import * as plugins from './plugins.js';
import * as paths from './paths.js';
import { MultiModalModel } from './abstract.classes.multimodal.js';
import type {
  ChatOptions,
  ChatResponse,
  ChatMessage,
  ResearchOptions,
  ResearchResponse,
  ImageGenerateOptions,
  ImageEditOptions,
  ImageResponse
} from './abstract.classes.multimodal.js';

export interface IGroqProviderOptions {
  groqToken: string;
  model?: string;
}

export class GroqProvider extends MultiModalModel {
  private options: IGroqProviderOptions;
  private baseUrl = 'https://api.groq.com/v1';

  constructor(optionsArg: IGroqProviderOptions) {
    super();
    this.options = {
      ...optionsArg,
      model: optionsArg.model || 'llama-3.3-70b-versatile', // Default model
    };
  }

  async start() {}

  async stop() {}

  public async chatStream(input: ReadableStream<Uint8Array>): Promise<ReadableStream<string>> {
    // Create a TextDecoder to handle incoming chunks
    const decoder = new TextDecoder();
    let buffer = '';
    let currentMessage: { role: string; content: string; } | null = null;

    // Create a TransformStream to process the input
    const transform = new TransformStream<Uint8Array, string>({
      transform: async (chunk, controller) => {
        buffer += decoder.decode(chunk, { stream: true });

        // Try to parse complete JSON messages from the buffer
        while (true) {
          const newlineIndex = buffer.indexOf('\n');
          if (newlineIndex === -1) break;

          const line = buffer.slice(0, newlineIndex);
          buffer = buffer.slice(newlineIndex + 1);

          if (line.trim()) {
            try {
              const message = JSON.parse(line);
              currentMessage = {
                role: message.role || 'user',
                content: message.content || '',
              };
            } catch (e) {
              console.error('Failed to parse message:', e);
            }
          }
        }

        // If we have a complete message, send it to Groq
        if (currentMessage) {
          const response = await fetch(`${this.baseUrl}/chat/completions`, {
            method: 'POST',
            headers: {
              'Authorization': `Bearer ${this.options.groqToken}`,
              'Content-Type': 'application/json',
            },
            body: JSON.stringify({
              model: this.options.model,
              messages: [{ role: currentMessage.role, content: currentMessage.content }],
              stream: true,
            }),
          });

          // Process each chunk from Groq
          const reader = response.body?.getReader();
          if (reader) {
            try {
              while (true) {
                const { done, value } = await reader.read();
                if (done) break;

                const chunk = new TextDecoder().decode(value);
                const lines = chunk.split('\n');

                for (const line of lines) {
                  if (line.startsWith('data: ')) {
                    const data = line.slice(6);
                    if (data === '[DONE]') break;

                    try {
                      const parsed = JSON.parse(data);
                      const content = parsed.choices[0]?.delta?.content;
                      if (content) {
                        controller.enqueue(content);
                      }
                    } catch (e) {
                      console.error('Failed to parse SSE data:', e);
                    }
                  }
                }
              }
            } finally {
              reader.releaseLock();
            }
          }

          currentMessage = null;
        }
      },

      flush(controller) {
        if (buffer) {
          try {
            const message = JSON.parse(buffer);
            controller.enqueue(message.content || '');
          } catch (e) {
            console.error('Failed to parse remaining buffer:', e);
          }
        }
      }
    });

    // Connect the input to our transform stream
    return input.pipeThrough(transform);
  }

  // Implementing the synchronous chat interaction
  public async chat(optionsArg: ChatOptions): Promise<ChatResponse> {
    const messages = [
      // System message
      {
        role: 'system',
        content: optionsArg.systemMessage,
      },
      // Message history
      ...optionsArg.messageHistory.map(msg => ({
        role: msg.role,
        content: msg.content,
      })),
      // User message
      {
        role: 'user',
        content: optionsArg.userMessage,
      },
    ];

    const response = await fetch(`${this.baseUrl}/chat/completions`, {
      method: 'POST',
      headers: {
        'Authorization': `Bearer ${this.options.groqToken}`,
        'Content-Type': 'application/json',
      },
      body: JSON.stringify({
        model: this.options.model,
        messages,
        temperature: 0.7,
        max_completion_tokens: 1024,
        stream: false,
      }),
    });

    if (!response.ok) {
      const error = await response.json();
      throw new Error(`Groq API error: ${error.message || response.statusText}`);
    }

    const result = await response.json();

    return {
      role: 'assistant',
      message: result.choices[0].message.content,
    };
  }

  public async audio(optionsArg: { message: string }): Promise<NodeJS.ReadableStream> {
    // Groq does not provide an audio API, so this method is not implemented.
    throw new Error('Audio generation is not yet supported by Groq.');
  }

  public async vision(optionsArg: { image: Buffer; prompt: string }): Promise<string> {
    throw new Error('Vision tasks are not yet supported by Groq.');
  }

  public async document(optionsArg: {
    systemMessage: string;
    userMessage: string;
    pdfDocuments: Uint8Array[];
    messageHistory: ChatMessage[];
  }): Promise<{ message: any }> {
    throw new Error('Document processing is not yet supported by Groq.');
  }

  public async research(optionsArg: ResearchOptions): Promise<ResearchResponse> {
    throw new Error('Research capabilities are not yet supported by Groq provider.');
  }

  /**
   * Image generation is not supported by Groq
   */
  public async imageGenerate(optionsArg: ImageGenerateOptions): Promise<ImageResponse> {
    throw new Error('Image generation is not supported by Groq. Please use OpenAI provider for image generation.');
  }

  /**
   * Image editing is not supported by Groq
   */
  public async imageEdit(optionsArg: ImageEditOptions): Promise<ImageResponse> {
    throw new Error('Image editing is not supported by Groq. Please use OpenAI provider for image editing.');
  }
}