Package Health Score

58 / 100

security
No known security issues
popularity
Limited
maintenance
Inactive
community
Active

Explore Similar Packages

pystan
82

Popularity

Limited

GitHub Stars: 153
Forks: 69
Contributors: 40

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package cmdstanpy-opencl, we found that it has been starred 153 times.

Security

No known security issues

Security and license risk for latest version

Release Date: Oct 3, 2023
Direct Vulnerabilities: 0
C
0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
0
M
0
L

All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

BSD-3-Clause

Security Policy

We found a way for you to contribute to the project! Looks like cmdstanpy-opencl is missing a security policy.

You can connect your project's repository to Snyk to stay up to date on security alerts and receive automatic fix pull requests.

Keep your project free of vulnerabilities with Snyk

Maintenance

Inactive

Commit Frequency

Open Issues: 29
Open PR: 2
Last Release: 1 year ago
Last Commit: 1 month ago

Further analysis of the maintenance status of cmdstanpy-opencl based on released PyPI versions cadence, the repository activity, and other data points determined that its maintenance is Inactive.

An important project maintenance signal to consider for cmdstanpy-opencl is that it hasn't seen any new versions released to PyPI in the past 12 months, and could be considered as a discontinued project, or that which receives low attention from its maintainers.

In the past month we didn't find any pull request activity or change in issues status has been detected for the GitHub repository.

Community

Active

Readme: Yes
Contributing.md: Yes
Code of Conduct: No
Contributors: 40
Funding: Yes

With more than 10 contributors for the cmdstanpy-opencl repository, this is possibly a sign for a growing and inviting community.

We found a way for you to contribute to the project! Looks like cmdstanpy-opencl is missing a Code of Conduct.

Embed Package Health Score Badge

Keep your project healthy

Check your requirements.txt

Ensure all the packages you're using are healthy and well-maintained

Snyk Vulnerability Scanner

Get health score & security insights directly in your IDE

Package

Python Versions Compatibility: >=3.9,<4.0

Age: 1 year
Latest Release: 1 year ago
Dependencies: 5 Direct
Versions: 2
Maintainers: 1
Wheels: OS Independent

Readme

CmdStanPy with OpenCL and Multitreading Command

CmdStanPy is a lightweight pure-Python interface to CmdStan which provides access to the Stan compiler and all inference algorithms. It supports both development and production workflows. Because model development and testing may require many iterations, the defaults favor development mode and therefore output files are stored on a temporary filesystem. Non-default options allow all aspects of a run to be specified so that scripts can be used to distributed analysis jobs across nodes and machines.

CmdStanPy is distributed via PyPi: https://pypi.org/project/cmdstanpy/

or Conda Forge: https://anaconda.org/conda-forge/cmdstanpy

Goals

Clean interface to Stan services so that CmdStanPy can keep up with Stan releases.
Provide access to all CmdStan inference methods.
Easy to install,
- minimal Python library dependencies: numpy, pandas
- Python code doesn't interface directly with c++, only calls compiled executables
Modular - CmdStanPy produces a MCMC sample (or point estimate) from the posterior; other packages do analysis and visualization.
Low memory overhead - by default, minimal memory used above that required by CmdStanPy; objects run CmdStan programs and track CmdStan input and output files.

Source Repository

CmdStanPy and CmdStan are available from GitHub: https://github.com/stan-dev/cmdstanpy and https://github.com/stan-dev/cmdstan

Docs

The latest release documentation is hosted on https://mc-stan.org/cmdstanpy, older release versions are available from readthedocs: https://cmdstanpy.readthedocs.io

Licensing

The CmdStanPy, CmdStan, and the core Stan C++ code are licensed under new BSD.

Example

import os
from cmdstanpy import cmdstan_path, CmdStanModel

# specify locations of Stan program file and data
stan_file = os.path.join(cmdstan_path(), 'examples', 'bernoulli', 'bernoulli.stan')
data_file = os.path.join(cmdstan_path(), 'examples', 'bernoulli', 'bernoulli.data.json')

# instantiate a model; compiles the Stan program by default
model = CmdStanModel(stan_file=stan_file)

# obtain a posterior sample from the model conditioned on the data
fit = model.sample(chains=4, data=data_file)

# summarize the results (wraps CmdStan `bin/stansummary`):
fit.summary()

cmdstanpy-opencl dependencies

numpy pandas stanio tqdm twine

FAQs

What is cmdstanpy-opencl?

. Visit Snyk Advisor to see a full health score report for cmdstanpy-opencl, including popularity, security, maintenance & community analysis.

Is cmdstanpy-opencl popular?

The python package cmdstanpy-opencl receives a total of 53 weekly downloads. As such, cmdstanpy-opencl popularity was classified as limited. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is cmdstanpy-opencl well maintained?

We found indications that cmdstanpy-opencl is an Inactive project. See the full package health analysis to learn more about the package maintenance status.

Is cmdstanpy-opencl safe to use?

The python package cmdstanpy-opencl was scanned for known vulnerabilities and missing license, and no issues were found. Thus the package was deemed as safe to use. See the full health analysis review.

Last updated on 7 November-2024, at 02:37 (UTC).

Build a secure application checklist

Select a recommended open source package

Minimize your risk by selecting secure & well maintained open source packages

DONE

Scan your app for vulnerabilities

Scan your application to find vulnerabilities in your: source code, open source dependencies, containers and configuration files

SCAN NOW

Fix identified vulnerabilities

Easily fix your code by leveraging automatically generated PRs

AUTO FIX

Monitor for new issues

New vulnerabilities are discovered every day. Get notified if your application is affected

MONITOR APP

cmdstanpy-opencl

For more information about how to use this package see README

Ensure you're using the healthiest python packages

Package Health Score

Explore Similar Packages

Popularity

Direct Usage Popularity

Security

Security and license risk for latest version

Maintenance

Commit Frequency

Community

Embed Package Health Score Badge

Keep your project healthy

Check your requirements.txt

Snyk Vulnerability Scanner

Package

Readme

CmdStanPy with OpenCL and Multitreading Command

Goals

Source Repository

Docs

Licensing

Example

cmdstanpy-opencl dependencies

FAQs

What is cmdstanpy-opencl?

Is cmdstanpy-opencl popular?

Is cmdstanpy-opencl well maintained?

Is cmdstanpy-opencl safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Fix identified vulnerabilities

Monitor for new issues

Package Health Score

Explore Similar Packages

Direct Usage Popularity

Security and license risk for latest version

Commit Frequency

Embed Package Health Score Badge

Keep your project healthy

Check your requirements.txt

Snyk Vulnerability Scanner

Readme

CmdStanPy with OpenCL and Multitreading Command

Goals

Source Repository

Docs

Licensing

Example

cmdstanpy-opencl dependencies

FAQs

What is cmdstanpy-opencl?

Is cmdstanpy-opencl popular?

Is cmdstanpy-opencl well maintained?

Is cmdstanpy-opencl safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Source Code

Open Source

Container

Config

Fix identified vulnerabilities

Monitor for new issues