Faster Siamese Networks

Example code for training and running optimized Siamese neural networks with significant speed improvements.

See this blog post for more detail

Core Components

• FasterSiameseNetwork - Optimized model architecture for faster inference
• Faster Training - Tensor rolling technique that doubles training efficiency
• Benchmarking Tools - Performance comparison utilities

Usage

# Standard training
python siamese_model/training.py --dataset fashionmnist

# Faster training (2x speedup)
python siamese_model/training.py --use-faster-training --dataset fashionmnist

# Use both optimizations
python siamese_model/training.py --use-faster-model --use-faster-training --dataset cifar10

See Faster Model Experiments.ipynb for detailed benchmarks and performance analysis.