Package Health Score

65 / 100

security
No known security issues
popularity
Limited
maintenance
Inactive
community
Active

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85

Popularity

Limited

GitHub Stars: 150
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 150 times.

Security

No known security issues

Security and license risk for latest version

Release Date: Oct 3, 2023
Direct Vulnerabilities: 0
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Indirect Vulnerabilities: 0
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License Risk: 0
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All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

BSD-3-Clause

Security Policy

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Maintenance

Inactive

Commit Frequency

Open Issues: 28
Open PR: 4
Last Release: 12 months ago
Last Commit: 4 months 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.

As a healthy sign for on-going project maintenance, we found that the GitHub repository had at least 1 pull request or issue interacted with by the community.

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.

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Package

Python Versions Compatibility: >=3.9,<4.0

Age: 12 months
Latest Release: 12 months 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 28 September-2024, at 22:45 (UTC).

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Readme

CmdStanPy with OpenCL and Multitreading Command

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Readme

CmdStanPy with OpenCL and Multitreading Command

Goals

Source Repository

Docs

Licensing

Example

cmdstanpy-opencl dependencies

FAQs

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Is cmdstanpy-opencl well maintained?

Is cmdstanpy-opencl safe to use?

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