Adding FSDID: Fast SDID with PGD solver and fast JackKnife.
- New ProjectedGradientDescent solver — drop-in replacement for FrankWolfe, ~50-100x faster, scales to 100K+ units
- FSDID estimator combines PGD solver + fast JackKnife
- FSDID documentation with benchmarks