code: def testing_cfg():
      config_params = {
          "DATASET": {
              "SOURCE": "https://github.com/pykale/data/raw/main/tabular/cardiac_landmark_uncertainty/Uncertainty_tuples.zip",
              "ROOT": "tests/test_data",
              "BASE_DIR": "Uncertainty_tuples",
              "FILE_FORMAT": "zip",
              "CONFIDENCE_INVERT": [
                  ["S-MHA", True],
                  ["E-MHA", True],
                  ["E-CPV", False],
              ],
              "DATA": "4CH",
              "LANDMARKS": [0, 1, 2],
              "NUM_FOLDS": 8,
              "GROUND_TRUTH_TEST_ERRORS_AVAILABLE": True,
              "UE_PAIRS_VAL": "uncertainty_pairs_valid",
              "UE_PAIRS_TEST": "uncertainty_pairs_test",
          },
          "PIPELINE": {
              "NUM_QUANTILE_BINS": [3, 5],
              "COMPARE_INDIVIDUAL_Q": True,
              "INDIVIDUAL_Q_UNCERTAINTY_ERROR_PAIRS": [
                  ["S-MHA", "S-MHA Error", "S-MHA Uncertainty"],
                  ["E-MHA", "E-MHA Error", "E-MHA Uncertainty"],
              ],
              "INDIVIDUAL_Q_MODELS": ["U-NET", "PHD-NET"],
              "COMPARE_Q_VALUES": True,
              "COMPARE_Q_MODELS": ["PHD-NET", "U-NET"],
              "COMPARE_Q_UNCERTAINTY_ERROR_PAIRS": [
                  ["E-MHA", "E-MHA Error", "E-MHA Uncertainty"],
                  ["S-MHA", "S-MHA Error", "S-MHA Uncertainty"],
              ],
              "COMBINE_MIDDLE_BINS": False,
              "PIXEL_TO_MM_SCALE": 1.0,
              "IND_LANDMARKS_TO_SHOW": [0],
              "SHOW_IND_LANDMARKS": True,
          },
          "IM_KWARGS": {"cmap": "gray"},
          "MARKER_KWARGS": {
              "marker": "o",
              "markerfacecolor": (1, 1, 1, 0.1),
              "markeredgewidth": 1.5,
              "markeredgecolor": "r",
          },
          "WEIGHT_KWARGS": {"markersize": 6, "alpha": 0.7},
          "BOXPLOT": {
              "SAMPLES_AS_DOTS": False,
              "ERROR_LIM": 256,
              "SHOW_SAMPLE_INFO_MODE": "Average",
          },
          "OUTPUT": {
              "SAVE_FOLDER": "tests/test_data",
              "SAVE_PREPEND": "testing",
              "SAVE_FIGURES": True,
          },
      }
  
      yield config_params
  
file_path: pykale/tests/pipeline/test_uncertainty_qbin_pipeline.py
imports: import os
  from typing import Any
  import numpy
  import pandas
  import pytest
  import seaborn
  import kale.utils.logger
  from kale.embed.uncertainty_fitting import fit_and_predict
  from kale.interpret.uncertainty_quantiles import generate_fig_comparing_bins, generate_fig_individual_bin_comparison
label_desc: Use image node_id 1 for calling a global function with example usage: testing_cfg() without return types