Python bindings for dpsa4fl
Warning: This project is work in progress and should not be used in production. The current implementation is a prototype.
The dpsa4fl project aims at providing a mechanism for secure and differentially private aggregation of gradients in federated machine learning. For more information see the project overview.
About this package
This package provides python bindings for the dpsa4fl library. The following functionality is provided:
- Controller api: start a training session on the janus server, and collect aggregated gradients.
- Client api: securely submit gradients to the janus server.
A modified janus server setup is required, see the example project for step-by-step instructions.
Development notes
To release a new version of this package, you have to:
- Increment the version number in
Cargo.toml. - Push the current state to the
releasebranch. Then github actions will do the rest. Alternatively, you can use act to run github actions locally.
Use maturin to build the python package. To do so using the poetry python package manager, do the following in the dpsa4fl-bindings folder:
poetry shell
maturin develop
1 maintainer
Metadata
1 maintainer
Release files for dpsa4fl-bindings 0.1.69
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| dpsa4fl_bindings-0.1.69.tar.gz | 36.1 kB | Without provenance | Details for dpsa4fl_bindings-0.1.69.tar.gz |
Built distributions (wheels)
| File | Actions Reset | |||
|---|---|---|---|---|
| dpsa4fl_bindings-0.1.69-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.17+ x86-64 | Details for dpsa4fl_bindings-0.1.69-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
| dpsa4fl_bindings-0.1.69-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.9 | CPython 3.9 | Linux glibc 2.17+ x86-64 | Details for dpsa4fl_bindings-0.1.69-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
| dpsa4fl_bindings-0.1.69-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.8 | CPython 3.8 | Linux glibc 2.17+ x86-64 | Details for dpsa4fl_bindings-0.1.69-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
| dpsa4fl_bindings-0.1.69-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.7 | CPython 3.7 pymalloc | Linux glibc 2.17+ x86-64 | Details for dpsa4fl_bindings-0.1.69-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
Total release size: 10.5 MB
Release files / dpsa4fl_bindings-0.1.69.tar.gz
| Download URL | dpsa4fl_bindings-0.1.69.tar.gz |
|---|---|
| Size | 36.1 kB |
| Tags | Source |
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No |
| Uploaded via |
maturin/1.3.0
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Release files / dpsa4fl_bindings-0.1.69-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dpsa4fl_bindings-0.1.69-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 2.6 MB |
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No |
| Uploaded via |
maturin/1.3.0
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Release files / dpsa4fl_bindings-0.1.69-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dpsa4fl_bindings-0.1.69-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
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No |
| Uploaded via |
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|
Release files / dpsa4fl_bindings-0.1.69-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dpsa4fl_bindings-0.1.69-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 2.6 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
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No |
| Uploaded via |
maturin/1.3.0
|
Release files / dpsa4fl_bindings-0.1.69-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dpsa4fl_bindings-0.1.69-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 |
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| Uploaded via |
maturin/1.3.0
|
Security for dpsa4fl-bindings 0.1.69
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