{
  "tests": [
    // default options
    {
      "name": "clamp float32 1D constant tensor default options",
      "inputs": {
        "x": { // use 'x' for input operand name
          "shape": [24],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32",
          "constant": true
        }
      },
      "expected": {
        "name": "output",
        "shape": [24],
        "data": [
          -9.817828178405762,
          -6.024064064025879,
          -4.0725626945495605,
          -6.575078010559082,
          -7.755683898925781,
          9.524681091308594,
          3.7292487621307373,
          6.481687068939209,
          -1.537420630455017,
          -7.34310245513916,
          7.880751132965088,
          -2.0564088821411133,
          6.3438639640808105,
          5.525737762451172,
          0.8433118462562561,
          -8.199960708618164,
          -7.786487102508545,
          9.280223846435547,
          -2.3130595684051514,
          9.549695014953613,
          5.788925647735596,
          5.549378395080566,
          7.409400463104248,
          -2.123614549636841
        ],
        "type": "float32"
      }
    },
    {
      "name": "clamp float32 1D tensor default options",
      "inputs": {
        "x": { // use 'x' for input operand name
          "shape": [24],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [24],
        "data": [
          -9.817828178405762,
          -6.024064064025879,
          -4.0725626945495605,
          -6.575078010559082,
          -7.755683898925781,
          9.524681091308594,
          3.7292487621307373,
          6.481687068939209,
          -1.537420630455017,
          -7.34310245513916,
          7.880751132965088,
          -2.0564088821411133,
          6.3438639640808105,
          5.525737762451172,
          0.8433118462562561,
          -8.199960708618164,
          -7.786487102508545,
          9.280223846435547,
          -2.3130595684051514,
          9.549695014953613,
          5.788925647735596,
          5.549378395080566,
          7.409400463104248,
          -2.123614549636841
        ],
        "type": "float32"
      }
    },
    {
      "name": "clamp float32 2D tensor default options",
      "inputs": {
        "x": {
          "shape": [4, 6],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [4, 6],
        "data": [
          -9.817828178405762,
          -6.024064064025879,
          -4.0725626945495605,
          -6.575078010559082,
          -7.755683898925781,
          9.524681091308594,
          3.7292487621307373,
          6.481687068939209,
          -1.537420630455017,
          -7.34310245513916,
          7.880751132965088,
          -2.0564088821411133,
          6.3438639640808105,
          5.525737762451172,
          0.8433118462562561,
          -8.199960708618164,
          -7.786487102508545,
          9.280223846435547,
          -2.3130595684051514,
          9.549695014953613,
          5.788925647735596,
          5.549378395080566,
          7.409400463104248,
          -2.123614549636841
        ],
        "type": "float32"
      }
    },
    {
      "name": "clamp float32 3D tensor default options",
      "inputs": {
        "x": {
          "shape": [2, 3, 4],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [2, 3, 4],
        "data": [
          -9.817828178405762,
          -6.024064064025879,
          -4.0725626945495605,
          -6.575078010559082,
          -7.755683898925781,
          9.524681091308594,
          3.7292487621307373,
          6.481687068939209,
          -1.537420630455017,
          -7.34310245513916,
          7.880751132965088,
          -2.0564088821411133,
          6.3438639640808105,
          5.525737762451172,
          0.8433118462562561,
          -8.199960708618164,
          -7.786487102508545,
          9.280223846435547,
          -2.3130595684051514,
          9.549695014953613,
          5.788925647735596,
          5.549378395080566,
          7.409400463104248,
          -2.123614549636841
        ],
        "type": "float32"
      }
    },
    {
      "name": "clamp float32 4D tensor default options",
      "inputs": {
        "x": {
          "shape": [3, 2, 2, 2],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 2, 2, 2],
        "data": [
          -9.817828178405762,
          -6.024064064025879,
          -4.0725626945495605,
          -6.575078010559082,
          -7.755683898925781,
          9.524681091308594,
          3.7292487621307373,
          6.481687068939209,
          -1.537420630455017,
          -7.34310245513916,
          7.880751132965088,
          -2.0564088821411133,
          6.3438639640808105,
          5.525737762451172,
          0.8433118462562561,
          -8.199960708618164,
          -7.786487102508545,
          9.280223846435547,
          -2.3130595684051514,
          9.549695014953613,
          5.788925647735596,
          5.549378395080566,
          7.409400463104248,
          -2.123614549636841
        ],
        "type": "float32"
      }
    },
    {
      "name": "clamp float32 5D tensor default options",
      "inputs": {
        "x": {
          "shape": [4, 1, 1, 2, 3],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [4, 1, 1, 2, 3],
        "data": [
          -9.817828178405762,
          -6.024064064025879,
          -4.0725626945495605,
          -6.575078010559082,
          -7.755683898925781,
          9.524681091308594,
          3.7292487621307373,
          6.481687068939209,
          -1.537420630455017,
          -7.34310245513916,
          7.880751132965088,
          -2.0564088821411133,
          6.3438639640808105,
          5.525737762451172,
          0.8433118462562561,
          -8.199960708618164,
          -7.786487102508545,
          9.280223846435547,
          -2.3130595684051514,
          9.549695014953613,
          5.788925647735596,
          5.549378395080566,
          7.409400463104248,
          -2.123614549636841
        ],
        "type": "float32"
      }
    },
    // default options.maxValue and specified options.minValue
    {
      "name": "clamp float32 4D tensor default options.maxValue and specified negative options.minValue",
      "inputs": {
        "x": {
          "shape": [2, 1, 4, 3],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [2, 1, 4, 3],
        "data": [
          -1,
          -1,
          -1,
          -1,
          -1,
          9.524681091308594,
          3.7292487621307373,
          6.481687068939209,
          -1,
          -1,
          7.880751132965088,
          -1,
          6.3438639640808105,
          5.525737762451172,
          0.8433118462562561,
          -1,
          -1,
          9.280223846435547,
          -1,
          9.549695014953613,
          5.788925647735596,
          5.549378395080566,
          7.409400463104248,
          -1
        ],
        "type": "float32"
      },
      "options": {
        "minValue": -1.0
      }
    },
    {
      "name": "clamp float32 3D tensor default options.maxValue and specified options.minValue=0.0",
      "inputs": {
        "x": {
          "shape": [6, 2, 2],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [6, 2, 2],
        "data": [
          0,
          0,
          0,
          0,
          0,
          9.524681091308594,
          3.7292487621307373,
          6.481687068939209,
          0,
          0,
          7.880751132965088,
          0,
          6.3438639640808105,
          5.525737762451172,
          0.8433118462562561,
          0,
          0,
          9.280223846435547,
          0,
          9.549695014953613,
          5.788925647735596,
          5.549378395080566,
          7.409400463104248,
          0
        ],
        "type": "float32"
      },
      "options": {
        "minValue": 0.0
      }
    },
    {
      "name": "clamp float32 2D tensor default options.maxValue and specified positive options.minValue",
      "inputs": {
        "x": {
          "shape": [3, 8],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 8],
        "data": [
          1,
          1,
          1,
          1,
          1,
          9.524681091308594,
          3.7292487621307373,
          6.481687068939209,
          1,
          1,
          7.880751132965088,
          1,
          6.3438639640808105,
          5.525737762451172,
          1,
          1,
          1,
          9.280223846435547,
          1,
          9.549695014953613,
          5.788925647735596,
          5.549378395080566,
          7.409400463104248,
          1
        ],
        "type": "float32"
      },
      "options": {
        "minValue": 1.0
      }
    },
    // default options.minValue and specified options.maxValue
    {
      "name": "clamp float32 5D tensor default options.minValue and specified negative options.maxValue",
      "inputs": {
        "x": {
          "shape": [2, 2, 1, 2, 3],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [2, 1, 4, 3],
        "data": [
          -9.817828178405762,
          -6.024064064025879,
          -4.0725626945495605,
          -6.575078010559082,
          -7.755683898925781,
          -2,
          -2,
          -2,
          -2,
          -7.34310245513916,
          -2,
          -2.0564088821411133,
          -2,
          -2,
          -2,
          -8.199960708618164,
          -7.786487102508545,
          -2,
          -2.3130595684051514,
          -2,
          -2,
          -2,
          -2,
          -2.123614549636841
        ],
        "type": "float32"
      },
      "options": {
        "maxValue": -2.0
      }
    },
    {
      "name": "clamp float32 1D tensor default options.minValue and specified options.maxValue=0.0",
      "inputs": {
        "x": {
          "shape": [24],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
            -7.7556836912181915,
            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [24],
        "data": [
          -9.817828178405762,
          -6.024064064025879,
          -4.0725626945495605,
          -6.575078010559082,
          -7.755683898925781,
          0,
          0,
          0,
          -1.537420630455017,
          -7.34310245513916,
          0,
          -2.0564088821411133,
          0,
          0,
          0,
          -8.199960708618164,
          -7.786487102508545,
          0,
          -2.3130595684051514,
          0,
          0,
          0,
          0,
          -2.123614549636841
        ],
        "type": "float32"
      },
      "options": {
        "maxValue": 0.0
      }
    },
    {
      "name": "clamp float32 3D tensor default options.minValue and specified positive options.maxValue",
      "inputs": {
        "x": {
          "shape": [3, 4, 2],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
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            9.524681107378463,
            3.7292487446449307,
            6.4816868736447475,
            -1.5374205904252634,
            -7.343102426698445,
            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
          ],
          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 4, 2],
        "data": [
          -9.817828178405762,
          -6.024064064025879,
          -4.0725626945495605,
          -6.575078010559082,
          -7.755683898925781,
          3,
          3,
          3,
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          3,
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          3,
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        "type": "float32"
      },
      "options": {
        "maxValue": 3.0
      }
    },
    // specified both options.minValue and options.maxValue
    {
      "name": "clamp float32 5D tensor specified both negative options.minValue and options.maxValue",
      "inputs": {
        "x": {
          "shape": [3, 2, 1, 1, 4],
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            0.8433118207347725,
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            -7.786487326213716,
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            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
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          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [3, 2, 1, 1, 4],
        "data": [
          -8,
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          -4.0725626945495605,
          -6.575078010559082,
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          -1,
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        "type": "float32"
      },
      "options": {
        "minValue": -8.0,
        "maxValue": -1.0
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    },
    {
      "name": "clamp float32 4D tensor specified negative options.minValue and options.maxValue=0.0",
      "inputs": {
        "x": {
          "shape": [1, 4, 3, 2],
          "data": [
            -9.817828475355284,
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            -4.072562498632983,
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            3.7292487446449307,
            6.4816868736447475,
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            9.280223823954241,
            -2.31305948485121,
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            5.549378312916486,
            7.409400528051194,
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          "type": "float32"
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      },
      "expected": {
        "name": "output",
        "shape": [1, 4, 3, 2],
        "data": [
          -6,
          -6,
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          -6,
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          0,
          0,
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          -6,
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          0,
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        "type": "float32"
      },
      "options": {
        "minValue": -6.0,
        "maxValue": 0.0
      }
    },
    {
      "name": "clamp float32 3D tensor specified negative options.minValue and positive options.maxValue",
      "inputs": {
        "x": {
          "shape": [2, 6, 2],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
            -4.072562498632983,
            -6.575078191902692,
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            3.7292487446449307,
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            -1.5374205904252634,
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            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
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            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
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          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [2, 6, 2],
        "data": [
          -3,
          -3,
          -3,
          -3,
          -3,
          4,
          3.7292487621307373,
          4,
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          -3,
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          4,
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          -3,
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          4,
          4,
          4,
          4,
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        "type": "float32"
      },
      "options": {
        "minValue": -3.0,
        "maxValue": 4.0
      }
    },
    {
      "name": "clamp float32 2D tensor specified options.minValue=0.0 and positive options.maxValue",
      "inputs": {
        "x": {
          "shape": [6, 4],
          "data": [
            -9.817828475355284,
            -6.024063916325786,
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            5.549378312916486,
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          "type": "float32"
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      },
      "expected": {
        "name": "output",
        "shape": [6, 4],
        "data": [
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          0,
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        "type": "float32"
      },
      "options": {
        "minValue": 0.0,
        "maxValue": 6.0
      }
    },
    {
      "name": "clamp float32 1D tensor specified both positive options.minValue and options.maxValue",
      "inputs": {
        "x": {
          "shape": [24],
          "data": [
            -9.817828475355284,
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            7.880751290929794,
            -2.056408790509967,
            6.34386375786449,
            5.52573787183,
            0.8433118207347725,
            -8.19996033345526,
            -7.786487326213716,
            9.280223823954241,
            -2.31305948485121,
            9.549695091037119,
            5.788925460130297,
            5.549378312916486,
            7.409400528051194,
            -2.1236145770503745
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          "type": "float32"
        }
      },
      "expected": {
        "name": "output",
        "shape": [24],
        "data": [
          2,
          2,
          2,
          2,
          2,
          7,
          3.7292487621307373,
          6.481687068939209,
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        "type": "float32"
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      "options": {
        "minValue": 2.0,
        "maxValue": 7.0
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    }
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}