v2: Training with real datasets, Mamba SSM, push-to-hub

v1.4: replace SSM scan with parallel causal linear attn, batch wavelet subbands, use F.scaled_dot_product_attention, fix AMP on CPU

Add training script with modern APIs (no deprecations)