// Backend service for RFP Management System

const API_BASE_URL = '/api';

export interface StoredDocument {
  id: string;
  name: string;
  category?: string;
  fileType: string;
  uploadDate: string;
  size?: number;
  contentLength?: number;
  processed?: boolean;
}

export interface CurrentRFPDocument {
  id: string;
  name: string;
  fileType: string;
  uploadDate: string;
  contentLength?: number;
  processed?: boolean;
}

export interface DocumentWithContent {
  id: string;
  name: string;
  category?: string;
  fileType: string;
  uploadDate: string;
  content: string;
}

class BackendService {
  
  /**
   * Upload a previous RFP document to backend storage
   */
  async uploadPreviousRFP(file: File, category: string): Promise<StoredDocument> {
    const formData = new FormData();
    formData.append('file', file);
    formData.append('category', category);

    const response = await fetch(`${API_BASE_URL}/upload-previous-rfp`, {
      method: 'POST',
      body: formData
    });

    if (!response.ok) {
      throw new Error(`Upload failed: ${response.statusText}`);
    }

    const result = await response.json();
    if (!result.success) {
      throw new Error(result.error || 'Upload failed');
    }

    return result.document;
  }

  /**
   * Get all previous RFP documents
   */
  async getPreviousRFPs(): Promise<StoredDocument[]> {
    const response = await fetch(`${API_BASE_URL}/previous-rfps`);

    if (!response.ok) {
      throw new Error(`Failed to fetch documents: ${response.statusText}`);
    }

    const result = await response.json();
    if (!result.success) {
      throw new Error(result.error || 'Failed to fetch documents');
    }

    return result.documents;
  }

  /**
   * Get document content by ID
   */
  async getDocumentContent(id: string): Promise<DocumentWithContent> {
    const response = await fetch(`${API_BASE_URL}/document/${id}/content`);

    if (!response.ok) {
      throw new Error(`Failed to fetch document content: ${response.statusText}`);
    }

    const result = await response.json();
    if (!result.success) {
      throw new Error(result.error || 'Failed to fetch document content');
    }

    return {
      ...result.document,
      content: result.content
    };
  }

  /**
   * Delete a document
   */
  async deleteDocument(id: string): Promise<void> {
    const response = await fetch(`${API_BASE_URL}/document/${id}`, {
      method: 'DELETE'
    });

    if (!response.ok) {
      throw new Error(`Failed to delete document: ${response.statusText}`);
    }

    const result = await response.json();
    if (!result.success) {
      throw new Error(result.error || 'Failed to delete document');
    }
  }

  /**
   * Get documents filtered by category
   */
  async getPreviousRFPsByCategory(category: string): Promise<StoredDocument[]> {
    const allDocuments = await this.getPreviousRFPs();
    return allDocuments.filter(doc => doc.category === category);
  }

  /**
   * Get all document contents for AI processing, optionally filtered by category
   */
  async getDocumentsForAI(categoryFilter?: string): Promise<Array<{
    content: string;
    source: string;
    category: string;
    pageNumber: number;
    relevanceScore: number;
  }>> {
    try {
      const documents = categoryFilter 
        ? await this.getPreviousRFPsByCategory(categoryFilter)
        : await this.getPreviousRFPs();

      const documentsWithContent = await Promise.all(
        documents.map(async (doc) => {
          try {
            const docWithContent = await this.getDocumentContent(doc.id);
            return {
              content: docWithContent.content,
              source: doc.name,
              category: doc.category || 'general',
              pageNumber: 1, // Default page number, can be enhanced
              relevanceScore: 1.0 // Default relevance score
            };
          } catch (error) {
            console.warn(`Failed to get content for document ${doc.name}:`, error);
            return null;
          }
        })
      );

      return documentsWithContent.filter(doc => doc !== null) as Array<{
        content: string;
        source: string;
        category: string;
        pageNumber: number;
        relevanceScore: number;
      }>;
    } catch (error) {
      console.error('Failed to get documents for AI:', error);
      return [];
    }
  }

  /**
   * Search documents with semantic similarity
   */
  async searchDocuments(query: string, options?: {
    topK?: number;
    categoryFilter?: string;
    useSemanticSearch?: boolean;
  }): Promise<Array<{
    content: string;
    source: string;
    category: string;
    relevanceScore: number;
    matchedKeywords: string[];
  }>> {
    try {
      // Import vector storage
      const { vectorStorage } = await import('./vectorStorage');
      
      // Check if we have documents in vector storage
      const stats = vectorStorage.getStats();
      if (stats.totalChunks === 0) {
        console.log('Vector storage empty, populating with documents...');
        await this.populateVectorStorage();
      }
      
      // Perform search
      const searchMethod = options?.useSemanticSearch !== false 
        ? vectorStorage.semanticSearch.bind(vectorStorage)
        : vectorStorage.search.bind(vectorStorage);
      
      const results = searchMethod(query, {
        topK: options?.topK || 10,
        categoryFilter: options?.categoryFilter
      });
      
      return results.map(result => ({
        content: result.chunk.content,
        source: result.chunk.metadata.source,
        category: result.chunk.metadata.category || 'general',
        relevanceScore: result.score,
        matchedKeywords: result.matchedKeywords
      }));
    } catch (error) {
      console.error('Search documents failed:', error);
      // Fallback to basic retrieval
      const basicResults = await this.getDocumentsForAI(options?.categoryFilter);
      return basicResults.map(doc => ({
        content: doc.content,
        source: doc.source,
        category: doc.category,
        relevanceScore: doc.relevanceScore,
        matchedKeywords: []
      }));
    }
  }

  /**
   * Populate vector storage with all documents
   */
  private async populateVectorStorage(): Promise<void> {
    try {
      const { vectorStorage } = await import('./vectorStorage');
      const documents = await this.getPreviousRFPs();
      
      console.log(`Populating vector storage with ${documents.length} documents...`);
      
      for (const doc of documents) {
        try {
          const docWithContent = await this.getDocumentContent(doc.id);
          await vectorStorage.addDocument(docWithContent.content, {
            source: doc.name,
            category: doc.category,
            pageNumber: 1
          });
        } catch (error) {
          console.warn(`Failed to add document ${doc.name} to vector storage:`, error);
        }
      }
      
      const stats = vectorStorage.getStats();
      console.log(`Vector storage populated: ${stats.totalChunks} chunks from ${stats.totalDocuments} documents`);
    } catch (error) {
      console.error('Failed to populate vector storage:', error);
    }
  }
  async healthCheck(): Promise<boolean> {
    try {
      const response = await fetch(`${API_BASE_URL}/health`);
      return response.ok;
    } catch {
      return false;
    }
  }

  /**
   * Format answer using Ollama AI
   */
  async formatAnswer(question: string, rawAnswer: string, context?: string): Promise<{
    success: boolean;
    formattedAnswer: string;
    originalAnswer: string;
  }> {
    try {
      console.log('🔧 BackendService.formatAnswer called with:', {
        questionLength: question?.length || 0,
        answerLength: rawAnswer?.length || 0,
        context: context || 'none'
      });
      
      const requestBody = {
        question,
        rawAnswer,
        context
      };
      
      console.log('📤 Making request to:', `${API_BASE_URL}/format-answer`);
      console.log('📦 Request body:', requestBody);
      
      const response = await fetch(`${API_BASE_URL}/format-answer`, {
        method: 'POST',
        headers: {
          'Content-Type': 'application/json'
        },
        body: JSON.stringify(requestBody)
      });

      console.log('📥 Response status:', response.status, response.statusText);
      
      if (!response.ok) {
        const errorText = await response.text();
        console.error('❌ Response not ok:', errorText);
        throw new Error(`Format answer failed: ${response.statusText} - ${errorText}`);
      }

      const result = await response.json();
      console.log('✅ Format result:', result);
      
      return {
        success: result.success,
        formattedAnswer: result.formattedAnswer || rawAnswer,
        originalAnswer: result.originalAnswer || rawAnswer
      };
    } catch (error) {
      console.error('❌ Failed to format answer:', error);
      if (error instanceof Error) {
        console.error('❌ Error details:', {
          name: error.name,
          message: error.message,
          stack: error.stack
        });
      }
      // Return original answer as fallback
      return {
        success: false,
        formattedAnswer: rawAnswer,
        originalAnswer: rawAnswer
      };
    }
  }

  /**
   * Generate a comprehensive 1500+ word answer across all reference documents
   */
  async comprehensiveAnswer(question: string): Promise<{
    success: boolean;
    question: string;
    generatedAnswer: string;
    wordCount: number;
    citations: Array<{ citation: string; raw: string }>;
    sourceDocuments?: Array<{ id: number; file: string }>;
    error?: string;
  }> {
    try {
      const response = await fetch(`${API_BASE_URL}/generate-comprehensive-rfp`, {
        method: 'POST',
        headers: { 'Content-Type': 'application/json' },
        body: JSON.stringify({ question })
      });
      if (!response.ok) {
        const text = await response.text();
        throw new Error(`Comprehensive generation failed: ${response.status} ${text}`);
      }
      const result = await response.json();
      if (!result.success) {
        return {
          success: false,
          question,
          generatedAnswer: result.generatedAnswer || 'NO ANSWER GENERATED',
          wordCount: result.wordCount || 0,
          citations: result.citations || [],
          sourceDocuments: result.sourceDocuments,
          error: result.error || 'Comprehensive generation failed'
        };
      }
      return {
        success: true,
        question: result.question,
        generatedAnswer: result.generatedAnswer,
        wordCount: result.wordCount,
        citations: result.citations || [],
        sourceDocuments: result.sourceDocuments
      };
    } catch (error) {
      console.error('❌ Comprehensive answer error:', error);
      return {
        success: false,
        question,
        generatedAnswer: 'Failed to generate comprehensive answer.',
        wordCount: 0,
        citations: [],
        error: error instanceof Error ? error.message : 'Unknown error'
      };
    }
  }
}

export const backendService = new BackendService();