snes-disassembler/dist/ai-models-implementation.d.ts

A Super Nintendo (SNES) ROM disassembler for 65816 assembly

/**
 * AI Models Implementation using HuggingFace Transformers
 *
 * Implements actual AI models for SNES pattern recognition:
 * - MobileNetV3 for graphics classification
 * - DistilBERT for text/sequence classification
 */
import { GraphicsClassification, AudioClassification, TextClassification, CompressionInfo } from './ai-pattern-recognition';
/**
 * Real AI Model Implementation for Graphics Classification
 * Uses Vision Transformer (86.6M parameters) for accurate image classification
 */
export declare class ViTGraphicsClassifier {
    private modelPath;
    private classifier;
    private isInitialized;
    constructor(modelPath?: string);
    initialize(): Promise<void>;
    classifyGraphics(imageData: {
        data: Uint8ClampedArray;
        width: number;
        height: number;
    }): Promise<GraphicsClassification>;
    private convertToImageBlob;
    private mapToSNESTypes;
    private enhancedHeuristicClassification;
    private calculateImageFeatures;
    private calculateSymmetry;
    private calculateCompactness;
    private calculateLinearity;
    private calculateTextureComplexity;
    private calculateRepeatingPatterns;
    private extractBlock;
    private blocksMatch;
}
/**
 * Real AI Model Implementation for Text/Sequence Classification
 * Uses DistilBERT for binary sequence analysis and text type detection
 */
export declare class DistilBERTSequenceClassifier {
    private modelPath;
    private textClassifier;
    private isInitialized;
    constructor(modelPath?: string);
    initialize(): Promise<void>;
    classifyText(sequence: Uint8Array): Promise<TextClassification>;
    classifyAudio(sequence: Uint8Array): Promise<AudioClassification>;
    private convertBinaryToText;
    private analyzeForSNESText;
    private analyzeBinaryForText;
    private analyzeAudioPatterns;
    private calculateEntropy;
    private calculateRepetition;
}
/**
 * Compression Detection using Statistical Analysis + AI Insights
 */
export declare class AICompressionDetector {
    private sequenceClassifier;
    constructor();
    analyze(data: Uint8Array): Promise<CompressionInfo>;
    private calculateEntropy;
    private analyzePatterns;
    private determineCompression;
}
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