text: import json
  from importlib.util import module_from_spec, spec_from_file_location
  from os import path
  from pathlib import Path
  from typing import Union
  
  from PySpice.Spice.Netlist import Circuit, SubCircuit
  
  script_dir = path.dirname(path.realpath(__file__))
  
  BASE_PLUGIN_PATH = Path(
      f"{script_dir}/../../../common/plugins/CircuitAnalysisBases.py"
  ).resolve()
  IMPORT_MODULE_NAME = "electric_circuits.plugin_bases"
  
  
  def import_from_path(path, module_name):
      spec = spec_from_file_location(module_name, path)
      module = module_from_spec(spec)
      spec.loader.exec_module(module)
      return module
  
  
  base_module = import_from_path(BASE_PLUGIN_PATH, IMPORT_MODULE_NAME)
  AnalyzeCircuitPlugin = getattr(base_module, "AnalyzeCircuit")
  
  PYSPICE_TO_GME_TYPE = {
      "SubCircuitElement": "Circuit",
      "Resistor": "Resistor",
      "SemiconductorResistor": "Resistor",
      "BehavioralResistor": "Resistor",
      "Capacitor": "Capacitor",
      "SemiconductorCapacitor": "Capacitor",
      "BehavioralCapacitor": "Capacitor",
      "Inductor": "Inductor",
      "BehavioralInductor": "Inductor",
      "CoupledInductor": "Inductor",
      "VoltageControlledSwitch": None,
      "CurrentControlledSwitch": None,
      "VoltageSource": "Voltage",
      "CurrentSource": "Current",
      "VoltageControlledCurrentSource": "VCC",
      "VoltageControlledVoltageSource": "VCV",
      "CurrentControlledCurrentSource": "CCC",
      "CurrentControlledVoltageSource": "CCV",
      "NonLinearVoltageSource": None,
      "NonLinearCurrentSource": None,
      "Diode": ["Diode", "ZDiode", "LED", "SchottkyDiode"],
      "BipolarJunctionTransistor": ["NPN", "PNP"],
      "JunctionFieldEffectTransistor": None,
      "Mesfet": None,
      "Mosfet": ["NMOS", "PMOS"],
      "LosslessTransmissionLine": None,
      "LossyTransmission": None,
      "CoupledMulticonductorLine": None,
      "UniformDistributedRCLine": None,
      "SingleLossyTransmissionLine": None,
      "XSpiceElement": None,
  }
  
  
  def load_model(name):
      model_path = Path(f"{script_dir}/models/{name}/__init__.py").resolve()
      model = import_from_path(model_path, name)
      return model
  
  
  def sort_dict(d):
      sorted_keys = sorted(d.items(), key=lambda k: -k[1])
      return dict(sorted_keys)
  
  
  class RecommendNextComponents(AnalyzeCircuitPlugin):
      """Runs a mock implementation for recommending components to be added to the Circuit"""
  
      def run_analytics(
          self, circuit: Union[Circuit, SubCircuit], pin_labels: dict
      ) -> None:
          model_name = self.get_current_config().get("model")
          model = load_model(model_name)
          recommendations = model.analyze(circuit)
          valid_recommendations = (
              (nodes, prob)
              for (nodes, prob) in recommendations
              if all((self._has_gme_type(node["type"]) for node in nodes))
          )
          recommendations = [
              ([self._resolve_node(n, pin_labels) for n in nodes], p)
              for (nodes, p) in valid_recommendations
          ]
          recommendations = sorted(recommendations, key=lambda k: -k[1])
          self.add_file("recommendations.json", json.dumps(recommendations, indent=2))
  
      def _resolve_node(self, node: dict, pin_labels: dict) -> str:
          inverse_pin_labels = {v: k for (k, v) in pin_labels.items()}
          return {
              "type": self._pyspice_to_gme_type(node["type"]),
              "pins": [
                  self._resolve_pin(pin, inverse_pin_labels)
                  for pin in node.get("pins", [])
              ],
          }
  
      def _resolve_pin(self, pin: str, inverse_pin_labels: dict) -> str:
          """
          Resolve pins to the existing GME node port. If the pin corresponds to a new node, return the pin ID to be resolved later
          """
          return inverse_pin_labels.get(pin, pin)
  
      def _has_gme_type(self, pyspice_type: str) -> str:
          return (
              pyspice_type in PYSPICE_TO_GME_TYPE
              and PYSPICE_TO_GME_TYPE[pyspice_type] is not None
          )
  
      def _pyspice_to_gme_type(self, pyspice_type: dict) -> str:
          """Map a PySpice type to a metanode in the metamodel"""
          if self._has_gme_type(pyspice_type):
              if isinstance(recs := PYSPICE_TO_GME_TYPE[pyspice_type], list):
                  return recs[0]
              else:
                  return recs
          else:
              self._log_error(
                  warn := f"{pyspice_type} cannot be mapped to a component in the metamodel."
              )
              self.create_message(self.active_node, warn, "warning")
  