[
  {
    "name": "MultiHeadAttention Basic, one head",
    "operator": "MultiHeadAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [{ "name": "num_heads", "data": 1, "type": "int" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          {
            "data": [1, 1, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 2, 4],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [
              4.973228454589844, 5.973228454589844, 6.973228454589844, 7.973228454589844, 4.999990940093994,
              5.999990940093994, 6.999990940093994, 7.999990940093994
            ],
            "dims": [1, 2, 4],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "MultiHeadAttention Basic",
    "operator": "MultiHeadAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [{ "name": "num_heads", "data": 2, "type": "int" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          {
            "data": [1, 1, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 2, 4],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [
              4.571832656860352, 5.571832656860352, 6.971858501434326, 7.971858501434326, 4.998325824737549,
              5.998325824737549, 6.999900817871094, 7.999900817871094
            ],
            "dims": [1, 2, 4],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "MultiHeadAttention Basic with bias",
    "operator": "MultiHeadAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [{ "name": "num_heads", "data": 2, "type": "int" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          {
            "data": [1, 1, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 1, 2, 3, 4],
            "dims": [12],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [
              5.943336009979248, 7.94333553314209, 9.999799728393555, 11.999798774719238, 5.9997992515563965,
              7.9997992515563965, 10, 11.999999046325684
            ],
            "dims": [1, 2, 4],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "MultiHeadAttention two heads",
    "operator": "MultiHeadAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [{ "name": "num_heads", "data": 2, "type": "int" }],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],
            "dims": [1, 2, 8],
            "type": "float32"
          },
          {
            "data": [1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4],
            "dims": [1, 2, 8],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],
            "dims": [1, 2, 8],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [
              8.99963665008545, 9.99963665008545, 10.99963665008545, 11.999635696411133, 13, 14, 15, 16, 9, 10, 11, 12,
              13, 14, 15, 16
            ],
            "dims": [1, 2, 8],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "MultiHeadAttention two heads",
    "operator": "MultiHeadAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [{ "name": "num_heads", "data": 2, "type": "int" }],
    "cases": [
      {
        "name": "T[1]",
        "inputs": [
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],
            "dims": [1, 2, 8],
            "type": "float32"
          },
          {
            "data": [1, 1, 1, 1, 2, 2, 2, 2],
            "dims": [1, 1, 8],
            "type": "float32"
          },
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 1, 8],
            "type": "float32"
          }
        ],
        "outputs": [
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 2, 8],
            "type": "float32"
          }
        ]
      }
    ]
  }
]