opake-dpsgd
DP-SGD mechanisms for Opake: Gaussian noise, clipping (fixed, AUTO-S,
adaptive), and Poisson subsampling. Functional optimizers
(including the universal adamw with optional DP bias correction) live in
opake.optimizers.
Install
Install the root package as described in the repository installation guide.
opake-dpsgd is included in the default opake package set.
Quick start
from opake.dpsgd.clipping import auto_clipped_grad, clipped_grad
from opake.random import key
from opake.dpsgd.clipping import adaptive_clipped_grad
from opake.dpsgd.noise import gaussian_noise
from opake.dpsgd.sampling import PoissonSampler
Layout
opake.dpsgd.noise—gaussian_noiseopake.dpsgd.clipping—clipped_grad,auto_clipped_grad,per_group,adaptive_clipped_grad,.types,.funopake.dpsgd.sampling—PoissonSampler(optionaltruncated_batch_size)
RNG keys, pytree helpers, distributed plumbing, and serialization live in
opake-engine.
1 maintainer
Metadata
1 maintainer
Release files for opake-dpsgd 0.16.1
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| File | Interpreter | ABI | Platform | Reset |
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| opake_dpsgd-0.16.1-py3-none-any.whl | Python 3 | none | any | Details |
Release files / opake_dpsgd-0.16.1-py3-none-any.whl
| Download URL | opake_dpsgd-0.16.1-py3-none-any.whl |
|---|---|
| Size | 49.0 kB |
| Tags | Python 3 |
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