import * as Core from '../core';
import { type CompletionUsage } from '../resources/completions';
import {
  type ChatCompletion,
  type ChatCompletionMessage,
  type ChatCompletionMessageParam,
  type ChatCompletionCreateParams,
  type ChatCompletionTool,
} from '../resources/chat/completions';
import { OpenAIError } from '../error';
import {
  type RunnableFunction,
  isRunnableFunctionWithParse,
  type BaseFunctionsArgs,
  RunnableToolFunction,
} from './RunnableFunction';
import { ChatCompletionFunctionRunnerParams, ChatCompletionToolRunnerParams } from './ChatCompletionRunner';
import {
  ChatCompletionStreamingFunctionRunnerParams,
  ChatCompletionStreamingToolRunnerParams,
} from './ChatCompletionStreamingRunner';
import { isAssistantMessage, isFunctionMessage, isToolMessage } from './chatCompletionUtils';
import { BaseEvents, EventStream } from './EventStream';
import { ParsedChatCompletion } from '../resources/beta/chat/completions';
import OpenAI from '../index';
import { isAutoParsableTool, parseChatCompletion } from '../lib/parser';

const DEFAULT_MAX_CHAT_COMPLETIONS = 10;
export interface RunnerOptions extends Core.RequestOptions {
  /** How many requests to make before canceling. Default 10. */
  maxChatCompletions?: number;
}

export class AbstractChatCompletionRunner<
  EventTypes extends AbstractChatCompletionRunnerEvents,
  ParsedT,
> extends EventStream<EventTypes> {
  protected _chatCompletions: ParsedChatCompletion<ParsedT>[] = [];
  messages: ChatCompletionMessageParam[] = [];

  protected _addChatCompletion(
    this: AbstractChatCompletionRunner<AbstractChatCompletionRunnerEvents, ParsedT>,
    chatCompletion: ParsedChatCompletion<ParsedT>,
  ): ParsedChatCompletion<ParsedT> {
    this._chatCompletions.push(chatCompletion);
    this._emit('chatCompletion', chatCompletion);
    const message = chatCompletion.choices[0]?.message;
    if (message) this._addMessage(message as ChatCompletionMessageParam);
    return chatCompletion;
  }

  protected _addMessage(
    this: AbstractChatCompletionRunner<AbstractChatCompletionRunnerEvents, ParsedT>,
    message: ChatCompletionMessageParam,
    emit = true,
  ) {
    if (!('content' in message)) message.content = null;

    this.messages.push(message);

    if (emit) {
      this._emit('message', message);
      if ((isFunctionMessage(message) || isToolMessage(message)) && message.content) {
        // Note, this assumes that {role: 'tool', content: …} is always the result of a call of tool of type=function.
        this._emit('functionCallResult', message.content as string);
      } else if (isAssistantMessage(message) && message.function_call) {
        this._emit('functionCall', message.function_call);
      } else if (isAssistantMessage(message) && message.tool_calls) {
        for (const tool_call of message.tool_calls) {
          if (tool_call.type === 'function') {
            this._emit('functionCall', tool_call.function);
          }
        }
      }
    }
  }

  /**
   * @returns a promise that resolves with the final ChatCompletion, or rejects
   * if an error occurred or the stream ended prematurely without producing a ChatCompletion.
   */
  async finalChatCompletion(): Promise<ParsedChatCompletion<ParsedT>> {
    await this.done();
    const completion = this._chatCompletions[this._chatCompletions.length - 1];
    if (!completion) throw new OpenAIError('stream ended without producing a ChatCompletion');
    return completion;
  }

  #getFinalContent(): string | null {
    return this.#getFinalMessage().content ?? null;
  }

  /**
   * @returns a promise that resolves with the content of the final ChatCompletionMessage, or rejects
   * if an error occurred or the stream ended prematurely without producing a ChatCompletionMessage.
   */
  async finalContent(): Promise<string | null> {
    await this.done();
    return this.#getFinalContent();
  }

  #getFinalMessage(): ChatCompletionMessage {
    let i = this.messages.length;
    while (i-- > 0) {
      const message = this.messages[i];
      if (isAssistantMessage(message)) {
        const { function_call, ...rest } = message;

        // TODO: support audio here
        const ret: Omit<ChatCompletionMessage, 'audio'> = {
          ...rest,
          content: (message as ChatCompletionMessage).content ?? null,
          refusal: (message as ChatCompletionMessage).refusal ?? null,
        };
        if (function_call) {
          ret.function_call = function_call;
        }
        return ret;
      }
    }
    throw new OpenAIError('stream ended without producing a ChatCompletionMessage with role=assistant');
  }

  /**
   * @returns a promise that resolves with the the final assistant ChatCompletionMessage response,
   * or rejects if an error occurred or the stream ended prematurely without producing a ChatCompletionMessage.
   */
  async finalMessage(): Promise<ChatCompletionMessage> {
    await this.done();
    return this.#getFinalMessage();
  }

  #getFinalFunctionCall(): ChatCompletionMessage.FunctionCall | undefined {
    for (let i = this.messages.length - 1; i >= 0; i--) {
      const message = this.messages[i];
      if (isAssistantMessage(message) && message?.function_call) {
        return message.function_call;
      }
      if (isAssistantMessage(message) && message?.tool_calls?.length) {
        return message.tool_calls.at(-1)?.function;
      }
    }

    return;
  }

  /**
   * @returns a promise that resolves with the content of the final FunctionCall, or rejects
   * if an error occurred or the stream ended prematurely without producing a ChatCompletionMessage.
   */
  async finalFunctionCall(): Promise<ChatCompletionMessage.FunctionCall | undefined> {
    await this.done();
    return this.#getFinalFunctionCall();
  }

  #getFinalFunctionCallResult(): string | undefined {
    for (let i = this.messages.length - 1; i >= 0; i--) {
      const message = this.messages[i];
      if (isFunctionMessage(message) && message.content != null) {
        return message.content;
      }
      if (
        isToolMessage(message) &&
        message.content != null &&
        typeof message.content === 'string' &&
        this.messages.some(
          (x) =>
            x.role === 'assistant' &&
            x.tool_calls?.some((y) => y.type === 'function' && y.id === message.tool_call_id),
        )
      ) {
        return message.content;
      }
    }

    return;
  }

  async finalFunctionCallResult(): Promise<string | undefined> {
    await this.done();
    return this.#getFinalFunctionCallResult();
  }

  #calculateTotalUsage(): CompletionUsage {
    const total: CompletionUsage = {
      completion_tokens: 0,
      prompt_tokens: 0,
      total_tokens: 0,
    };
    for (const { usage } of this._chatCompletions) {
      if (usage) {
        total.completion_tokens += usage.completion_tokens;
        total.prompt_tokens += usage.prompt_tokens;
        total.total_tokens += usage.total_tokens;
      }
    }
    return total;
  }

  async totalUsage(): Promise<CompletionUsage> {
    await this.done();
    return this.#calculateTotalUsage();
  }

  allChatCompletions(): ChatCompletion[] {
    return [...this._chatCompletions];
  }

  protected override _emitFinal(
    this: AbstractChatCompletionRunner<AbstractChatCompletionRunnerEvents, ParsedT>,
  ) {
    const completion = this._chatCompletions[this._chatCompletions.length - 1];
    if (completion) this._emit('finalChatCompletion', completion);
    const finalMessage = this.#getFinalMessage();
    if (finalMessage) this._emit('finalMessage', finalMessage);
    const finalContent = this.#getFinalContent();
    if (finalContent) this._emit('finalContent', finalContent);

    const finalFunctionCall = this.#getFinalFunctionCall();
    if (finalFunctionCall) this._emit('finalFunctionCall', finalFunctionCall);

    const finalFunctionCallResult = this.#getFinalFunctionCallResult();
    if (finalFunctionCallResult != null) this._emit('finalFunctionCallResult', finalFunctionCallResult);

    if (this._chatCompletions.some((c) => c.usage)) {
      this._emit('totalUsage', this.#calculateTotalUsage());
    }
  }

  #validateParams(params: ChatCompletionCreateParams): void {
    if (params.n != null && params.n > 1) {
      throw new OpenAIError(
        'ChatCompletion convenience helpers only support n=1 at this time. To use n>1, please use chat.completions.create() directly.',
      );
    }
  }

  protected async _createChatCompletion(
    client: OpenAI,
    params: ChatCompletionCreateParams,
    options?: Core.RequestOptions,
  ): Promise<ParsedChatCompletion<ParsedT>> {
    const signal = options?.signal;
    if (signal) {
      if (signal.aborted) this.controller.abort();
      signal.addEventListener('abort', () => this.controller.abort());
    }
    this.#validateParams(params);

    const chatCompletion = await client.chat.completions.create(
      { ...params, stream: false },
      { ...options, signal: this.controller.signal },
    );
    this._connected();
    return this._addChatCompletion(parseChatCompletion(chatCompletion, params));
  }

  protected async _runChatCompletion(
    client: OpenAI,
    params: ChatCompletionCreateParams,
    options?: Core.RequestOptions,
  ): Promise<ChatCompletion> {
    for (const message of params.messages) {
      this._addMessage(message, false);
    }
    return await this._createChatCompletion(client, params, options);
  }

  protected async _runFunctions<FunctionsArgs extends BaseFunctionsArgs>(
    client: OpenAI,
    params:
      | ChatCompletionFunctionRunnerParams<FunctionsArgs>
      | ChatCompletionStreamingFunctionRunnerParams<FunctionsArgs>,
    options?: RunnerOptions,
  ) {
    const role = 'function' as const;
    const { function_call = 'auto', stream, ...restParams } = params;
    const singleFunctionToCall = typeof function_call !== 'string' && function_call?.name;
    const { maxChatCompletions = DEFAULT_MAX_CHAT_COMPLETIONS } = options || {};

    const functionsByName: Record<string, RunnableFunction<any>> = {};
    for (const f of params.functions) {
      functionsByName[f.name || f.function.name] = f;
    }

    const functions: ChatCompletionCreateParams.Function[] = params.functions.map(
      (f): ChatCompletionCreateParams.Function => ({
        name: f.name || f.function.name,
        parameters: f.parameters as Record<string, unknown>,
        description: f.description,
      }),
    );

    for (const message of params.messages) {
      this._addMessage(message, false);
    }

    for (let i = 0; i < maxChatCompletions; ++i) {
      const chatCompletion: ChatCompletion = await this._createChatCompletion(
        client,
        {
          ...restParams,
          function_call,
          functions,
          messages: [...this.messages],
        },
        options,
      );
      const message = chatCompletion.choices[0]?.message;
      if (!message) {
        throw new OpenAIError(`missing message in ChatCompletion response`);
      }
      if (!message.function_call) return;
      const { name, arguments: args } = message.function_call;
      const fn = functionsByName[name];
      if (!fn) {
        const content = `Invalid function_call: ${JSON.stringify(name)}. Available options are: ${functions
          .map((f) => JSON.stringify(f.name))
          .join(', ')}. Please try again`;

        this._addMessage({ role, name, content });
        continue;
      } else if (singleFunctionToCall && singleFunctionToCall !== name) {
        const content = `Invalid function_call: ${JSON.stringify(name)}. ${JSON.stringify(
          singleFunctionToCall,
        )} requested. Please try again`;

        this._addMessage({ role, name, content });
        continue;
      }

      let parsed;
      try {
        parsed = isRunnableFunctionWithParse(fn) ? await fn.parse(args) : args;
      } catch (error) {
        this._addMessage({
          role,
          name,
          content: error instanceof Error ? error.message : String(error),
        });
        continue;
      }

      // @ts-expect-error it can't rule out `never` type.
      const rawContent = await fn.function(parsed, this);
      const content = this.#stringifyFunctionCallResult(rawContent);

      this._addMessage({ role, name, content });

      if (singleFunctionToCall) return;
    }
  }

  protected async _runTools<FunctionsArgs extends BaseFunctionsArgs>(
    client: OpenAI,
    params:
      | ChatCompletionToolRunnerParams<FunctionsArgs>
      | ChatCompletionStreamingToolRunnerParams<FunctionsArgs>,
    options?: RunnerOptions,
  ) {
    const role = 'tool' as const;
    const { tool_choice = 'auto', stream, ...restParams } = params;
    const singleFunctionToCall = typeof tool_choice !== 'string' && tool_choice?.function?.name;
    const { maxChatCompletions = DEFAULT_MAX_CHAT_COMPLETIONS } = options || {};

    // TODO(someday): clean this logic up
    const inputTools = params.tools.map((tool): RunnableToolFunction<any> => {
      if (isAutoParsableTool(tool)) {
        if (!tool.$callback) {
          throw new OpenAIError('Tool given to `.runTools()` that does not have an associated function');
        }

        return {
          type: 'function',
          function: {
            function: tool.$callback,
            name: tool.function.name,
            description: tool.function.description || '',
            parameters: tool.function.parameters as any,
            parse: tool.$parseRaw,
            strict: true,
          },
        };
      }

      return tool as any as RunnableToolFunction<any>;
    });

    const functionsByName: Record<string, RunnableFunction<any>> = {};
    for (const f of inputTools) {
      if (f.type === 'function') {
        functionsByName[f.function.name || f.function.function.name] = f.function;
      }
    }

    const tools: ChatCompletionTool[] =
      'tools' in params ?
        inputTools.map((t) =>
          t.type === 'function' ?
            {
              type: 'function',
              function: {
                name: t.function.name || t.function.function.name,
                parameters: t.function.parameters as Record<string, unknown>,
                description: t.function.description,
                strict: t.function.strict,
              },
            }
          : (t as unknown as ChatCompletionTool),
        )
      : (undefined as any);

    for (const message of params.messages) {
      this._addMessage(message, false);
    }

    for (let i = 0; i < maxChatCompletions; ++i) {
      const chatCompletion: ChatCompletion = await this._createChatCompletion(
        client,
        {
          ...restParams,
          tool_choice,
          tools,
          messages: [...this.messages],
        },
        options,
      );
      const message = chatCompletion.choices[0]?.message;
      if (!message) {
        throw new OpenAIError(`missing message in ChatCompletion response`);
      }
      if (!message.tool_calls?.length) {
        return;
      }

      for (const tool_call of message.tool_calls) {
        if (tool_call.type !== 'function') continue;
        const tool_call_id = tool_call.id;
        const { name, arguments: args } = tool_call.function;
        const fn = functionsByName[name];

        if (!fn) {
          const content = `Invalid tool_call: ${JSON.stringify(name)}. Available options are: ${Object.keys(
            functionsByName,
          )
            .map((name) => JSON.stringify(name))
            .join(', ')}. Please try again`;

          this._addMessage({ role, tool_call_id, content });
          continue;
        } else if (singleFunctionToCall && singleFunctionToCall !== name) {
          const content = `Invalid tool_call: ${JSON.stringify(name)}. ${JSON.stringify(
            singleFunctionToCall,
          )} requested. Please try again`;

          this._addMessage({ role, tool_call_id, content });
          continue;
        }

        let parsed;
        try {
          parsed = isRunnableFunctionWithParse(fn) ? await fn.parse(args) : args;
        } catch (error) {
          const content = error instanceof Error ? error.message : String(error);
          this._addMessage({ role, tool_call_id, content });
          continue;
        }

        // @ts-expect-error it can't rule out `never` type.
        const rawContent = await fn.function(parsed, this);
        const content = this.#stringifyFunctionCallResult(rawContent);
        this._addMessage({ role, tool_call_id, content });

        if (singleFunctionToCall) {
          return;
        }
      }
    }

    return;
  }

  #stringifyFunctionCallResult(rawContent: unknown): string {
    return (
      typeof rawContent === 'string' ? rawContent
      : rawContent === undefined ? 'undefined'
      : JSON.stringify(rawContent)
    );
  }
}

export interface AbstractChatCompletionRunnerEvents extends BaseEvents {
  functionCall: (functionCall: ChatCompletionMessage.FunctionCall) => void;
  message: (message: ChatCompletionMessageParam) => void;
  chatCompletion: (completion: ChatCompletion) => void;
  finalContent: (contentSnapshot: string) => void;
  finalMessage: (message: ChatCompletionMessageParam) => void;
  finalChatCompletion: (completion: ChatCompletion) => void;
  finalFunctionCall: (functionCall: ChatCompletionMessage.FunctionCall) => void;
  functionCallResult: (content: string) => void;
  finalFunctionCallResult: (content: string) => void;
  totalUsage: (usage: CompletionUsage) => void;
}