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Sample Pipeline Configs

keras-open-images-cuda.json
CODE 
{
  "model": {
    "input": {
      "shapes": [[1, 224, 224, 3]]
    },
    "inference_context": "cuda"
  },
  "flows": [{
    "name": "baseline",
    "steps": [{
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }, {
      "compile": {
        "target": "cuda"
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "lorenz",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "uint8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt",
          "use_legacy_quantizer": true
        },
        "compile": {
          "target": "cuda"
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "turing",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "uint8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt"
        },
        "compile": {
          "target": "cuda"
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }]

keras-open-images.json
JSON 
{
  "model": {
    "input": {
      "shapes": [[1, 224, 224, 3]]
    }
  },
  "flows": [{
    "name": "baseline",
    "steps": [{
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }, {
      "compile": {
        "crc_check": true
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "lorenz-asymmetric",
    "steps": [{
      "optimize": {
        "compress": {
          "quantizer": "asymmetric",
          "data_type": "uint8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt",
          "use_legacy_quantizer": true
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "lorenz-symmetric",
    "steps": [{
      "optimize": {
        "compress": {
          "quantizer": "symmetric",
          "data_type": "int8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt",
          "use_legacy_quantizer": true
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "lorenz-symmetricpc",
    "steps": [{
      "optimize": {
        "compress": {
          "quantizer": "symmetricpc",
          "data_type": "int8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt",
          "use_legacy_quantizer": true
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "turing-asymmetric",
    "steps": [{
      "optimize": {
        "compress": {
          "quantizer": "asymmetric",
          "data_type": "uint8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt"
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "turing-symmetric",
    "steps": [{
      "optimize": {
        "compress": {
          "quantizer": "symmetric",
          "data_type": "int8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt"
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "turing-symmetricpc",
    "steps": [{
      "optimize": {
        "compress": {
          "quantizer": "symmetricpc",
          "data_type": "int8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt"
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }]
}

torch-open-images-cuda.json

JSON 
{
  "model": {
    "input": {
      "shapes": [[1, 3, 224, 224]]
    },
    "inference_context": "cuda"
  },
  "flows": [{
    "name": "baseline",
    "steps": [{
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }, {
      "compile": {
        "target": "cuda"
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "lorenz-like",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "int8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt",
          "use_legacy_quantizer": true
        },
        "compile": {
          "target": "cuda"
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "turing",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "uint8",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt"
        },
        "compile": {
          "target": "cuda"
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }]
}
torch-open-images.json
JSON 
{
  "model": {
    "input": {
      "shapes": [[1, 3, 224, 224]]
    }
  },
  "flows": [{
    "name": "baseline",
    "steps": [{
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }, {
      "compile": {
        "crc_check": true
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "lorenz-like-asymmetric",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "int8",
          "quantizer": "asymmetric",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt",
          "use_legacy_quantizer": true
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "lorenz-like-symmetric",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "int8",
          "quantizer": "symmetric",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt",
          "use_legacy_quantizer": true
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "lorenz-like-symmetricpc",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "int8",
          "quantizer": "symmetricpc",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt",
          "use_legacy_quantizer": true
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "turing-asymmetric",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "uint8",
          "quantizer": "asymmetric",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt"
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "turing-symmetric",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "int8",
          "quantizer": "symmetric",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt"
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }, {
    "name": "turing-symmetricpc",
    "steps": [{
      "optimize": {
        "compress": {
          "data_type": "int8",
          "quantizer": "symmetricpc",
          "rep_dataset": "workspace/datasets/open-images-10-classes/eval/rep_dataset.txt"
        },
        "compile": {
          "crc_check": true
        }
      }
    }, {
      "evaluate": {
        "test_path": "workspace/datasets/open-images-10-classes/eval/index.txt",
        "class_names": "workspace/datasets/open-images-10-classes/eval/class_names.txt"
      }
    }]
  }]
}

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