12 projects
opake-transformers
Hugging Face trainer integration for Opake: DP-aware training loop, TRL-style SFT/DPO support, and Hugging Face compatibility layers.
opake-patches
Opake patches: PyTorch checkpoint shim and Hugging Face compatibility/kernel patches
opake-optimizers
Opake functional optimizers (torchopt-based, DP-aware update surface)
opake-engine
Opake torch substrate: pytree wrappers, clipping primitives, DDP plumbing, schedules, profiler, and noise-allocation math
opake-dpsgd
Opake DP-SGD: Gaussian noise, per-group calibration, AdamW-BC
opake-dpftrl
Opake DP-FTRL mechanisms: matrix-factorization noise (BLT, BSR, BISR, lambda-CGD) and private second moments
opake-base
Opake foundation: pure-Python serialization registry and dispatcher (the seam used by every other opake wheel)
opake-auditing
Opake empirical privacy auditing: one-run estimator, coin-flip, membership inference
opake-alignment
Functional primitives for DP-safe preference learning (DPO, SFT)
opake-accounting
High-performance differential privacy accounting using Privacy Loss Distributions
opake
Functional Differential Privacy for PyTorch
DPTrainer
Differential privacy training utilities for PyTorch and Hugging Face Transformers, powered by Opacus.
