DaRE RF: Data Removal-Enabled Random Forests
dare-rf is a python library that implements machine unlearning for random forests, enabling the efficient removal of training data without having to retrain from scratch. It is built using Cython and is designed to be scalable to large datasets.
Installation
pip install dare-rf
Usage
Simple example of removing a single training instance:
import dare
import numpy as np
# training data
X_train = np.array([[0, 1], [0, 1], [0, 1], [1, 0], [1, 0]])
y_train = np.array([1, 1, 1, 0, 1])
X_test = np.array([[1, 0]]) # test instance
# train a DaRE RF model
rf = dare.Forest(n_estimators=100,
max_depth=3,
k=5, # no. thresholds to consider per attribute
topd=0, # no. random node layers
random_state=1)
rf.fit(X_train, y_train)
rf.predict_proba(X_test) # prediction before deletion => [0.5, 0.5]
rf.delete(3) # delete training example at index 3 ([1, 0], 0)
rf.predict_proba(X_test) # prediction after deletion => [0.0, 1.0]
License
Reference
Brophy and Lowd. Machine Unlearning for Random Forests. ICML 2021.
@inproceedings{brophy2021machine,
title={Machine Unlearning for Random Forests},
author={Brophy, Jonathan and Lowd, Daniel},
booktitle={International Conference on Machine Learning},
pages={1092--1104},
year={2021},
organization={PMLR}
}
1 maintainer
Metadata
1 maintainer
Release files for dare-rf 1.1.4
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| dare_rf-1.1.4.tar.gz | 1.2 MB | Details |
Built distributions (wheels)
Total release size: 97.0 MB
Release files / dare_rf-1.1.4.tar.gz
| Download URL | dare_rf-1.1.4.tar.gz |
|---|---|
| Size | 1.2 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
5deeab6129cb4f6bc0989b6fff7d53eb329dd4055607df28c4f29f6f65e01764
|
|
BLAKE2b-256 checksum How to use checksums |
ca1561f6af29f5f70920bf42d6aa7f6bcb4abeb174b68fbaa53c39a167f6c8fb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp310-cp310-win_amd64.whl
| Download URL | dare_rf-1.1.4-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
4c4ef9c9e3f94281edbe6d0def20d0a8fc1300853ec932f23ae649b7c9d8a57d
|
|
BLAKE2b-256 checksum How to use checksums |
ed1af86525c3dd7536a3443b899d0a7293b0f4c030e5329aec67429a590e44e5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp310-cp310-win32.whl
| Download URL | dare_rf-1.1.4-cp310-cp310-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.10 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
ee94733936e33ffb74841883e6f6a111dfa5645800e19535847c3ad46666df7a
|
|
BLAKE2b-256 checksum How to use checksums |
da12921ea3b1a1087fadd873162a60a28f485aa7299ad4e38b27d643e826cccc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp310-cp310-musllinux_1_1_x86_64.whl
| Download URL | dare_rf-1.1.4-cp310-cp310-musllinux_1_1_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.10 Linux musl 1.1+ x86-64 |
|
SHA-256 checksum How to use checksums |
e85803317ec7f7042ad8b030b343c95a8352924f198febcc2413f0f1e0e3df23
|
|
BLAKE2b-256 checksum How to use checksums |
6edece7714108623faa8d1ac6dd60604d8a3223e7e27a85c01a7a1dcd9e3a90c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp310-cp310-musllinux_1_1_i686.whl
| Download URL | dare_rf-1.1.4-cp310-cp310-musllinux_1_1_i686.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.10 Linux musl 1.1+ x86-32 |
|
SHA-256 checksum How to use checksums |
7d9042cff6731e4ec7d04f74990e5355b9b20a09801102b56a18b459c953bc82
|
|
BLAKE2b-256 checksum How to use checksums |
a0a0493f32f6219e30a43a47f9856e75f3619dea5f79896f8a39248006e45bff
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dare_rf-1.1.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
6423f3998ca16a63634460cb8141794db9119e962ddfe07f3e85d88ccbf7665c
|
|
BLAKE2b-256 checksum How to use checksums |
1b7981d2591a6332e43991ccaae90b732d27c6fa03349a06c085e32f03f05ac9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | dare_rf-1.1.4-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
78b54907c2e221b350cbc32267277bdaf5a43d72a8a921ac8b4d4407b10e7f31
|
|
BLAKE2b-256 checksum How to use checksums |
0f4699a68be012e7f57ac79f856683c6c771a4f076ef5080cf78c164362048b7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | dare_rf-1.1.4-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
4fc19ab18b3895118208a070b2b3195160179f5bc9cecc750aac20203d2cd17b
|
|
BLAKE2b-256 checksum How to use checksums |
001612265c922d395f899935cdd3ae956b7feb8fc91264b295e2cfc5d056063a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp39-cp39-win_amd64.whl
| Download URL | dare_rf-1.1.4-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2b9b59cb27fa16161419c2ff14757422dee4f6029ac5bc5bb2fc7d91f1c3a4e9
|
|
BLAKE2b-256 checksum How to use checksums |
26ad884b957b861453375cfb5a3bf5de6fbf7ac1b9428bb5e39990941a71920d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp39-cp39-win32.whl
| Download URL | dare_rf-1.1.4-cp39-cp39-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.9 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
627eb96ba995f932b79a8edc2ea815ba17e2bb21deccac32f235d31fc1cf6f05
|
|
BLAKE2b-256 checksum How to use checksums |
8454bfe26be4ff9f40cc64eaee6ce78e7c2e55ded057533304fbbadb7128ffdf
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp39-cp39-musllinux_1_1_x86_64.whl
| Download URL | dare_rf-1.1.4-cp39-cp39-musllinux_1_1_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.9 Linux musl 1.1+ x86-64 |
|
SHA-256 checksum How to use checksums |
538b446e7492a6a0bffd74a52ed7f18d8712a36c90187441a6dabdbcad6f0992
|
|
BLAKE2b-256 checksum How to use checksums |
624bf422dd6f931d46c082a2f83e2f0b7feb01dd938ab0869e200be9fbefe1fa
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp39-cp39-musllinux_1_1_i686.whl
| Download URL | dare_rf-1.1.4-cp39-cp39-musllinux_1_1_i686.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.9 Linux musl 1.1+ x86-32 |
|
SHA-256 checksum How to use checksums |
e44c69f360870acdec240f2c0f1bcded5f90617c2ebabc494668f659be1b92a8
|
|
BLAKE2b-256 checksum How to use checksums |
d65225cde26949824c5ffd7b5e22c03a8f67e63cc7cd511585343555a9dc3e44
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dare_rf-1.1.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
3cda6949053962a3b10861a9f1fbe593de8b517786ec01d7a36214658d6cf8f6
|
|
BLAKE2b-256 checksum How to use checksums |
3e3723993984a6cccba1fbc6b2eba8331f77be4130397001b948e68c4ff911dc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | dare_rf-1.1.4-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
c2c7dfffaf3139e61d7308a6f0f564b2361d47b16b0c2854c4d8aa21afaeb8e2
|
|
BLAKE2b-256 checksum How to use checksums |
b209620ae85b3647a31c29962ec8f613544cedee303715e9ab7cc08ae98755d1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | dare_rf-1.1.4-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
518b9bcdda1c61615a120128b8cd5bd2b57cc226f53a122d300c650ccf57f73e
|
|
BLAKE2b-256 checksum How to use checksums |
cccdd4b33e803700008f3fda4db9a5ce83dc490a937cdeb2e1e671eaf2129396
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp38-cp38-win_amd64.whl
| Download URL | dare_rf-1.1.4-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.8 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b50f44588464436f0df617d6d15ce1af152a00bcd595c29f5f1d35665491b0ce
|
|
BLAKE2b-256 checksum How to use checksums |
3047834ad6299a7cb4a7da43400d67639d8027d1c9ee3ce448d622575f48bc10
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp38-cp38-win32.whl
| Download URL | dare_rf-1.1.4-cp38-cp38-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.8 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
af3e9dcffab4fc6c8410a2f249277ea8d88b8a40b5509e9ad168eda5f9d9356d
|
|
BLAKE2b-256 checksum How to use checksums |
8070db109fac3ab330d95e8c7cb9d5d7dc82fcbac2f99e29ed7849a8bc424025
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp38-cp38-musllinux_1_1_x86_64.whl
| Download URL | dare_rf-1.1.4-cp38-cp38-musllinux_1_1_x86_64.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.8 Linux musl 1.1+ x86-64 |
|
SHA-256 checksum How to use checksums |
41f87a272457ed65f3d79a8b708a22ffd3b96a59f7b94bbf61399bd2dac0d07e
|
|
BLAKE2b-256 checksum How to use checksums |
b3da7b3a65f35de2f1dc949398a61a25a0b8cb87023fa31f5e646f190c08d712
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp38-cp38-musllinux_1_1_i686.whl
| Download URL | dare_rf-1.1.4-cp38-cp38-musllinux_1_1_i686.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.8 Linux musl 1.1+ x86-32 |
|
SHA-256 checksum How to use checksums |
71a3c39e05ea549560193245783004c5e709b110953c47b4f2916672032e946a
|
|
BLAKE2b-256 checksum How to use checksums |
e20b4c147296f9529c3423a4f69759c4f512c9f38757de6d8b1e007dabc88ebf
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dare_rf-1.1.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
4880e375e946de2123b5d98d6f931fd82b5321d91f44438cd9a04f3bb5fded0e
|
|
BLAKE2b-256 checksum How to use checksums |
458c3fb00e5e0a20ff761cf7b5a5221ad2d194f05afcbce33e2b5d381c38b6d1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | dare_rf-1.1.4-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
33792e41b660970d2557eccbae4cda4a6ceafca501e15eab9711dd791c124d8b
|
|
BLAKE2b-256 checksum How to use checksums |
75927629017153bf24b6716b23583088ec747a18b62ad8b6f34d615d43ce125a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | dare_rf-1.1.4-cp38-cp38-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.8 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
90d92f61173f7c75054e56673a7efdfd52dae4aae282c9d2167ddaafe94462ed
|
|
BLAKE2b-256 checksum How to use checksums |
ce1c8516fd366e89a986171fa42502bee0cef3b4292c6a6dfb71592a29ee6a5c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp37-cp37m-win_amd64.whl
| Download URL | dare_rf-1.1.4-cp37-cp37m-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-64 |
|
SHA-256 checksum How to use checksums |
45ca2ab2363e14c8f0be401c26ffd8e94baf744b6917a450d62244d4f87a92ed
|
|
BLAKE2b-256 checksum How to use checksums |
40ac4bc16ac813ecd14583db0f41d2ec21dbd155206f4c0ed56345f0f289e50a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp37-cp37m-win32.whl
| Download URL | dare_rf-1.1.4-cp37-cp37m-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-32 |
|
SHA-256 checksum How to use checksums |
8609ca2418c92f318fc3082561e4eaff81aa4cc545e03e26a7bc6a640457386c
|
|
BLAKE2b-256 checksum How to use checksums |
b7530b63fdfa9dc9be5fd84de828efda2c0524e402240eb4119d58df6d82c38a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp37-cp37m-musllinux_1_1_x86_64.whl
| Download URL | dare_rf-1.1.4-cp37-cp37m-musllinux_1_1_x86_64.whl |
|---|---|
| Size | 4.5 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-64 |
|
SHA-256 checksum How to use checksums |
98909b4cce2c97622f2a98d488e8f22ad10faafbc7f7226321ca583f5a3d6642
|
|
BLAKE2b-256 checksum How to use checksums |
cc75674a815703dff85cd1a3d7656e50e4a43c011071378888ce4fbb14ef8338
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp37-cp37m-musllinux_1_1_i686.whl
| Download URL | dare_rf-1.1.4-cp37-cp37m-musllinux_1_1_i686.whl |
|---|---|
| Size | 4.4 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-32 |
|
SHA-256 checksum How to use checksums |
892536f373661025c567db17518dbb54e1f562cf4ebe466db769dac6f391df4f
|
|
BLAKE2b-256 checksum How to use checksums |
ba27b6b07c96fc4164b28fbd9281bf456126be341e3b1b77bf0de1ca07d1c700
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dare_rf-1.1.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 4.5 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
91d214d6d0787abf030e8ea55cfc7a81034ad1d8242cf34fff375b6f0ca73a7b
|
|
BLAKE2b-256 checksum How to use checksums |
cd52747aea17cb9bf07598a5f6098c96f4d83d26d7db2541ae60e073865725fa
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | dare_rf-1.1.4-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 4.4 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
3348a84092d0a3399584a60408b2b5348b45db6f5ced3fa0ac77a8c1244256c6
|
|
BLAKE2b-256 checksum How to use checksums |
f53e9ae85d00ae7a624cf43652edd57452e227ee04adba1c55324e6eab177ec0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
Release files / dare_rf-1.1.4-cp37-cp37m-macosx_10_9_x86_64.whl
| Download URL | dare_rf-1.1.4-cp37-cp37m-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
ce0b6075cea15ba425d8928ac7501ab92214529919884c1e59a812ace2667ae7
|
|
BLAKE2b-256 checksum How to use checksums |
3e8a4134383ed84830a02863b11d306fa33fba7c01676a75f00e5f1fc397047e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/5.1.0 CPython/3.9.19
|
