[
  {
    "name": "GroupQueryAttention Basic",
    "operator": "GroupQueryAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [
      { "name": "num_heads", "data": 4, "type": "int" },
      { "name": "kv_num_heads", "data": 2, "type": "int" }
    ],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
              1, 1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4,
              8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4
            ],
            "dims": [1, 3, 16],
            "type": "float32"
          },
          // key, BS*
          {
            "data": [1, 9, 1, 1, 2, 2, 2, 2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21],
            "dims": [1, 3, 8],
            "type": "float32"
          },
          // value, BS*
          {
            "data": [1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21],
            "dims": [1, 3, 8],
            "type": "float32"
          },
          // past key, BS*
          {
            "data": null,
            "type": "float32"
          },
          // past value, BS*
          {
            "data": null,
            "type": "float32"
          },
          // seqlens_k, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          },
          // total_sequence_length, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          }
        ],
        "outputs": [
          {
            "data": [
              1, 1, 1, 1, 1, 1, 1, 1, 2, 131, 22, 21, 2, 131, 22, 21, 131, 22, 21, 2, 1, 1, 1, 1, 2, 131, 22, 21, 2,
              131, 22, 21, 131, 22, 21, 2, 1, 1, 1, 1, 2, 131, 22, 21, 2, 131, 22, 21
            ],
            "dims": [1, 3, 16],
            "type": "float32"
          },
          {
            // present key, BS*
            "data": [1, 9, 1, 1, 2, 2, 2, 2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21],
            "dims": [1, 3, 2, 4],
            "type": "float32"
          },
          {
            // present value, BS*
            "data": [1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21],
            "dims": [1, 3, 2, 4],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "GroupQueryAttention Scale",
    "operator": "GroupQueryAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [
      { "name": "num_heads", "data": 4, "type": "int" },
      { "name": "kv_num_heads", "data": 2, "type": "int" },
      { "name": "scale", "data": 2.0, "type": "float" }
    ],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
              1, 1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4
            ],
            "dims": [1, 4, 8],
            "type": "float32"
          },
          {
            "data": [1, 9, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          {
            "data": [1, 1, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          // past key, BS*
          {
            "data": null,
            "type": "float32"
          },
          // past value, BS*
          {
            "data": null,
            "type": "float32"
          },
          // seqlens_k, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          },
          // total_sequence_length, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          }
        ],
        "outputs": [
          {
            "data": [
              1.000006079673767, 1.000006079673767, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1,
              1, 1, 1, 1.9820137023925781, 1.9820137023925781, 1.9999991655349731, 1.9999991655349731
            ],
            "dims": [1, 4, 8],
            "type": "float32"
          },
          {
            // present key, BS*
            "data": [1, 9, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 2, 2],
            "type": "float32"
          },
          {
            // present value, BS*
            "data": [1, 1, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
  },

  {
    "name": "GroupQueryAttention, different sequence length",
    "operator": "GroupQueryAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [
      { "name": "num_heads", "data": 4, "type": "int" },
      { "name": "kv_num_heads", "data": 2, "type": "int" }
    ],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
              1, 1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4
            ],
            "dims": [1, 4, 8],
            "type": "float32"
          },
          {
            "data": [1, 9, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          {
            "data": [1, 1, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 4],
            "type": "float32"
          },
          // past key, BS*
          {
            "data": null,
            "type": "float32"
          },
          // past value, BS*
          {
            "data": null,
            "type": "float32"
          },
          // seqlens_k, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          },
          // total_sequence_length, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          }
        ],
        "outputs": [
          {
            "data": [
              1.014165997505188, 1.014165997505188, 1.0000015497207642, 1.0000015497207642, 1.99828040599823,
              1.99828040599823, 1.9998981952667236, 1.9998981952667236, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2,
              1.9995813369750977, 1.9995813369750977, 1.9999752044677734, 1.9999752044677734, 1, 1, 1, 1,
              1.8044296503067017, 1.8044296503067017, 1.9929646253585815, 1.9929646253585815
            ],
            "dims": [1, 4, 8],
            "type": "float32"
          },
          {
            "data": [1, 9, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 2, 2],
            "type": "float32"
          },
          {
            "data": [1, 1, 1, 1, 2, 2, 2, 2],
            "dims": [1, 2, 2, 2],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "GroupQueryAttention Basic, q k v same head number",
    "operator": "GroupQueryAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [
      { "name": "num_heads", "data": 4, "type": "int" },
      { "name": "kv_num_heads", "data": 4, "type": "int" }
    ],
    "cases": [
      {
        "name": "T[0]",
        "inputs": [
          {
            "data": [
              1, 1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4,
              8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4
            ],
            "dims": [1, 3, 16],
            "type": "float32"
          },
          {
            "data": [
              1, 9, 1, 1, 2, 2, 2, 2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21, 1, 9, 1, 1, 2, 2, 2,
              2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21
            ],
            "dims": [1, 3, 16],
            "type": "float32"
          },
          {
            "data": [
              1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21, 1, 9, 1, 1, 2, 2, 2, 2, 1,
              12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21
            ],
            "dims": [1, 3, 16],
            "type": "float32"
          },
          // past key, BS*
          {
            "data": null,
            "type": "float32"
          },
          // past value, BS*
          {
            "data": null,
            "type": "float32"
          },
          // seqlens_k, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          },
          // total_sequence_length, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          }
        ],
        "outputs": [
          {
            "data": [
              1, 12, 21, 131, 2, 131, 22, 21, 1, 1, 1, 1, 2, 131, 22, 21, 131, 22, 21, 2, 2, 131, 22, 21, 1, 1, 1, 1, 2,
              131, 22, 21, 131, 22, 21, 2, 2, 131, 22, 21, 1, 1, 1, 1, 2, 131, 22, 21
            ],
            "dims": [1, 3, 16],
            "type": "float32"
          },
          {
            "data": [
              1, 9, 1, 1, 2, 2, 2, 2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21, 1, 9, 1, 1, 2, 2, 2,
              2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21
            ],
            "dims": [1, 3, 4, 4],
            "type": "float32"
          },
          {
            "data": [
              1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21, 1, 9, 1, 1, 2, 2, 2, 2, 1,
              12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21
            ],
            "dims": [1, 3, 4, 4],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "GroupQueryAttention, no past kv, used as reference",
    "operator": "GroupQueryAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [
      { "name": "num_heads", "data": 4, "type": "int" },
      { "name": "kv_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, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
              30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,
              56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81,
              82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106,
              107, 108, 109, 110, 111, 112
            ],
            "dims": [1, 7, 16],
            "type": "float32"
          },
          {
            "data": [
              1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
              30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56
            ],
            "dims": [1, 7, 8],
            "type": "float32"
          },
          {
            "data": [
              0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28,
              29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55
            ],
            "dims": [1, 7, 8],
            "type": "float32"
          },
          // past key, BS*
          {
            "data": null,
            "type": "float32"
          },
          // past value, BS*
          {
            "data": null,
            "type": "float32"
          },
          // seqlens_k, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          },
          // total_sequence_length, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          }
        ],
        "outputs": [
          {
            "data": [
              48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53,
              54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51,
              48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53,
              54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51,
              52, 53, 54, 55, 52, 53, 54, 55
            ],
            "dims": [1, 7, 16],
            "type": "float32"
          },
          {
            "data": [
              1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
              30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56
            ],
            "dims": [1, 7, 2, 4],
            "type": "float32"
          },
          {
            "data": [
              0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28,
              29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55
            ],
            "dims": [1, 7, 2, 4],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "GroupQueryAttention Past&Present KV BSNH, key seqlen = 1",
    "operator": "GroupQueryAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [
      { "name": "num_heads", "data": 4, "type": "int" },
      { "name": "kv_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, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
              30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,
              56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81,
              82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106,
              107, 108, 109, 110, 111, 112
            ],
            "dims": [1, 7, 16],
            "type": "float32"
          },
          // new key, BS*
          {
            "data": [
              9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,
              36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56
            ],
            "dims": [1, 6, 8],
            "type": "float32"
          },
          // new value, BS*
          {
            "data": [
              8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34,
              35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55
            ],
            "dims": [1, 6, 8],
            "type": "float32"
          },
          // past key, BS*
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8],
            "dims": [1, 1, 2, 4],
            "type": "float32"
          },
          // past value, BS*
          {
            "data": [0, 1, 2, 3, 4, 5, 6, 7],
            "dims": [1, 1, 2, 4],
            "type": "float32"
          },
          // seqlens_k, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          },
          // total_sequence_length, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          }
        ],
        "outputs": [
          {
            "data": [
              48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53,
              54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51,
              48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53,
              54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51,
              52, 53, 54, 55, 52, 53, 54, 55
            ],
            "dims": [1, 7, 16],
            "type": "float32"
          },
          {
            "data": [
              1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
              30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56
            ],
            "dims": [1, 7, 2, 4],
            "type": "float32"
          },
          {
            "data": [
              0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28,
              29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55
            ],
            "dims": [1, 7, 2, 4],
            "type": "float32"
          }
        ]
      }
    ]
  },
  {
    "name": "GroupQueryAttention Past&Present KV BSNH, key seqlen = 2",
    "operator": "GroupQueryAttention",
    "opset": { "domain": "com.microsoft", "version": 1 },
    "attributes": [
      { "name": "num_heads", "data": 4, "type": "int" },
      { "name": "kv_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, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,
              30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,
              56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81,
              82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106,
              107, 108, 109, 110, 111, 112
            ],
            "dims": [1, 7, 16],
            "type": "float32"
          },
          // new key, BS*
          {
            "data": [
              17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42,
              43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56
            ],
            "dims": [1, 5, 8],
            "type": "float32"
          },
          // new value, BS*
          {
            "data": [
              16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41,
              42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55
            ],
            "dims": [1, 5, 8],
            "type": "float32"
          },
          // past key, BS*
          {
            "data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],
            "dims": [1, 2, 2, 4],
            "type": "float32"
          },
          // past value, BS*
          {
            "data": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15],
            "dims": [1, 2, 2, 4],
            "type": "float32"
          },
          // seqlens_k, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          },
          // total_sequence_length, unimplemented
          {
            "data": [1],
            "dims": [1],
            "type": "int32"
          }
        ],
        "outputs": [
          {
            "data": [
              48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53,
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