code: def sample_independent(
      self,
      study: "optuna.study.Study",
      trial: "optuna.trial.FrozenTrial",
      param_name: str,
      param_distribution: BaseDistribution,
  ) -> Any:
      param_value = self.params[param_name]
      assert param_distribution._contains(
          param_distribution.to_internal_repr(param_value)
      )
      return param_value
  
file_path: optuna/optuna/testing/samplers.py
imports: from __future__ import annotations
  from typing import Any
  import optuna
  from optuna.distributions import BaseDistribution
label_desc: Use image node_id 4 for calling the DeterministicSampler obj's underlying member method code with example usage: obj.sample_independent(study, trial, param_name, param_distribution) and returns: param_value