code: def get_problem(
      problem_name: str, **additional_kwargs: Any
  ) -> BenchmarkProblem:
      entry = BENCHMARK_PROBLEM_REGISTRY[problem_name]
      kwargs = copy.copy(entry.factory_kwargs)
      kwargs.update(additional_kwargs)
      return entry.factory_fn(**kwargs)
  
file_path: Ax/ax/benchmark/problems/registry.py
imports: import copy
  from dataclasses import dataclass
  from typing import Any, Callable, Dict
  from ax.benchmark.benchmark_problem import BenchmarkProblem, MultiObjectiveBenchmarkProblem, SingleObjectiveBenchmarkProblem
  from ax.benchmark.problems.hd_embedding import embed_higher_dimension
  from ax.benchmark.problems.hpo.torchvision import PyTorchCNNTorchvisionBenchmarkProblem
  from ax.benchmark.problems.synthetic.hss.jenatton import get_jenatton_benchmark_problem
  from botorch.test_functions import synthetic
  from botorch.test_functions.multi_objective import BraninCurrin
label_desc: Use image node_id 1 for calling a global function with example usage: get_problem(problem_name) and returns: entry