ca553fbaa919f52c5c7643938254b3ff5d0caf18,ludwig/hyperopt/sampling.py,RandomSampler,__init__,#RandomSampler#Any#Any#Any#,120

Before Change

        HyperoptSampler.__init__(self, goal, parameters)
        params_for_join_space = copy.deepcopy(parameters)
        for param_values in params_for_join_space.values():
            if param_values[TYPE] == CATEGORY:
                param_values[TYPE] = "cat"
            if param_values[TYPE] == FLOAT:
                param_values[TYPE] = "real"
            if param_values[TYPE] == INT or param_values[TYPE] == "real":
                if SPACE not in param_values:
                    param_values[SPACE] = "linear"
                param_values["range"] = (param_values["low"],
                                         param_values["high"])
                del param_values["low"]
                del param_values["high"]

After Change

        HyperoptSampler.__init__(self, goal, parameters)
        params_for_join_space = copy.deepcopy(parameters)

        cat_params_values_types = {}
        for param_name, param_values in params_for_join_space.items():
            if param_values[TYPE] == CATEGORY:
                param_values[TYPE] = "cat"
                values_str = []
                values_types = {}
                for value in param_values["values"]:
                    value_str = str(value)
                    values_str.append(value_str)
                    value_type = type(value)
                    if value_type == bool:
                        value_type = str2bool
                    values_types[value_str] = value_type
                param_values["values"] = values_str
                cat_params_values_types[param_name] = values_types
            if param_values[TYPE] == FLOAT:
                param_values[TYPE] = "real"
            if param_values[TYPE] == INT or param_values[TYPE] == "real":
                if SPACE not in param_values:
                    param_values[SPACE] = "linear"
                param_values["range"] = (param_values["low"],
                                         param_values["high"])
                del param_values["low"]
                del param_values["high"]

        self.cat_params_values_types = cat_params_values_types
        self.space = JointSpace(params_for_join_space)
        self.num_samples = num_samples
        self.samples = self._determine_samples()
        self.sampled_so_far = 0

Instances