/**
 * Type alias for a record where the keys are strings and the values can
 * be any type. This is used to represent the input values for a Chain.
 */
// eslint-disable-next-line @typescript-eslint/no-explicit-any
export type InputValues = Record<string, any>;

/**
 * Type alias for a record where the keys are strings and the values can
 * be any type. This is used to represent the output values from a Chain.
 */
// eslint-disable-next-line @typescript-eslint/no-explicit-any
export type OutputValues = Record<string, any>;

/**
 * Type alias for a record where the keys are strings and the values can
 * be any type. This is used to represent the memory variables in a Chain.
 */
// eslint-disable-next-line @typescript-eslint/no-explicit-any
export type MemoryVariables = Record<string, any>;

/**
 * Abstract base class for memory in LangChain's Chains. Memory refers to
 * the state in Chains. It can be used to store information about past
 * executions of a Chain and inject that information into the inputs of
 * future executions of the Chain.
 */
export abstract class BaseMemory {
  abstract get memoryKeys(): string[];

  /**
   * Abstract method that should take an object of input values and return a
   * Promise that resolves with an object of memory variables. The
   * implementation of this method should load the memory variables from the
   * provided input values.
   * @param values An object of input values.
   * @returns Promise that resolves with an object of memory variables.
   */
  abstract loadMemoryVariables(values: InputValues): Promise<MemoryVariables>;

  /**
   * Abstract method that should take two objects, one of input values and
   * one of output values, and return a Promise that resolves when the
   * context has been saved. The implementation of this method should save
   * the context based on the provided input and output values.
   * @param inputValues An object of input values.
   * @param outputValues An object of output values.
   * @returns Promise that resolves when the context has been saved.
   */
  abstract saveContext(
    inputValues: InputValues,
    outputValues: OutputValues
  ): Promise<void>;
}

const getValue = (values: InputValues | OutputValues, key?: string) => {
  if (key !== undefined) {
    return values[key];
  }
  const keys = Object.keys(values);
  if (keys.length === 1) {
    return values[keys[0]];
  }
};

/**
 * This function is used by memory classes to select the input value
 * to use for the memory. If there is only one input value, it is used.
 * If there are multiple input values, the inputKey must be specified.
 */
export const getInputValue = (inputValues: InputValues, inputKey?: string) => {
  const value = getValue(inputValues, inputKey);
  if (!value) {
    const keys = Object.keys(inputValues);
    throw new Error(
      `input values have ${keys.length} keys, you must specify an input key or pass only 1 key as input`
    );
  }
  return value;
};

/**
 * This function is used by memory classes to select the output value
 * to use for the memory. If there is only one output value, it is used.
 * If there are multiple output values, the outputKey must be specified.
 * If no outputKey is specified, an error is thrown.
 */
export const getOutputValue = (
  outputValues: OutputValues,
  outputKey?: string
) => {
  const value = getValue(outputValues, outputKey);
  if (!value && value !== "") {
    const keys = Object.keys(outputValues);
    throw new Error(
      `output values have ${keys.length} keys, you must specify an output key or pass only 1 key as output`
    );
  }
  return value;
};

/**
 * Function used by memory classes to get the key of the prompt input,
 * excluding any keys that are memory variables or the "stop" key. If
 * there is not exactly one prompt input key, an error is thrown.
 */
export function getPromptInputKey(
  inputs: Record<string, unknown>,
  memoryVariables: string[]
): string {
  const promptInputKeys = Object.keys(inputs).filter(
    (key) => !memoryVariables.includes(key) && key !== "stop"
  );
  if (promptInputKeys.length !== 1) {
    throw new Error(
      `One input key expected, but got ${promptInputKeys.length}`
    );
  }
  return promptInputKeys[0];
}