🤗 Advanced HuggingFace Model Parameter Analyzer

Enter any HuggingFace model path to get detailed parameter analysis including:

• Total & trainable parameter counts
• Embedding vs non-embedding breakdown
• Layer-by-layer analysis
• Weight sharing detection
• Private model access with HuggingFace token

📝 Notes:

• Weight tying detection: Automatically handles shared parameters (e.g., input/output embeddings)
• Layer categorization: Groups parameters by transformer layers, embeddings, etc.
• Detailed analysis: Click "Detailed Analysis" for parameter-by-parameter breakdown
• Private models: Use your HuggingFace token to access private or gated models
• Token security: Token is only used for this session and not stored
• Model compatibility: Works with most HuggingFace transformer models