import { flow, getSnapshot, types } from "mobx-state-tree";
import OpenAI from "openai";
import ChatSdk from "../sdk/chat-sdk";
import Message from "../models/Message";
import O1Message from "../models/O1Message";
import {
  getModelFamily,
  ModelFamily,
} from "../../../src/components/chat/SupportedModels";
import { OpenAiChatSdk } from "../sdk/models/openai";
import { GroqChatSdk } from "../sdk/models/groq";
import { ClaudeChatSdk } from "../sdk/models/claude";
import { FireworksAiChatSdk } from "../sdk/models/fireworks";
import handleStreamData from "../sdk/handleStreamData";
import { GoogleChatSdk } from "../sdk/models/google";
import { XaiChatSdk } from "../sdk/models/xai";
import { CerebrasSdk } from "../sdk/models/cerebras";
import { CloudflareAISdk } from "../sdk/models/cloudflareAi";

export interface StreamParams {
  env: Env;
  openai: OpenAI;
  messages: any[];
  model: string;
  systemPrompt: string;
  preprocessedContext: any;
  attachments: any[];
  tools: any[];
  disableWebhookGeneration: boolean;
  maxTokens: number;
}

interface StreamHandlerParams {
  controller: ReadableStreamDefaultController;
  encoder: TextEncoder;
  webhook?: { url: string; payload: unknown };
  dynamicContext?: any;
}

const ChatService = types
  .model("ChatService", {
    openAIApiKey: types.optional(types.string, ""),
    openAIBaseURL: types.optional(types.string, ""),
    activeStreams: types.optional(
      types.map(
        types.model({
          name: types.optional(types.string, ""),
          maxTokens: types.optional(types.number, 0),
          systemPrompt: types.optional(types.string, ""),
          model: types.optional(types.string, ""),
          messages: types.optional(types.array(types.frozen()), []),
          attachments: types.optional(types.array(types.frozen()), []),
          tools: types.optional(types.array(types.frozen()), []),
          disableWebhookGeneration: types.optional(types.boolean, false),
        }),
      ),
    ),
    maxTokens: types.number,
    systemPrompt: types.string,
  })
  .volatile((self) => ({
    openai: {} as OpenAI,
    env: {} as Env,
    webhookStreamActive: false,
  }))
  .actions((self) => {
    const createMessageInstance = (message: any) => {
      if (typeof message.content === "string") {
        return Message.create({
          role: message.role,
          content: message.content,
        });
      }
      if (Array.isArray(message.content)) {
        const m = O1Message.create({
          role: message.role,
          content: message.content.map((item) => ({
            type: item.type,
            text: item.text,
          })),
        });
        return m;
      }
      throw new Error("Unsupported message format");
    };

    const handleWebhookProcessing = async ({
      controller,
      encoder,
      webhook,
      dynamicContext,
    }: StreamHandlerParams) => {
      console.log("handleWebhookProcessing::start");
      if (!webhook) return;
      console.log("handleWebhookProcessing::[Loading Live Search]");
      dynamicContext.append("\n## Live Search\n~~~markdown\n");

      for await (const chunk of self.streamWebhookData({ webhook })) {
        controller.enqueue(encoder.encode(chunk));
        dynamicContext.append(chunk);
      }

      dynamicContext.append("\n~~~\n");
      console.log(
        `handleWebhookProcessing::[Finished loading Live Search!][length: ${dynamicContext.content.length}]`,
      );
      ChatSdk.sendDoubleNewline(controller, encoder);
      console.log("handleWebhookProcessing::exit");
    };

    const createStreamParams = async (
      streamConfig: any,
      dynamicContext: any,
      durableObject: any,
    ): Promise<StreamParams> => {
      return {
        env: self.env,
        openai: self.openai,
        messages: streamConfig.messages.map(createMessageInstance),
        model: streamConfig.model,
        systemPrompt: streamConfig.systemPrompt,
        preprocessedContext: getSnapshot(dynamicContext),
        attachments: streamConfig.attachments ?? [],
        tools: streamConfig.tools ?? [],
        disableWebhookGeneration: true,
        maxTokens: await durableObject.dynamicMaxTokens(
          streamConfig.messages,
          2000,
        ),
      };
    };

    const modelHandlers = {
      openai: (params: StreamParams, dataHandler: Function) =>
        OpenAiChatSdk.handleOpenAiStream(params, dataHandler),
      groq: (params: StreamParams, dataHandler: Function) =>
        GroqChatSdk.handleGroqStream(params, dataHandler),
      claude: (params: StreamParams, dataHandler: Function) =>
        ClaudeChatSdk.handleClaudeStream(params, dataHandler),
      fireworks: (params: StreamParams, dataHandler: Function) =>
        FireworksAiChatSdk.handleFireworksStream(params, dataHandler),
      google: (params: StreamParams, dataHandler: Function) =>
        GoogleChatSdk.handleGoogleStream(params, dataHandler),
      xai: (params: StreamParams, dataHandler: Function) =>
        XaiChatSdk.handleXaiStream(params, dataHandler),
      cerebras: (params: StreamParams, dataHandler: Function) =>
        CerebrasSdk.handleCerebrasStream(params, dataHandler),
      cloudflareAI: (params: StreamParams, dataHandler: Function) =>
        CloudflareAISdk.handleCloudflareAIStream(params, dataHandler),
    };

    return {
      setActiveStream(streamId: string, stream: any) {
        const validStream = {
          name: stream?.name || "Unnamed Stream",
          maxTokens: stream?.maxTokens || 0,
          systemPrompt: stream?.systemPrompt || "",
          model: stream?.model || "",
          messages: stream?.messages || [],
          attachments: stream?.attachments || [],
          tools: stream?.tools || [],
          disableWebhookGeneration: stream?.disableWebhookGeneration || false,
        };

        self.activeStreams.set(streamId, validStream);
      },

      removeActiveStream(streamId: string) {
        self.activeStreams.delete(streamId);
      },
      setEnv(env: Env) {
        self.env = env;
        self.openai = new OpenAI({
          apiKey: self.openAIApiKey,
          baseURL: self.openAIBaseURL,
        });
      },

      handleChatRequest: async (request: Request) => {
        return ChatSdk.handleChatRequest(request, {
          openai: self.openai,
          env: self.env,
          systemPrompt: self.systemPrompt,
          maxTokens: self.maxTokens,
        });
      },

      setWebhookStreamActive(value) {
        self.webhookStreamActive = value;
      },

      streamWebhookData: async function* ({ webhook }) {
        console.log("streamWebhookData::start");
        if (self.webhookStreamActive) {
          return;
        }

        const queue: string[] = [];
        let resolveQueueItem: Function;
        let finished = false;
        let errorOccurred: Error | null = null;

        const dataPromise = () =>
          new Promise<void>((resolve) => {
            resolveQueueItem = resolve;
          });

        let currentPromise = dataPromise();
        const eventSource = new EventSource(webhook.url.trim());
        console.log("streamWebhookData::setWebhookStreamActive::true");
        self.setWebhookStreamActive(true);
        try {
          ChatSdk.handleWebhookStream(eventSource, (data) => {
            const formattedData = `data: ${JSON.stringify(data)}\n\n`;
            queue.push(formattedData);
            if (resolveQueueItem) resolveQueueItem();
            currentPromise = dataPromise();
          })
            .then(() => {
              finished = true;
              if (resolveQueueItem) resolveQueueItem();
            })
            .catch((err) => {
              console.log(
                `chatService::streamWebhookData::STREAM_ERROR::${err}`,
              );
              errorOccurred = err;
              if (resolveQueueItem) resolveQueueItem();
            });

          while (!finished || queue.length > 0) {
            if (queue.length > 0) {
              yield queue.shift()!;
            } else if (errorOccurred) {
              throw errorOccurred;
            } else {
              await currentPromise;
            }
          }
          self.setWebhookStreamActive(false);
          eventSource.close();
          console.log(`chatService::streamWebhookData::complete`);
        } catch (error) {
          console.log(`chatService::streamWebhookData::error`);
          eventSource.close();
          self.setWebhookStreamActive(false);
          console.error("Error while streaming webhook data:", error);
          throw error;
        }
      },
      /**
       * runModelHandler
       * Selects the correct model handler and invokes it.
       */
      async runModelHandler(params: {
        streamConfig: any;
        streamParams: any;
        controller: ReadableStreamDefaultController;
        encoder: TextEncoder;
        streamId: string;
      }) {
        const { streamConfig, streamParams, controller, encoder, streamId } =
          params;

        const modelFamily = getModelFamily(streamConfig.model);
        console.log(
          `chatService::handleSseStream::ReadableStream::modelFamily::${modelFamily}`,
        );

        const handler = modelHandlers[modelFamily as ModelFamily];
        if (handler) {
          try {
            console.log(
              `chatService::handleSseStream::ReadableStream::${streamId}::handler::start`,
            );
            await handler(streamParams, handleStreamData(controller, encoder));
            console.log(
              `chatService::handleSseStream::ReadableStream::${streamId}::handler::finish`,
            );
          } catch (error) {
            const message = error.message.toLowerCase();

            if (
              message.includes("413 ") ||
              message.includes("maximum") ||
              message.includes("too long") ||
              message.includes("too large")
            ) {
              throw new ClientError(
                `Error! Content length exceeds limits. Try shortening your message, removing any attached files, or editing an earlier message instead.`,
                413,
                {
                  model: streamConfig.model,
                  maxTokens: streamParams.maxTokens,
                },
              );
            }
            if (message.includes("429 ")) {
              throw new ClientError(
                `Error! Rate limit exceeded. Wait a few minutes before trying again.`,
                429,
                {
                  model: streamConfig.model,
                  maxTokens: streamParams.maxTokens,
                },
              );
            }
            if (message.includes("404")) {
              throw new ClientError(
                `Something went wrong, try again.`,
                413,
                {},
              );
            }
            throw error;
            /*
                        '413 Request too large for model `mixtral-8x7b-32768` in organization `org_01htjxws48fm0rbbg5gnkgmbrh` service tier `on_demand` on tokens per minute (TPM): Limit 5000, Requested 49590, please reduce your message size and try again. Visit https://console.groq.com/docs/rate-limits for more information.'
                         */
          }
        }
      },
      /**
       * handleWebhookIfNeeded
       * Checks if a webhook exists, and if so, processes it.
       */
      async handleWebhookIfNeeded(params: {
        savedStreamConfig: string;
        controller: ReadableStreamDefaultController;
        encoder: TextEncoder;
      }) {
        const { savedStreamConfig, controller, encoder, dynamicContext } =
          params;

        const config = JSON.parse(savedStreamConfig);
        const webhook = config?.webhooks?.[0];

        if (webhook) {
          console.log(
            `chatService::handleSseStream::ReadableStream::webhook:start`,
          );
          await handleWebhookProcessing({
            controller,
            encoder,
            webhook,
            dynamicContext,
          });
          console.log(
            `chatService::handleSseStream::ReadableStream::webhook::end`,
          );
        }
      },

      createSseReadableStream(params: {
        streamId: string;
        streamConfig: any;
        savedStreamConfig: string;
        durableObject: any;
      }) {
        const { streamId, streamConfig, savedStreamConfig, durableObject } =
          params;

        return new ReadableStream({
          async start(controller) {
            console.log(
              `chatService::handleSseStream::ReadableStream::${streamId}::open`,
            );
            const encoder = new TextEncoder();

            try {
              const dynamicContext = Message.create(
                streamConfig.preprocessedContext,
              );

              await self.handleWebhookIfNeeded({
                savedStreamConfig,
                controller,
                encoder,
                dynamicContext: dynamicContext,
              });

              const streamParams = await createStreamParams(
                streamConfig,
                dynamicContext,
                durableObject,
              );

              try {
                await self.runModelHandler({
                  streamConfig,
                  streamParams,
                  controller,
                  encoder,
                  streamId,
                });
              } catch (e) {
                console.log("error caught at runModelHandler");
                throw e;
              }
            } catch (error) {
              console.error(
                `chatService::handleSseStream::${streamId}::Error`,
                error,
              );

              if (error instanceof ClientError) {
                controller.enqueue(
                  encoder.encode(
                    `data: ${JSON.stringify({ type: "error", error: error.message })}\n\n`,
                  ),
                );
              } else {
                controller.enqueue(
                  encoder.encode(
                    `data: ${JSON.stringify({ type: "error", error: "Server error" })}\n\n`,
                  ),
                );
              }
              controller.close();
            } finally {
              try {
                controller.close();
              } catch (_) {}
            }
          },
        });
      },

      handleSseStream: flow(function* (
        streamId: string,
      ): Generator<Promise<string>, Response, unknown> {
        console.log(`chatService::handleSseStream::enter::${streamId}`);

        if (self.activeStreams.has(streamId)) {
          console.log(
            `chatService::handleSseStream::${streamId}::[stream already active]`,
          );
          return new Response("Stream already active", { status: 409 });
        }

        const objectId = self.env.SITE_COORDINATOR.idFromName("stream-index");
        const durableObject = self.env.SITE_COORDINATOR.get(objectId);
        const savedStreamConfig = yield durableObject.getStreamData(streamId);

        if (!savedStreamConfig) {
          return new Response("Stream not found", { status: 404 });
        }

        const streamConfig = JSON.parse(savedStreamConfig);
        console.log(
          `chatService::handleSseStream::${streamId}::[stream configured]`,
        );

        const stream = self.createSseReadableStream({
          streamId,
          streamConfig,
          savedStreamConfig,
          durableObject,
        });

        const [processingStream, responseStream] = stream.tee();

        self.setActiveStream(streamId, {});

        processingStream.pipeTo(
          new WritableStream({
            close() {
              console.log(
                `chatService::handleSseStream::${streamId}::[stream closed]`,
              );
            },
          }),
        );

        return new Response(responseStream, {
          headers: {
            "Content-Type": "text/event-stream",
            "Cache-Control": "no-cache",
            Connection: "keep-alive",
          },
        });
      }),
    };
  });

/**
 * ClientError
 * A custom construct for sending client-friendly errors via the controller in a structured and controlled manner.
 */
export class ClientError extends Error {
  public statusCode: number;
  public details: Record<string, any>;

  constructor(
    message: string,
    statusCode: number,
    details: Record<string, any> = {},
  ) {
    super(message);
    this.name = "ClientError";
    this.statusCode = statusCode;
    this.details = details;
    Object.setPrototypeOf(this, ClientError.prototype);
  }

  /**
   * Formats the error for SSE-compatible data transmission.
   */
  public formatForSSE(): string {
    return JSON.stringify({
      type: "error",
      message: this.message,
      details: this.details,
      statusCode: this.statusCode,
    });
  }
}

export default ChatService;