rusvm
A Python interface to rusvm.
Installation
pip install rusvm
Example
See simple.py.
import rusvm
import numpy as np
import matplotlib.pyplot as plt
# generate sample dataset
n = 20
np.random.seed(42)
x = np.random.rand(n)
y = np.sin(2.0 * np.pi * x)
# define parameters for training problem
# regularization parameter
lmbda = 1.0
# scaling parameter
gamma = 10.0
# solve training problem
res = rusvm.solve_smo(
x=np.sqrt(gamma) * x[:, None],
y=y,
params_problem=dict(
lmbda=lmbda,
kind='regression',
),
params_smo=dict(
time_limit=1.0,
)
)
print(res['opt_status'])
a = np.array(res['a']) / lmbda
a = a[:n] + a[n:]
# generate reference points
xplot = np.linspace(0.0, 1.0, 100)
# evaluate decision function at reference points
k = np.exp(-gamma * (xplot[:, None] - x[None, :]) ** 2)
yplot = k.dot(a) + res['b']
# plot training points and decision function
plt.plot(x, y, 'kx')
plt.plot(xplot, yplot, 'r')
Build
maturin develop --release
1 maintainer
Release files for rusvm 0.1.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| rusvm-0.1.1.tar.gz | 16.3 kB | Details |
Built distributions (wheels)
Total release size: 122.4 MB
Release files / rusvm-0.1.1.tar.gz
| Download URL | rusvm-0.1.1.tar.gz |
|---|---|
| Size | 16.3 kB |
| Tags | Source |
|
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Release files / rusvm-0.1.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rusvm-0.1.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 2.3 MB |
| Tags | Linux glibc 2.17+ x86-64 PyPy 3.10 PyPy 3.10 7.3 |
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Release files / rusvm-0.1.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rusvm-0.1.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 2.3 MB |
| Tags | Linux glibc 2.17+ x86-64 PyPy 3.9 PyPy 3.9 7.3 |
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Release files / rusvm-0.1.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rusvm-0.1.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 2.3 MB |
| Tags | Linux glibc 2.17+ x86-64 PyPy 3.8 PyPy 3.8 7.3 |
|
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Release files / rusvm-0.1.1-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rusvm-0.1.1-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 2.3 MB |
| Tags | Linux glibc 2.17+ x86-64 PyPy 3.7 PyPy 3.7 7.3 |
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Release files / rusvm-0.1.1-cp312-none-win_amd64.whl
| Download URL | rusvm-0.1.1-cp312-none-win_amd64.whl |
|---|---|
| Size | 16.3 MB |
| Tags | CPython 3.12 Windows x86-64 |
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|---|---|
| Size | 2.3 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
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| Size | 294.9 kB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
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| Download URL | rusvm-0.1.1-cp311-none-win_amd64.whl |
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| Size | 16.3 MB |
| Tags | CPython 3.11 Windows x86-64 |
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| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
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| Tags | CPython 3.11 macOS 11.0+ ARM64 |
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| Download URL | rusvm-0.1.1-cp311-cp311-macosx_10_12_x86_64.whl |
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| Size | 295.2 kB |
| Tags | CPython 3.11 macOS 10.12+ x86-64 |
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| Download URL | rusvm-0.1.1-cp310-none-win_amd64.whl |
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| Size | 16.3 MB |
| Tags | CPython 3.10 Windows x86-64 |
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| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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| Size | 288.6 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
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| Tags | CPython 3.9 Windows x86-64 |
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