import { ChunkingLoader } from 'src/libs/langchain';
import { Strategy } from 'unstructured-client/sdk/models/shared';

import { knowledgeEnv } from '@/config/knowledge';
import type { NewChunkItem, NewUnstructuredChunkItem } from '@/database/schemas';
import { ChunkingStrategy, Unstructured } from '@/libs/unstructured';

import { ChunkingRuleParser } from './rules';
import type { ChunkingService } from './rules';

export interface ChunkContentParams {
  content: Uint8Array;
  fileType: string;
  filename: string;
  mode?: 'fast' | 'hi-res';
}

interface ChunkResult {
  chunks: NewChunkItem[];
  unstructuredChunks?: NewUnstructuredChunkItem[];
}

export class ContentChunk {
  private unstructuredClient: Unstructured;
  private langchainClient: ChunkingLoader;
  private chunkingRules: Record<string, ChunkingService[]>;

  constructor() {
    this.unstructuredClient = new Unstructured();
    this.langchainClient = new ChunkingLoader();
    this.chunkingRules = ChunkingRuleParser.parse(knowledgeEnv.FILE_TYPE_CHUNKING_RULES || '');
  }

  private getChunkingServices(fileType: string): ChunkingService[] {
    const ext = fileType.split('/').pop()?.toLowerCase() || '';
    return this.chunkingRules[ext] || ['default'];
  }

  async chunkContent(params: ChunkContentParams): Promise<ChunkResult> {
    const services = this.getChunkingServices(params.fileType);

    for (const service of services) {
      try {
        switch (service) {
          case 'unstructured': {
            if (this.canUseUnstructured()) {
              return await this.chunkByUnstructured(params.filename, params.content);
            }
            break;
          }

          case 'doc2x': {
            // Future implementation
            break;
          }

          default: {
            return await this.chunkByLangChain(params.filename, params.content);
          }
        }
      } catch (error) {
        // If this is the last service, throw the error
        if (service === services.at(-1)) throw error;
        // Otherwise continue to next service
        console.error(`Chunking failed with service ${service}:`, error);
      }
    }

    // Fallback to langchain if no service succeeded
    return await this.chunkByLangChain(params.filename, params.content);
  }

  private canUseUnstructured(): boolean {
    return !!(knowledgeEnv.UNSTRUCTURED_API_KEY && knowledgeEnv.UNSTRUCTURED_SERVER_URL);
  }

  private chunkByUnstructured = async (
    filename: string,
    content: Uint8Array,
  ): Promise<ChunkResult> => {
    const result = await this.unstructuredClient.partition({
      chunkingStrategy: ChunkingStrategy.ByPage,
      fileContent: content,
      filename,
      strategy: Strategy.Auto,
    });

    // after finish partition, we need to filter out some elements
    const documents = result.compositeElements
      .filter((e) => !new Set(['PageNumber', 'Footer']).has(e.type))
      .map((item, index): NewChunkItem => {
        const {
          text_as_html,
          page_number,
          page_name,
          image_mime_type,
          image_base64,
          parent_id,
          languages,
          coordinates,
        } = item.metadata;

        return {
          id: item.element_id,
          index,
          metadata: {
            coordinates,
            image_base64,
            image_mime_type,
            languages,
            page_name,
            page_number,
            parent_id,
            text_as_html,
          },
          text: item.text,
          type: item.type,
        };
      });

    const chunks = result.originElements
      .filter((e) => !new Set(['PageNumber', 'Footer']).has(e.type))
      .map((item, index): NewUnstructuredChunkItem => {
        const {
          text_as_html,
          page_number,
          page_name,
          image_mime_type,
          image_base64,
          parent_id,
          languages,
          coordinates,
        } = item.metadata;

        return {
          compositeId: item.compositeId,
          id: item.element_id,
          index,
          metadata: {
            coordinates,
            image_base64,
            image_mime_type,
            languages,
            page_name,
            page_number,
            text_as_html,
          },
          parentId: parent_id,
          text: item.text,
          type: item.type,
        };
      });

    return { chunks: documents, unstructuredChunks: chunks };
  };

  private chunkByLangChain = async (
    filename: string,
    content: Uint8Array,
  ): Promise<ChunkResult> => {
    const res = await this.langchainClient.partitionContent(filename, content);

    const documents = res.map((item, index) => ({
      id: item.id,
      index,
      metadata: item.metadata,
      text: item.pageContent,
      type: 'LangChainElement',
    }));

    return { chunks: documents };
  };
}