Metadata for Validation Frontend

[menuka94]

{
    "model_framework": [
        {
            "name": "Scikit-Learn",
            "model_type": {
                "type": "STRING",
                "values": [
                    "Linear Regression",
                    "Support Vector Regression",
                    "Logistic Regression",
                    "Gradient Boosting"
                ]
            }
        },
        {
            "name": "Apache Spark",
            "model_type": {
                "type": "STRING",
                "values": [
                    "Linear Regression",
                    "K-Means Clustering"
                ]
            }
        },
        {
            "name": "Tensorflow",
            "model_type": {
                "type": "STRING",
                "values": [
                    "TF model type 1",
                    "TF model type 2",
                    "TF model type 3"
                ]
            }
        },
        {
            "name": "PyTorch",
            "model_type": {
                "type": "STRING",
                "values": [
                    "PyTorch model type 1",
                    "PyTorch model type 2",
                    "PyTorch model type 3"
                ]
            }
        }
    ],
    "collection": [
        {
            "name": "noaa_nam",
            "feature_fields": {
                "type": "STRING",
                "values": [
                    "noaa feature 1",
                    "noaa feature 2",
                    "noaa feature 3",
                    "noaa feature 4",
                    "noaa feature 5"
                ]
            },
            "label_field": {
                "type": "STRING",
                "values": [
                    "noaa feature 1",
                    "noaa feature 2",
                    "noaa feature 3",
                    "noaa feature 4",
                    "noaa feature 5"
                ]
            }
        },
        {
            "name": "census",
            "feature_fields": {
                "type": "STRING",
                "values": [
                    "total_population",
                    "median_household_income",
                    "median_age"
                ]
            },
            "label_field": {
                "type": "STRING",
                "values": [
                    "total_population",
                    "median_household_income",
                    "median_age"
                ]
            }
        }
    ],
    "spatial_field": {
        "type": "STRING",
        "values": [
            "State",
            "County",
            "Census Tract"
        ]
    },
    "gis_joins": {},
    "model_file": {
        "type": "file-input"
    },
    "validation_metric": {
        "type": "STRING",
        "values": [
            "RMSE",
            "MAE"
        ]
    },
    "validation_budget": {
        "type": "Integer",
        "values": [
            "100",
            "1000",
            "10000",
            "100000"
        ]
    }
}