DiffPrivLib Logger
Serialize and deserialize DiffPrivLib pipelines to and from JSON.
It is inspired from opendp-logger and a first version was made by Oblivious for the UN PET Lab Hackathon 2022.
Example
from sklearn.pipeline import Pipeline
from diffprivlib import models
pipeline = Pipeline(
[
(
"scaler",
models.StandardScaler(
bounds=([17, 1, 0, 0, 1], [90, 160, 10000, 4356, 99])
),
),
("pca", models.PCA(2, data_norm=5, centered=True)),
("lr", models.LogisticRegression(data_norm=5)),
]
)
Serialise
from diffprivlib_logger import serialise_pipeline
serialised_pipeline = serialise_pipeline(pipeline)
Deserialise
from diffprivlib_logger import deserialise_pipeline
deserialised_pipeline = serialise_pipeline(serialised_pipeline)
1 maintainer
Metadata
1 maintainer
Release files for diffprivlib-logger 0.0.4
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Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| diffprivlib_logger-0.0.4-py3-none-any.whl | Python 3 | none | any | Details for diffprivlib_logger-0.0.4-py3-none-any.whl |
Release files / diffprivlib_logger-0.0.4-py3-none-any.whl
| Download URL | diffprivlib_logger-0.0.4-py3-none-any.whl |
|---|---|
| Size | 112.0 kB |
| Tags | Python 3 |
|
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|
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Security for diffprivlib-logger 0.0.4
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