{
  "tests": [
    {
      "name": "gemm two float32 2D tensors (b is non-constant) default options",
      "inputs": {
        "a": {
          "shape": [3, 4],
          "data": [
            82.98884511142329,
            90.51641254722982,
            59.6385201162642,
            36.27187180381433,
            18.96485038946509,
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            98.89487912764056,
            91.46013741088626,
            50.51683887619669,
            40.45679629199866,
            50.76741460760452,
            9.336554329198155
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          "type": "float32"
        },
        "b": {
          "shape": [4, 5],
          "data": [
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            63.29909902139696,
            10.629964783998469,
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            3.0366680571384252,
            93.14021782678614,
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            75.74880854000601,
            96.6068806977233,
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            86.1185682132947,
            42.90679144336773,
            34.08055187293266,
            87.37654561544477,
            92.34209530787089,
            60.32208994273669
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 5],
        "data": [
          8161.14697265625,
          14025.82421875,
          14607.5009765625,
          14048.5322265625,
          18757.09765625,
          11892.5107421875,
          14659.9755859375,
          19125.74609375,
          15034.27734375,
          18273.080078125,
          5516.6904296875,
          9259.267578125,
          9167.3916015625,
          6347.330078125,
          10868.6025390625
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        "type": "float32"
      }
    },
    {
      "name": "gemm two float32 2D tensors default options",
      "inputs": {
        "a": {
          "shape": [3, 4],
          "data": [
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            90.51641254722982,
            59.6385201162642,
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            18.96485038946509,
            43.89479290862091,
            98.89487912764056,
            91.46013741088626,
            50.51683887619669,
            40.45679629199866,
            50.76741460760452,
            9.336554329198155
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          "type": "float32"
        },
        "b": {
          "shape": [4, 5],
          "data": [
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            63.29909902139696,
            10.629964783998469,
            61.32737573972831,
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            16.499146388625483,
            3.0366680571384252,
            93.14021782678614,
            70.08265680040718,
            75.74880854000601,
            96.6068806977233,
            99.10042039275365,
            23.243775283337477,
            86.1185682132947,
            42.90679144336773,
            34.08055187293266,
            87.37654561544477,
            92.34209530787089,
            60.32208994273669
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          "type": "float32",
          "constant": true
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      },
      "expected": {
        "name": "output",
        "shape": [3, 5],
        "data": [
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          14025.82421875,
          14607.5009765625,
          14048.5322265625,
          18757.09765625,
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          14659.9755859375,
          19125.74609375,
          15034.27734375,
          18273.080078125,
          5516.6904296875,
          9259.267578125,
          9167.3916015625,
          6347.330078125,
          10868.6025390625
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        "type": "float32"
      }
    },
    // options.c
    {
      "name": "gemm two float32 2D constant tensors options.c",
      "inputs": {
        "a": {
          "shape": [3, 4],
          "data": [
            82.98884511142329,
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            40.45679629199866,
            50.76741460760452,
            9.336554329198155
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          "type": "float32",
          "constant": true
        },
        "b": {
          "shape": [4, 5],
          "data": [
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            93.14021782678614,
            70.08265680040718,
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            96.6068806977233,
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            42.90679144336773,
            34.08055187293266,
            87.37654561544477,
            92.34209530787089,
            60.32208994273669
          ],
          "type": "float32",
          "constant": true
        }
      },
      "options": {
        "c": {
          "shape": [3, 5],
          "data": [
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            12.651897708721549,
            20.12200327935334,
            68.51224585053419,
            35.2024171023056,
            13.33466578964102,
            50.785469741049205,
            88.61195160882922,
            30.577471042677097,
            69.47062151883239,
            7.166217909076766,
            28.337108113083744,
            90.69412588106762,
            71.23025762837965
          ],
          "type": "float32",
          "constant": true
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 5],
        "data": [
          8243.9189453125,
          14117.208984375,
          14620.15234375,
          14068.654296875,
          18825.609375,
          11927.712890625,
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          10939.8330078125
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        "type": "float32"
      }
    },
    {
      "name": "gemm two float32 2D tensors options.c",
      "inputs": {
        "a": {
          "shape": [3, 4],
          "data": [
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          "type": "float32"
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        "b": {
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            86.1185682132947,
            42.90679144336773,
            34.08055187293266,
            87.37654561544477,
            92.34209530787089,
            60.32208994273669
          ],
          "type": "float32",
          "constant": true
        }
      },
      "options": {
        "c": {
          "shape": [3, 5],
          "data": [
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            12.651897708721549,
            20.12200327935334,
            68.51224585053419,
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            28.337108113083744,
            90.69412588106762,
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          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 5],
        "data": [
          8243.9189453125,
          14117.208984375,
          14620.15234375,
          14068.654296875,
          18825.609375,
          11927.712890625,
          14673.310546875,
          19176.533203125,
          15122.8896484375,
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          10939.8330078125
        ],
        "type": "float32"
      }
    },
    {
      "name": "gemm two float32 2D tensors broadcast options.c [1, 5] => [3, 5]",
      "inputs": {
        "a": {
          "shape": [3, 4],
          "data": [
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          "type": "float32"
        },
        "b": {
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          "type": "float32",
          "constant": true
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      },
      "options": {
        "c": {
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          "data": [
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            50.94260262706696,
            31.87430758223413,
            31.210525151769097
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          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 5],
        "data": [
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        "type": "float32"
      }
    },
    {
      "name": "gemm two float32 2D tensors broadcast options.c [3, 1] => [3, 5]",
      "inputs": {
        "a": {
          "shape": [3, 4],
          "data": [
            82.98884511142329,
            90.51641254722982,
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            18.96485038946509,
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            98.89487912764056,
            91.46013741088626,
            50.51683887619669,
            40.45679629199866,
            50.76741460760452,
            9.336554329198155
          ],
          "type": "float32"
        },
        "b": {
          "shape": [4, 5],
          "data": [
            25.14739246484985,
            66.69238549579231,
            63.29909902139696,
            10.629964783998469,
            61.32737573972831,
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            16.499146388625483,
            3.0366680571384252,
            93.14021782678614,
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            75.74880854000601,
            96.6068806977233,
            99.10042039275365,
            23.243775283337477,
            86.1185682132947,
            42.90679144336773,
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            92.34209530787089,
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          ],
          "type": "float32",
          "constant": true
        }
      },
      "options": {
        "c": {
          "shape": [3, 1],
          "data": [
            6.2025197606838445,
            81.40642123187278,
            73.00516839070796
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          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 5],
        "data": [
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          14613.703125,
          14054.734375,
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        "type": "float32"
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    },
    {
      "name": "gemm two float32 2D tensors broadcast options.c [1, 1] => [3, 5]",
      "inputs": {
        "a": {
          "shape": [3, 4],
          "data": [
            82.98884511142329,
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          "type": "float32"
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        "b": {
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          "type": "float32",
          "constant": true
        }
      },
      "options": {
        "c": {
          "shape": [1, 1],
          "data": [18.78192846614879],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 5],
        "data": [
          8179.9287109375,
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        "type": "float32"
      }
    },
    {
      "name": "gemm two float32 2D tensors broadcast options.c [5] => [3, 5]",
      "inputs": {
        "a": {
          "shape": [3, 4],
          "data": [
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          "constant": true
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      "options": {
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      "expected": {
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    {
      "name": "gemm two float32 2D tensors broadcast options.c [1] => [3, 5]",
      "inputs": {
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      },
      "options": {
        "c": {
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      "expected": {
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    {
      "name": "gemm two float32 2D tensors scalar options.c",
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      "options": {
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      "expected": {
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    {
      "name": "gemm two float32 2D tensors options.alpha",
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      "options": {
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    {
      "name": "gemm two float32 2D tensors options.beta",
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          "type": "float32",
          "constant": true
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      },
      "options": {
        "beta": 62.01828598608989
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      "expected": {
        "name": "output",
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        "data": [
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    {
      "name": "gemm two float32 2D tensors options.c and options.beta",
      "inputs": {
        "a": {
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          "type": "float32",
          "constant": true
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      "options": {
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        "beta": 62.01828598608989
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      "expected": {
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    {
      "name": "gemm two float32 2D tensors options.aTranspose being true",
      "inputs": {
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          "type": "float32",
          "constant": true
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      "options": {
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      "expected": {
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    {
      "name": "gemm two float32 2D tensors options.aTranspose being explicit false",
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          "type": "float32",
          "constant": true
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      },
      "options": {
        "aTranspose": false
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      "expected": {
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        "shape": [3, 5],
        "data": [
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    },
    {
      "name": "gemm two float32 2D tensors options.bTranspose being true",
      "inputs": {
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          "type": "float32"
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          "type": "float32",
          "constant": true
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      },
      "options": {
        "bTranspose": true
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      "expected": {
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        "data": [
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    },
    {
      "name": "gemm two float32 2D tensors options.bTranspose being explicit false",
      "inputs": {
        "a": {
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      "options": {
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    // alpha * A x B + beta * C
    {
      "name": "gemm two float32 2D tensors all options", // All alpha, A, B, beta and C are positive
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        "aTranspose": true,
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    {
      "name": "gemm both negative options.alpha and 2nd float32 input tensor",
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      "options": {
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