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coppice

A simple decision tree and random forest library using a Rust backend.

Installation

pip install coppice

Usage

Python

import numpy as np

from coppice import _coppice

x = ... # [w, n]
y = ... # [n]

x = x.astype(np.float32)
y = y.astype(np.uint32)

_coppice.train_tree_np(x, y, max_depth=5)

_coppice.train_forest_np(x, y, max_depth=5, num_trees=10)

CLI

usage: coppice_ [-h] [--model-type {tree,forest}] [--num-trees NUM_TREES]
                [--max-depth MAX_DEPTH]
                x-path y-path

positional arguments:
  x-path
  y-path

options:
  -h, --help            show this help message and exit
  --model-type {tree,forest}
  --num-trees NUM_TREES
  --max-depth MAX_DEPTH

Development

git clone git@github.com:JBwdn/coppice.git
cd coppice
pip install -e ".[dev]"
maturin develop
pre-commit install

Metadata

Release files for coppice 0.2.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for coppice 0.2.0
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coppice-0.2.0.tar.gz 240.2 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for coppice 0.2.0
File
coppice-0.2.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ x86-64 Details
coppice-0.2.0-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ IBM System/390x Details
coppice-0.2.0-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ PowerPC 64-le Details
coppice-0.2.0-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ ARMv7l Details
coppice-0.2.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ ARM64 Details
coppice-0.2.0-pp310-pypy310_pp73-manylinux_2_12_i686.manylinux2010_i686.whl PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.12+ x86-32 Details
coppice-0.2.0-cp312-none-win_amd64.whl CPython 3.12 none Windows x86-64 Details
coppice-0.2.0-cp312-none-win32.whl CPython 3.12 none Windows x86-32 Details
coppice-0.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
coppice-0.2.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
coppice-0.2.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
coppice-0.2.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
coppice-0.2.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
coppice-0.2.0-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.12+ x86-32 Details
coppice-0.2.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
coppice-0.2.0-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
coppice-0.2.0-cp311-none-win_amd64.whl CPython 3.11 none Windows x86-64 Details
coppice-0.2.0-cp311-none-win32.whl CPython 3.11 none Windows x86-32 Details
coppice-0.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
coppice-0.2.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
coppice-0.2.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
coppice-0.2.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
coppice-0.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
coppice-0.2.0-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl CPython 3.11 CPython 3.11 Linux glibc 2.12+ x86-32 Details
coppice-0.2.0-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
coppice-0.2.0-cp311-cp311-macosx_10_12_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
coppice-0.2.0-cp310-none-win_amd64.whl CPython 3.10 none Windows x86-64 Details
coppice-0.2.0-cp310-none-win32.whl CPython 3.10 none Windows x86-32 Details
coppice-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
coppice-0.2.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
coppice-0.2.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
coppice-0.2.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
coppice-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
coppice-0.2.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl CPython 3.10 CPython 3.10 Linux glibc 2.12+ x86-32 Details
coppice-0.2.0-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
coppice-0.2.0-cp310-cp310-macosx_10_12_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.12+ x86-64 Details

Total release size: 29.5 MB

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