Instructions to use LOOFYYLO/Hichem with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Keras
How to use LOOFYYLO/Hichem with Keras:
# Available backend options are: "jax", "torch", "tensorflow". import os os.environ["KERAS_BACKEND"] = "jax" import keras model = keras.saving.load_model("hf://LOOFYYLO/Hichem") - Notebooks
- Google Colab
- Kaggle
| import { useState, useCallback, useRef } from 'react'; | |
| import { FileProcessingState, ProcessingFile, ProcessedFile, FileMetadata } from '../types'; | |
| interface FileConfig { | |
| maxFileSize?: number; | |
| supportedExtensions?: string[]; | |
| processingQueueSize?: number; | |
| } | |
| interface FileValidationResult { | |
| isValid: boolean; | |
| errors: string[]; | |
| warnings: string[]; | |
| } | |
| interface ProcessingOptions { | |
| extractMetadata?: boolean; | |
| performContentAnalysis?: boolean; | |
| generateSemanticTags?: boolean; | |
| enableSecurityScanning?: boolean; | |
| } | |
| export const useFileProcessing = (config: FileConfig = {}) => { | |
| const [fileProcessing, setFileProcessing] = useState<FileProcessingState>({ | |
| queue: [], | |
| processed: [], | |
| categories: { | |
| code: { count: 0, types: ['tsx', 'ts', 'jsx', 'js', 'py', 'cpp', 'html', 'css'], totalSize: 0, lastUpdated: new Date() }, | |
| documents: { count: 0, types: ['md', 'pdf', 'docx', 'txt', 'rtf'], totalSize: 0, lastUpdated: new Date() }, | |
| data: { count: 0, types: ['json', 'csv', 'xml', 'yaml', 'sql'], totalSize: 0, lastUpdated: new Date() }, | |
| multimedia: { count: 0, types: ['png', 'jpg', 'gif', 'mp4', 'wav', 'mp3'], totalSize: 0, lastUpdated: new Date() }, | |
| archives: { count: 0, types: ['zip', 'tar', 'gz', 'rar'], totalSize: 0, lastUpdated: new Date() }, | |
| executables: { count: 0, types: ['exe', 'dll', 'so', 'dylib'], totalSize: 0, lastUpdated: new Date() } | |
| }, | |
| locations: new Map(), | |
| encoding: new Map() | |
| }); | |
| const processingRateRef = useRef(1.0); | |
| const isProcessingRef = useRef(false); | |
| // File validation with comprehensive checks | |
| const validateFile = useCallback(async (file: File): Promise<FileValidationResult> => { | |
| const errors: string[] = []; | |
| const warnings: string[] = []; | |
| // Size validation | |
| const maxSize = config.maxFileSize || 50 * 1024 * 1024; // 50MB default | |
| if (file.size > maxSize) { | |
| errors.push(`File size (${formatFileSize(file.size)}) exceeds maximum allowed size (${formatFileSize(maxSize)})`); | |
| } | |
| // Extension validation | |
| const extension = getFileExtension(file.name); | |
| const supportedExtensions = config.supportedExtensions || [ | |
| 'tsx', 'ts', 'jsx', 'js', 'py', 'cpp', 'html', 'css', 'md', 'pdf', | |
| 'json', 'csv', 'xml', 'yaml', 'png', 'jpg', 'mp4', 'wav' | |
| ]; | |
| if (!supportedExtensions.includes(extension)) { | |
| warnings.push(`File extension '${extension}' is not in the supported list`); | |
| } | |
| // Security checks | |
| const dangerousExtensions = ['exe', 'bat', 'cmd', 'scr', 'vbs', 'js', 'jar']; | |
| if (dangerousExtensions.includes(extension)) { | |
| warnings.push(`File type '${extension}' may pose security risks`); | |
| } | |
| // MIME type validation | |
| if (file.type && !isValidMimeType(file.type, extension)) { | |
| warnings.push(`MIME type '${file.type}' doesn't match file extension '${extension}'`); | |
| } | |
| return { | |
| isValid: errors.length === 0, | |
| errors, | |
| warnings | |
| }; | |
| }, [config]); | |
| // Add file to processing queue | |
| const addFileToQueue = useCallback(async (file: ProcessingFile) => { | |
| setFileProcessing(prev => { | |
| const queueSize = config.processingQueueSize || 100; | |
| if (prev.queue.length >= queueSize) { | |
| console.warn('Processing queue is full, removing oldest item'); | |
| return { | |
| ...prev, | |
| queue: [...prev.queue.slice(1), file] | |
| }; | |
| } | |
| return { | |
| ...prev, | |
| queue: [...prev.queue, file] | |
| }; | |
| }); | |
| }, [config]); | |
| // Process next file in queue | |
| const processNextFile = useCallback(async (): Promise<ProcessedFile | null> => { | |
| if (isProcessingRef.current) return null; | |
| const nextFile = fileProcessing.queue[0]; | |
| if (!nextFile) return null; | |
| isProcessingRef.current = true; | |
| try { | |
| // Update file status to processing | |
| setFileProcessing(prev => ({ | |
| ...prev, | |
| queue: prev.queue.map(f => | |
| f.id === nextFile.id ? { ...f, status: 'processing' } : f | |
| ) | |
| })); | |
| // Simulate processing delay based on file size and processing rate | |
| const processingTime = Math.min(5000, nextFile.size / 1000 / processingRateRef.current); | |
| await new Promise(resolve => setTimeout(resolve, processingTime)); | |
| // Create processed file result | |
| const processedFile: ProcessedFile = { | |
| ...nextFile, | |
| status: 'completed', | |
| processedAt: new Date(), | |
| metadata: await generateFileMetadata(nextFile), | |
| content: await extractFileContent(nextFile) | |
| }; | |
| // Update state | |
| setFileProcessing(prev => { | |
| const newState = { | |
| ...prev, | |
| queue: prev.queue.filter(f => f.id !== nextFile.id), | |
| processed: [...prev.processed, processedFile] | |
| }; | |
| // Update category statistics | |
| const category = determineFileCategory(nextFile.type); | |
| if (category && newState.categories[category]) { | |
| newState.categories[category].count++; | |
| newState.categories[category].totalSize += nextFile.size; | |
| newState.categories[category].lastUpdated = new Date(); | |
| } | |
| return newState; | |
| }); | |
| return processedFile; | |
| } catch (error) { | |
| console.error('File processing failed:', error); | |
| // Update file status to error | |
| setFileProcessing(prev => ({ | |
| ...prev, | |
| queue: prev.queue.map(f => | |
| f.id === nextFile.id | |
| ? { ...f, status: 'error' } | |
| : f | |
| ) | |
| })); | |
| return null; | |
| } finally { | |
| isProcessingRef.current = false; | |
| } | |
| }, [fileProcessing.queue]); | |
| // Generate comprehensive file metadata | |
| const generateFileMetadata = async (file: ProcessingFile): Promise<FileMetadata> => { | |
| const now = new Date(); | |
| return { | |
| size: file.size, | |
| createdAt: now, // In browser context, we can't get actual creation time | |
| modifiedAt: now, | |
| encoding: detectEncoding(file.name), | |
| checksum: await calculateChecksum(file.name), // Simplified checksum | |
| contentType: file.type, | |
| extractedText: await extractTextContent(file), | |
| semanticTags: await generateSemanticTags(file) | |
| }; | |
| }; | |
| // Extract text content from files | |
| const extractTextContent = async (file: ProcessingFile): Promise<string | undefined> => { | |
| const extension = getFileExtension(file.name); | |
| // For text-based files, we would normally read the content | |
| // In this simulation, we return placeholder text | |
| const textExtensions = ['txt', 'md', 'js', 'ts', 'tsx', 'jsx', 'py', 'html', 'css', 'json', 'xml', 'yaml']; | |
| if (textExtensions.includes(extension)) { | |
| return `Extracted text content from ${file.name}. This would contain the actual file content in a real implementation.`; | |
| } | |
| return undefined; | |
| }; | |
| // Generate semantic tags based on file content and metadata | |
| const generateSemanticTags = async (file: ProcessingFile): Promise<string[]> => { | |
| const tags: string[] = []; | |
| const extension = getFileExtension(file.name); | |
| const fileName = file.name.toLowerCase(); | |
| // File type tags | |
| const category = determineFileCategory(file.type); | |
| if (category) { | |
| tags.push(category); | |
| } | |
| // Extension-specific tags | |
| tags.push(extension); | |
| // Size-based tags | |
| if (file.size < 1024) tags.push('small'); | |
| else if (file.size < 1024 * 1024) tags.push('medium'); | |
| else tags.push('large'); | |
| // Content-based tags (simplified heuristics) | |
| if (fileName.includes('test')) tags.push('testing'); | |
| if (fileName.includes('config')) tags.push('configuration'); | |
| if (fileName.includes('api')) tags.push('api'); | |
| if (fileName.includes('component')) tags.push('component'); | |
| if (fileName.includes('service')) tags.push('service'); | |
| if (fileName.includes('util')) tags.push('utility'); | |
| if (fileName.includes('doc')) tags.push('documentation'); | |
| // Programming language specific tags | |
| const codeExtensions = ['js', 'ts', 'tsx', 'jsx', 'py', 'cpp', 'java', 'go', 'rs']; | |
| if (codeExtensions.includes(extension)) { | |
| tags.push('source-code', 'programming'); | |
| } | |
| return tags; | |
| }; | |
| // Extract file content for processing | |
| const extractFileContent = async (file: ProcessingFile): Promise<any> => { | |
| // In a real implementation, this would read and parse the actual file content | |
| // For this simulation, we return structured metadata | |
| return { | |
| fileName: file.name, | |
| fileType: file.type, | |
| size: file.size, | |
| extension: getFileExtension(file.name), | |
| category: determineFileCategory(file.type), | |
| processedAt: new Date().toISOString() | |
| }; | |
| }; | |
| // Utility functions | |
| const getFileExtension = (fileName: string): string => { | |
| return fileName.split('.').pop()?.toLowerCase() || ''; | |
| }; | |
| const formatFileSize = (bytes: number): string => { | |
| const units = ['B', 'KB', 'MB', 'GB']; | |
| let size = bytes; | |
| let unitIndex = 0; | |
| while (size >= 1024 && unitIndex < units.length - 1) { | |
| size /= 1024; | |
| unitIndex++; | |
| } | |
| return `${size.toFixed(1)} ${units[unitIndex]}`; | |
| }; | |
| const isValidMimeType = (mimeType: string, extension: string): boolean => { | |
| const mimeMap: Record<string, string[]> = { | |
| 'text/plain': ['txt', 'md'], | |
| 'application/json': ['json'], | |
| 'text/html': ['html', 'htm'], | |
| 'text/css': ['css'], | |
| 'application/javascript': ['js'], | |
| 'image/png': ['png'], | |
| 'image/jpeg': ['jpg', 'jpeg'], | |
| 'application/pdf': ['pdf'] | |
| }; | |
| return mimeMap[mimeType]?.includes(extension) || false; | |
| }; | |
| const detectEncoding = (fileName: string): string => { | |
| // Simplified encoding detection based on file extension | |
| const extension = getFileExtension(fileName); | |
| const textExtensions = ['txt', 'md', 'js', 'ts', 'tsx', 'jsx', 'html', 'css', 'json', 'xml']; | |
| return textExtensions.includes(extension) ? 'utf-8' : 'binary'; | |
| }; | |
| const calculateChecksum = async (fileName: string): Promise<string> => { | |
| // Simplified checksum calculation (in real implementation, would hash file content) | |
| return `checksum_${fileName.length}_${Date.now()}`; | |
| }; | |
| const determineFileCategory = (mimeType: string): keyof typeof fileProcessing.categories | null => { | |
| if (mimeType.startsWith('text/') || mimeType.includes('javascript') || mimeType.includes('typescript')) { | |
| return 'code'; | |
| } | |
| if (mimeType.includes('document') || mimeType.includes('pdf') || mimeType.includes('text')) { | |
| return 'documents'; | |
| } | |
| if (mimeType.includes('json') || mimeType.includes('xml') || mimeType.includes('csv')) { | |
| return 'data'; | |
| } | |
| if (mimeType.startsWith('image/') || mimeType.startsWith('video/') || mimeType.startsWith('audio/')) { | |
| return 'multimedia'; | |
| } | |
| if (mimeType.includes('zip') || mimeType.includes('tar') || mimeType.includes('compressed')) { | |
| return 'archives'; | |
| } | |
| if (mimeType.includes('executable') || mimeType.includes('application/x-')) { | |
| return 'executables'; | |
| } | |
| return null; | |
| }; | |
| // Get processing statistics | |
| const getProcessingStats = useCallback(() => { | |
| const totalProcessed = fileProcessing.processed.length; | |
| const totalSize = fileProcessing.processed.reduce((sum, file) => sum + file.size, 0); | |
| const averageProcessingTime = totalProcessed > 0 | |
| ? fileProcessing.processed.reduce((sum, file) => { | |
| const processingTime = file.processedAt.getTime() - new Date(file.processedAt).getTime(); | |
| return sum + processingTime; | |
| }, 0) / totalProcessed | |
| : 0; | |
| return { | |
| queueLength: fileProcessing.queue.length, | |
| totalProcessed, | |
| totalSize: formatFileSize(totalSize), | |
| averageProcessingTime, | |
| categories: fileProcessing.categories, | |
| processingRate: processingRateRef.current | |
| }; | |
| }, [fileProcessing]); | |
| // Clear processed files | |
| const clearProcessedFiles = useCallback(() => { | |
| setFileProcessing(prev => ({ | |
| ...prev, | |
| processed: [] | |
| })); | |
| }, []); | |
| // Adjust processing rate for performance optimization | |
| const adjustProcessingRate = useCallback((rate: number) => { | |
| processingRateRef.current = Math.max(0.1, Math.min(2.0, rate)); | |
| }, []); | |
| return { | |
| fileProcessing, | |
| validateFile, | |
| addFileToQueue, | |
| processNextFile, | |
| getProcessingStats, | |
| clearProcessedFiles, | |
| adjustProcessingRate | |
| }; | |
| }; | |