            "type": "float32"
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        "outputs": [
          {
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            "dims": [1, 1, 1, 1],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "Conv with bias addition A",
    "operator": "Conv",
    "attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [10, 20, 30, 40, 50, 60, 70, 80],
            "dims": [1, 2, 2, 2],
            "type": "float32"
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            "type": "float32"
          },
          {
            "data": [0.1, 0.2, 0.3, 0.4],
            "dims": [4],
            "type": "float32"
          }
        ],
        "outputs": [
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            "data": [360.1, 360.2, 360.3, 360.4],
            "dims": [1, 4, 1, 1],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "conv with bias addition B",
    "operator": "Conv",
    "attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
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            "data": [1, 2, 3, 4],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          },
          {
            "data": [1, 1, 1, 1],
            "dims": [1, 1, 2, 2],
            "type": "float32"
          },
          {
            "data": [5],
            "dims": [1],
            "type": "float32"
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        ],
        "outputs": [
          {
            "data": [15],
            "dims": [1, 1, 1, 1],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "conv with bias addition C - NHWC",
    "operator": "Conv",
    "inputShapeDefinitions": "rankOnly",
    "opset": { "domain": "", "version": 17 },
    "attributes": [{ "name": "kernel_shape", "data": [2, 2], "type": "ints" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],
            "dims": [3, 1, 2, 2],
            "type": "float32"
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          {
            "data": [1, 1, 1, 1, 2, 3, 4, 5],
            "dims": [2, 1, 2, 2],
            "type": "float32"
          },
          {
            "data": [5, 6],
            "dims": [2],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [15, 46, 31, 102, 47, 158],
            "dims": [3, 2, 1, 1],
            "type": "float32"
          }
        ]
      },
      {
        "name": "inChannel = 3, outChannel = 4",
        "inputs": [
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, 10],
            "dims": [1, 3, 3, 3],
            "type": "float32"
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          {
            "data": [
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            "dims": [4, 3, 2, 2],
            "type": "float32"
          },
          {
            "data": [5, 6, 7, 8],
            "dims": [4],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [360, 334, 271, 323, 909, 963, 1024, 1028, 683, 655, 576, 650, 473, 508, 570, 677],
            "dims": [1, 4, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
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    "name": "conv - group - A",
    "operator": "Conv",
    "attributes": [
      { "name": "kernel_shape", "data": [1, 1], "type": "ints" },
      { "name": "group", "data": 2, "type": "int" }
    ],
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        "inputs": [
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            "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],
            "dims": [1, 2, 3, 3],
            "type": "float32"
          },
          {
            "data": [1.0, 2.0],
            "dims": [2, 1, 1, 1],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 18.0, 20.0, 22.0, 24.0, 26.0, 28.0, 30.0, 32.0, 34.0],
            "dims": [1, 2, 3, 3],
            "type": "float32"
          }
        ]
      }
    ]
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    "name": "conv - group - B",
    "operator": "Conv",
    "attributes": [
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "group", "data": 3, "type": "int" }
    ],
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            "data": [
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            "type": "float32"
          },
          {
            "data": [0.1, 0.2, 0.3],
            "dims": [3],
            "type": "float32"
          }
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            "data": [27.1, 37.1, 57.1, 67.1, 293.2, 319.2, 371.2, 397.2, 847.3, 889.3, 409.3, 428.3],
            "dims": [1, 3, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
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    "name": "conv - group - C",
    "operator": "Conv",
    "attributes": [
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "group", "data": 3, "type": "int" }
    ],
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        "name": "T[0]",
        "inputs": [
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            "data": [
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            "data": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0],
            "dims": [3, 1, 2, 2],
            "type": "float32"
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        "outputs": [
          {
            "data": [34, 44, 54, 74, 84, 94, 386, 412, 438, 490, 516, 542, 1122, 1164, 1206, 1290, 1332, 1374],
            "dims": [1, 3, 2, 3],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "conv - vectorize group - A",
    "operator": "Conv",
    "inputShapeDefinitions": "rankOnly",
    "opset": { "domain": "", "version": 17 },
    "attributes": [
      { "name": "kernel_shape", "data": [1, 1], "type": "ints" },
      { "name": "group", "data": 2, "type": "int" }
    ],
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      {
        "name": "T[0]",
        "inputs": [
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            "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],
            "dims": [1, 2, 3, 3],
            "type": "float32"
          },
          {
            "data": [1.0, 2.0],
            "dims": [2, 1, 1, 1],
            "type": "float32"
          }
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            "data": [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 18.0, 20.0, 22.0, 24.0, 26.0, 28.0, 30.0, 32.0, 34.0],
            "dims": [1, 2, 3, 3],
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          }
        ]
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    ]
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  {
    "name": "conv - vectorize group - B",
    "operator": "Conv",
    "inputShapeDefinitions": "rankOnly",
    "opset": { "domain": "", "version": 17 },
    "attributes": [
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "group", "data": 3, "type": "int" }
    ],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
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            "dims": [1, 3, 3, 3],
            "type": "float32"
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            "dims": [3, 1, 2, 2],
            "type": "float32"
          },
          {
            "data": [0.1, 0.2, 0.3],
            "dims": [3],
            "type": "float32"
          }
        ],
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            "dims": [1, 3, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
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  {
    "name": "conv - vectorize group - C",
    "operator": "Conv",
    "inputShapeDefinitions": "rankOnly",
    "opset": { "domain": "", "version": 17 },
    "attributes": [
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "group", "data": 3, "type": "int" }
    ],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
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            "type": "float32"
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          {
            "data": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0],
            "dims": [3, 1, 2, 2],
            "type": "float32"
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        ],
        "outputs": [
          {
            "data": [34, 44, 54, 74, 84, 94, 386, 412, 438, 490, 516, 542, 1122, 1164, 1206, 1290, 1332, 1374],
            "dims": [1, 3, 2, 3],
            "type": "float32"
          }
        ]
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  {
    "name": "conv - vectorize group - D",
    "operator": "Conv",
    "inputShapeDefinitions": "rankOnly",
    "opset": { "domain": "", "version": 17 },
    "attributes": [
      { "name": "kernel_shape", "data": [2, 2], "type": "ints" },
      { "name": "group", "data": 3, "type": "int" },
      { "name": "strides", "data": [2, 2], "type": "ints" }
    ],
    "cases": [
      {
        "name": "T[0] strides = [2, 2]",
        "inputs": [
          {
            "data": [
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            "type": "float32"
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        "outputs": [
          {
            "data": [34, 54, 386, 438, 1122, 1206],
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          }
        ]
      }
    ]
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  {
    "name": "conv - pointwise",
    "operator": "Conv",
    "attributes": [{ "name": "kernel_shape", "data": [1, 1], "type": "ints" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
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            "type": "float32"
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          {
            "data": [0.5, 0.4],
            "dims": [2],
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        "outputs": [
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            "data": [560.5, 588.5, 616.5, 644.5, 1456.4, 1548.4, 1640.4, 1732.4],
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]