# 萬題v1 (WanTopic-V1-Minimal) ## Model Description - **Author**: ShihteSiao - **Version**: v1.4-minimal - **Architecture**: Hierarchical Reasoning Model (HRM) - Minimal 256d - **Parameters**: 5,552,386 (5.6M) - **Memory Usage**: 0.0GB ## Performance - **Test Accuracy**: 50.0% - **Best Validation Loss**: 0.0025 - **Peak Reasoning Efficiency**: 49.3% - **Max Reasoning Steps**: 12 ## Architecture Details - **Hidden Size**: 256 - **Attention Heads**: 4 - **High-level Layers**: 4 - **Low-level Layers**: 4 - **Total Layers**: 8 ## Training Configuration - **Batch Size**: 4 × 8 = 32 - **Learning Rate**: 0.0002 - **Epochs**: 40 - **Mixed Precision**: True - **Label Smoothing**: 0.0 ## Usage ```python import torch # Load model checkpoint = torch.load('WanTopic-V1-Stable_final_model.pth') # Initialize model with checkpoint['model_config'] # Load state dict: model.load_state_dict(checkpoint['model_state_dict']) ``` Generated on: 2025-09-01 14:57:19