Rustrees: Decision Trees & Random Forests in Rust with Python Bindings
Overview
Rustrees is an efficient decision tree and random forest library written in Rust with Python bindings. It aims to provide speed comparable to Sklearn with the reliability and performance of Rust.
Features
- 🏎️ Speed: As fast as Sklearn on average.
- 🔗 Python Bindings: Effortless integration with Python.
- 🔒 Type Safety: Benefit from Rust's strong type system.
Python
Installation
pip install rustrees
Quick Start
from sklearn.metrics import accuracy_score
from sklearn import datasets
import rustrees.decision_tree as rt_dt
df = datasets.load_breast_cancer()
model = rt_dt.DecisionTreeClassifier(max_depth=5).fit(df["data"], df["target"])
acc = accuracy_score(df["target"], model.predict(df["data"]))
print("accuracy", acc)
Rust
Installation
cargo add rustrees
Quick Start
use rustrees::{DecisionTree, Dataset, r2};
let dataset = Dataset::read_csv("iris.csv", ",");
let dt = DecisionTree::train_reg(
&dataset,
5, // max_depth
Some(1), // min_samples_leaf
Some(42), // random_state
);
let pred = dt.predict(&dataset);
println!("r2 score: {}", r2(&dataset.target_vector, &pred));
Developing
First, create a virtualenv (this just needs to be done once):
python -m venv .env
Then, activate the virtualenv (needs to be done every time):
source .env/bin/activate
Now, install the requirements (just needs to be done once):
pip install -r requirements.txt
Finally, install the Python library at the local virtual environment with the following command (needs to be done every time you change the Rust code):
maturin develop --release
Now, you can import the library rustrees in Python. This can be done also from Jupyter notebooks. To do so, run the following command:
jupyter notebook
And then import the library in the notebook:
import rustrees.decision_tree as rt_dt
Metadata
Release files for rustrees 0.2.4
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| rustrees-0.2.4.tar.gz | 3.3 MB | Without provenance | Details |
Built distributions (wheels)
Total release size: 250.3 MB
Release files / rustrees-0.2.4.tar.gz
| Download URL | rustrees-0.2.4.tar.gz |
|---|---|
| Size | 3.3 MB |
| Tags | Source |
|
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | Linux glibc 2.17+ x86-64 PyPy 3.10 PyPy 3.10 7.3 |
|
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No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | Linux glibc 2.17+ IBM System/390x PyPy 3.10 PyPy 3.10 7.3 |
|
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No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | Linux glibc 2.17+ PowerPC 64-le PyPy 3.10 PyPy 3.10 7.3 |
|
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No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | Linux glibc 2.17+ ARMv7l PyPy 3.10 PyPy 3.10 7.3 |
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No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | Linux glibc 2.17+ ARM64 PyPy 3.10 PyPy 3.10 7.3 |
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No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-pp310-pypy310_pp73-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | Linux glibc 2.12+ x86-32 PyPy 3.10 PyPy 3.10 7.3 |
|
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maturin/1.4.0
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Release files / rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | Linux glibc 2.17+ x86-64 PyPy 3.9 PyPy 3.9 7.3 |
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| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | Linux glibc 2.17+ IBM System/390x PyPy 3.9 PyPy 3.9 7.3 |
|
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| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | Linux glibc 2.17+ PowerPC 64-le PyPy 3.9 PyPy 3.9 7.3 |
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| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | Linux glibc 2.17+ ARMv7l PyPy 3.9 PyPy 3.9 7.3 |
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| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | Linux glibc 2.17+ ARM64 PyPy 3.9 PyPy 3.9 7.3 |
|
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maturin/1.4.0
|
Release files / rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-pp39-pypy39_pp73-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | Linux glibc 2.12+ x86-32 PyPy 3.9 PyPy 3.9 7.3 |
|
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| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | Linux glibc 2.17+ x86-64 PyPy 3.8 PyPy 3.8 7.3 |
|
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| Uploaded via |
maturin/1.4.0
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Release files / rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | Linux glibc 2.17+ IBM System/390x PyPy 3.8 PyPy 3.8 7.3 |
|
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maturin/1.4.0
|
Release files / rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | Linux glibc 2.17+ PowerPC 64-le PyPy 3.8 PyPy 3.8 7.3 |
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| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | Linux glibc 2.17+ ARMv7l PyPy 3.8 PyPy 3.8 7.3 |
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| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | Linux glibc 2.17+ ARM64 PyPy 3.8 PyPy 3.8 7.3 |
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maturin/1.4.0
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Release files / rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | Linux glibc 2.12+ x86-32 PyPy 3.8 PyPy 3.8 7.3 |
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maturin/1.4.0
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Release files / rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | Linux glibc 2.17+ x86-64 PyPy 3.7 PyPy 3.7 7.3 |
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| Uploaded via |
maturin/1.4.0
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Release files / rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | Linux glibc 2.17+ IBM System/390x PyPy 3.7 PyPy 3.7 7.3 |
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maturin/1.4.0
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Release files / rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | Linux glibc 2.17+ PowerPC 64-le PyPy 3.7 PyPy 3.7 7.3 |
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maturin/1.4.0
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Release files / rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | Linux glibc 2.17+ ARMv7l PyPy 3.7 PyPy 3.7 7.3 |
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maturin/1.4.0
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Release files / rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | Linux glibc 2.17+ ARM64 PyPy 3.7 PyPy 3.7 7.3 |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | Linux glibc 2.12+ x86-32 PyPy 3.7 PyPy 3.7 7.3 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ IBM System/390x |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ PowerPC 64-le |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-none-win_amd64.whl
| Download URL | rustrees-0.2.4-cp312-none-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.12 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-none-win32.whl
| Download URL | rustrees-0.2.4-cp312-none-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.12 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ IBM System/390x |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ PowerPC 64-le |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | CPython 3.12 Linux glibc 2.12+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | rustrees-0.2.4-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | rustrees-0.2.4-cp312-cp312-macosx_10_12_x86_64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-none-win_amd64.whl
| Download URL | rustrees-0.2.4-cp311-none-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.11 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-none-win32.whl
| Download URL | rustrees-0.2.4-cp311-none-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.11 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ IBM System/390x |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ PowerPC 64-le |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | CPython 3.11 Linux glibc 2.12+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | rustrees-0.2.4-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | rustrees-0.2.4-cp311-cp311-macosx_10_12_x86_64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.11 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-none-win_amd64.whl
| Download URL | rustrees-0.2.4-cp310-none-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.10 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-none-win32.whl
| Download URL | rustrees-0.2.4-cp310-none-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.10 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ IBM System/390x |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ PowerPC 64-le |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | CPython 3.10 Linux glibc 2.12+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | rustrees-0.2.4-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp310-cp310-macosx_10_12_x86_64.whl
| Download URL | rustrees-0.2.4-cp310-cp310-macosx_10_12_x86_64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.10 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp39-none-win_amd64.whl
| Download URL | rustrees-0.2.4-cp39-none-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.9 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp39-none-win32.whl
| Download URL | rustrees-0.2.4-cp39-none-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.9 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ IBM System/390x |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ PowerPC 64-le |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | CPython 3.9 Linux glibc 2.12+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp38-none-win_amd64.whl
| Download URL | rustrees-0.2.4-cp38-none-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.8 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp38-none-win32.whl
| Download URL | rustrees-0.2.4-cp38-none-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.8 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ IBM System/390x |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ PowerPC 64-le |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | CPython 3.8 Linux glibc 2.12+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp37-none-win_amd64.whl
| Download URL | rustrees-0.2.4-cp37-none-win_amd64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.7 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp37-none-win32.whl
| Download URL | rustrees-0.2.4-cp37-none-win32.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.7 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rustrees-0.2.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | rustrees-0.2.4-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ IBM System/390x |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | rustrees-0.2.4-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ PowerPC 64-le |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | rustrees-0.2.4-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rustrees-0.2.4-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Release files / rustrees-0.2.4-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl
| Download URL | rustrees-0.2.4-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl |
|---|---|
| Size | 3.4 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.12+ x86-32 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.4.0
|
Security for rustrees 0.2.4
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