| Name | mlky JSON |
| Version |
4.2.8
JSON |
| download |
| home_page | None |
| Summary | Flexible Configurations: Because it's the only Way |
| upload_time | 2025-07-15 19:04:40 |
| maintainer | None |
| docs_url | None |
| author | None |
| requires_python | >=3.9 |
| license | Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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| keywords |
config
mlky
|
| VCS |
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| requirements |
No requirements were recorded.
|
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| coveralls test coverage |
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|
# mlky
Because it's the only Way.
## What is mlky?
mlky is a versatile Python configuration software package designed by data scientists at the Jet Propulsion Laboratory to cater to the needs of research projects and machine learning pipelines. Originally conceived as a collection of utility scripts and functions, mlky has evolved into a comprehensive configuration package that prioritizes flexibility, robustness, and scalability.
## Installation
You can install mlky using pip:
```bash
pip install mlky
```
Or via Conda:
```bash
conda install -c jammont mlky
```
## Features
- **Configuration Inheritance**: The core of mlky is the inheritance structure that enables configuration sections to inherit from others. This empowers users to craft intricate configuration setups, overriding keys, subkeys, and updating values as needed.
- **Forgiving or Restrictive**: mlky imposes minimal requirements right out of the box. With the custom-built `Null` class, mlky avoids raising exceptions when pieces of the configuration are absent. This allows developers to focus on developing their code and less on developing their configuration structures. However, mlky also provides the tools for developers to restrict exactly what configurations consist of. The flexibility of your configuration is for you to define!
- **Customizable Restriction**: While flexibility is paramount, mlky uniquely provides developers the ability to enforce restrictions on a per-key basis. Error-checking, type-checking, type-coercion, and custom parse functions are supported, enabling fine-grained control over configuration options.
- **TRL Scalability**: mlky is designed to assist projects scaling the Technology Readiness Levels ([TRL](https://www.nasa.gov/directorates/heo/scan/engineering/technology/technology_readiness_level)). At low-TRLs, mlky offers its maximum flexibility by providing minimal setup, simple syntax, and forgiving fault tolerance. Once time for a project to mature, mlky assists achieving higher TRLs by providing the framework to set rigid configuration requirements, template generation, and custom error checking.
## Usage
To get started with mlky, import the `Config` object and pass it either a yaml file, yaml string, or a dict:
```python
>>> from mlky import Config
# Empty initially
>>> Config
D{}
# Now initialized
>>> Config({'A': {'a': 1, 'b': 2}, 'B': {'a': 0, 'c': 3}, 'C': ['d', 'e']})
D{'A': D{'a': V=1, 'b': V=2}, 'B': D{'a': V=0, 'c': V=3}, 'C': L[V='d', V='e']}
```
The object uses tags to represent what each part is:
- `D{...}` for `dict` objects
- `L[...]` for `list` objects
- `V=...` for variable objects
These can be accessed by either dot and dict notation:
```python
>>> Config.A
D{'a': V=1, 'b': V=2}
>>> Config['B']
D{'a': V=0, 'c': V=3}
>>> Config.A.a
1
>>> Config['B']['a']
0
>>> Config['A'].b
2
>>> Config.B['c']
3
```
The `Config` object is also a singleton, though copies can be created to create local versions:
```python
def set_param(key, value, copy=False):
if copy:
config = Config.deepCopy()
else:
config = Config()
config[key] = value
def get_param(key, copy=False):
if copy:
config = Config.deepCopy()
else:
config = Config()
return config[key]
>>> set_param('persist', True) # Global
>>> get_param('persist') # Global
True
>>> set_param('local', True, copy=True)
>>> get_param('local')
Null
>>> get_param('persist', copy=True) # Copies global instance
True
```
Because it is a singleton, you can also use `Config` directly instead of a variable as well as use the object across the Python instance:
```python
# Script 1
from mlky import Config
Config(a=1, b=2) # initialize somewhere
```
```python
# Script 2
from mlky import Config
assert Config.a == 1
assert Config.b == 2
```
Ideally you would want to initialize the `Config` object at the beginning and then leverage the global instance:
```python
from mlky import Config
def process(item):
if Config.param:
...
def main():
for item in Config.process:
process(item)
if __name__ == '__main__':
Config('/some/config.yaml')
main()
```
Please see the docs for more information.
## Contributing
We welcome contributions from the community. If you'd like to contribute to mlky, please follow these steps:
1. Fork the repository and clone it locally.
2. Create a new branch for your feature or bug fix.
3. Make your changes and ensure tests pass.
4. Commit your changes and push them to your fork.
5. Open a pull request with a detailed description of your changes.
## License
mlky is distributed under the [Apache v2.0 License](https://opensource.org/license/apache-2-0/). Feel free to use, modify, and distribute it according to the terms of the license.
---
Explore the power of flexible and robust configuration with mlky, the configuration package built by data scientists, for data scientists. Whether you're working on a small project or a complex system, mlky adapts to your needs and helps you streamline your configuration process.
Raw data
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"description": "# mlky\n\nBecause it's the only Way.\n\n## What is mlky?\n\nmlky is a versatile Python configuration software package designed by data scientists at the Jet Propulsion Laboratory to cater to the needs of research projects and machine learning pipelines. Originally conceived as a collection of utility scripts and functions, mlky has evolved into a comprehensive configuration package that prioritizes flexibility, robustness, and scalability.\n\n## Installation\n\nYou can install mlky using pip:\n\n```bash\npip install mlky\n```\n\nOr via Conda:\n\n```bash\nconda install -c jammont mlky\n```\n\n## Features\n\n- **Configuration Inheritance**: The core of mlky is the inheritance structure that enables configuration sections to inherit from others. This empowers users to craft intricate configuration setups, overriding keys, subkeys, and updating values as needed.\n\n- **Forgiving or Restrictive**: mlky imposes minimal requirements right out of the box. With the custom-built `Null` class, mlky avoids raising exceptions when pieces of the configuration are absent. This allows developers to focus on developing their code and less on developing their configuration structures. However, mlky also provides the tools for developers to restrict exactly what configurations consist of. The flexibility of your configuration is for you to define!\n\n- **Customizable Restriction**: While flexibility is paramount, mlky uniquely provides developers the ability to enforce restrictions on a per-key basis. Error-checking, type-checking, type-coercion, and custom parse functions are supported, enabling fine-grained control over configuration options.\n\n- **TRL Scalability**: mlky is designed to assist projects scaling the Technology Readiness Levels ([TRL](https://www.nasa.gov/directorates/heo/scan/engineering/technology/technology_readiness_level)). At low-TRLs, mlky offers its maximum flexibility by providing minimal setup, simple syntax, and forgiving fault tolerance. Once time for a project to mature, mlky assists achieving higher TRLs by providing the framework to set rigid configuration requirements, template generation, and custom error checking.\n\n## Usage\n\nTo get started with mlky, import the `Config` object and pass it either a yaml file, yaml string, or a dict:\n\n```python\n>>> from mlky import Config\n# Empty initially\n>>> Config\nD{}\n# Now initialized\n>>> Config({'A': {'a': 1, 'b': 2}, 'B': {'a': 0, 'c': 3}, 'C': ['d', 'e']})\nD{'A': D{'a': V=1, 'b': V=2}, 'B': D{'a': V=0, 'c': V=3}, 'C': L[V='d', V='e']}\n```\n\nThe object uses tags to represent what each part is:\n\n- `D{...}` for `dict` objects\n- `L[...]` for `list` objects\n- `V=...` for variable objects\n\nThese can be accessed by either dot and dict notation:\n\n```python\n>>> Config.A\nD{'a': V=1, 'b': V=2}\n>>> Config['B']\nD{'a': V=0, 'c': V=3}\n>>> Config.A.a\n1\n>>> Config['B']['a']\n0\n>>> Config['A'].b\n2\n>>> Config.B['c']\n3\n```\n\nThe `Config` object is also a singleton, though copies can be created to create local versions:\n\n```python\ndef set_param(key, value, copy=False):\n if copy:\n config = Config.deepCopy()\n else:\n config = Config()\n\n config[key] = value\n\ndef get_param(key, copy=False):\n if copy:\n config = Config.deepCopy()\n else:\n config = Config()\n return config[key]\n\n>>> set_param('persist', True) # Global\n>>> get_param('persist') # Global\nTrue\n>>> set_param('local', True, copy=True)\n>>> get_param('local')\nNull\n>>> get_param('persist', copy=True) # Copies global instance\nTrue\n```\n\nBecause it is a singleton, you can also use `Config` directly instead of a variable as well as use the object across the Python instance:\n\n```python\n# Script 1\nfrom mlky import Config\n\nConfig(a=1, b=2) # initialize somewhere\n```\n```python\n# Script 2\nfrom mlky import Config\n\nassert Config.a == 1\nassert Config.b == 2\n```\n\nIdeally you would want to initialize the `Config` object at the beginning and then leverage the global instance:\n\n```python\nfrom mlky import Config\n\ndef process(item):\n if Config.param:\n ...\n\ndef main():\n for item in Config.process:\n process(item)\n\nif __name__ == '__main__':\n Config('/some/config.yaml')\n main()\n```\n\nPlease see the docs for more information.\n\n## Contributing\n\nWe welcome contributions from the community. If you'd like to contribute to mlky, please follow these steps:\n\n1. Fork the repository and clone it locally.\n2. Create a new branch for your feature or bug fix.\n3. Make your changes and ensure tests pass.\n4. Commit your changes and push them to your fork.\n5. Open a pull request with a detailed description of your changes.\n\n## License\n\nmlky is distributed under the [Apache v2.0 License](https://opensource.org/license/apache-2-0/). Feel free to use, modify, and distribute it according to the terms of the license.\n\n---\n\nExplore the power of flexible and robust configuration with mlky, the configuration package built by data scientists, for data scientists. Whether you're working on a small project or a complex system, mlky adapts to your needs and helps you streamline your configuration process.\n",
"bugtrack_url": null,
"license": "Apache License\n Version 2.0, January 2004\n http://www.apache.org/licenses/\n \n TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION\n \n 1. Definitions.\n \n \"License\" shall mean the terms and conditions for use, reproduction,\n and distribution as defined by Sections 1 through 9 of this document.\n \n \"Licensor\" shall mean the copyright owner or entity authorized by\n the copyright owner that is granting the License.\n \n \"Legal Entity\" shall mean the union of the acting entity and all\n other entities that control, are controlled by, or are under common\n control with that entity. For the purposes of this definition,\n \"control\" means (i) the power, direct or indirect, to cause the\n direction or management of such entity, whether by contract or\n otherwise, or (ii) ownership of fifty percent (50%) or more of the\n outstanding shares, or (iii) beneficial ownership of such entity.\n \n \"You\" (or \"Your\") shall mean an individual or Legal Entity\n exercising permissions granted by this License.\n \n \"Source\" form shall mean the preferred form for making modifications,\n including but not limited to software source code, documentation\n source, and configuration files.\n \n \"Object\" form shall mean any form resulting from mechanical\n transformation or translation of a Source form, including but\n not limited to compiled object code, generated documentation,\n and conversions to other media types.\n \n \"Work\" shall mean the work of authorship, whether in Source or\n Object form, made available under the License, as indicated by a\n copyright notice that is included in or attached to the work\n (an example is provided in the Appendix below).\n \n \"Derivative Works\" shall mean any work, whether in Source or Object\n form, that is based on (or derived from) the Work and for which the\n editorial revisions, annotations, elaborations, or other modifications\n represent, as a whole, an original work of authorship. For the purposes\n of this License, Derivative Works shall not include works that remain\n separable from, or merely link (or bind by name) to the interfaces of,\n the Work and Derivative Works thereof.\n \n \"Contribution\" shall mean any work of authorship, including\n the original version of the Work and any modifications or additions\n to that Work or Derivative Works thereof, that is intentionally\n submitted to Licensor for inclusion in the Work by the copyright owner\n or by an individual or Legal Entity authorized to submit on behalf of\n the copyright owner. For the purposes of this definition, \"submitted\"\n means any form of electronic, verbal, or written communication sent\n to the Licensor or its representatives, including but not limited to\n communication on electronic mailing lists, source code control systems,\n and issue tracking systems that are managed by, or on behalf of, the\n Licensor for the purpose of discussing and improving the Work, but\n excluding communication that is conspicuously marked or otherwise\n designated in writing by the copyright owner as \"Not a Contribution.\"\n \n \"Contributor\" shall mean Licensor and any individual or Legal Entity\n on behalf of whom a Contribution has been received by Licensor and\n subsequently incorporated within the Work.\n \n 2. Grant of Copyright License. Subject to the terms and conditions of\n this License, each Contributor hereby grants to You a perpetual,\n worldwide, non-exclusive, no-charge, royalty-free, irrevocable\n copyright license to reproduce, prepare Derivative Works of,\n publicly display, publicly perform, sublicense, and distribute the\n Work and such Derivative Works in Source or Object form.\n \n 3. Grant of Patent License. Subject to the terms and conditions of\n this License, each Contributor hereby grants to You a perpetual,\n worldwide, non-exclusive, no-charge, royalty-free, irrevocable\n (except as stated in this section) patent license to make, have made,\n use, offer to sell, sell, import, and otherwise transfer the Work,\n where such license applies only to those patent claims licensable\n by such Contributor that are necessarily infringed by their\n Contribution(s) alone or by combination of their Contribution(s)\n with the Work to which such Contribution(s) was submitted. If You\n institute patent litigation against any entity (including a\n cross-claim or counterclaim in a lawsuit) alleging that the Work\n or a Contribution incorporated within the Work constitutes direct\n or contributory patent infringement, then any patent licenses\n granted to You under this License for that Work shall terminate\n as of the date such litigation is filed.\n \n 4. Redistribution. You may reproduce and distribute copies of the\n Work or Derivative Works thereof in any medium, with or without\n modifications, and in Source or Object form, provided that You\n meet the following conditions:\n \n (a) You must give any other recipients of the Work or\n Derivative Works a copy of this License; and\n \n (b) You must cause any modified files to carry prominent notices\n stating that You changed the files; and\n \n (c) You must retain, in the Source form of any Derivative Works\n that You distribute, all copyright, patent, trademark, and\n attribution notices from the Source form of the Work,\n excluding those notices that do not pertain to any part of\n the Derivative Works; and\n \n (d) If the Work includes a \"NOTICE\" text file as part of its\n distribution, then any Derivative Works that You distribute must\n include a readable copy of the attribution notices contained\n within such NOTICE file, excluding those notices that do not\n pertain to any part of the Derivative Works, in at least one\n of the following places: within a NOTICE text file distributed\n as part of the Derivative Works; within the Source form or\n documentation, if provided along with the Derivative Works; or,\n within a display generated by the Derivative Works, if and\n wherever such third-party notices normally appear. The contents\n of the NOTICE file are for informational purposes only and\n do not modify the License. You may add Your own attribution\n notices within Derivative Works that You distribute, alongside\n or as an addendum to the NOTICE text from the Work, provided\n that such additional attribution notices cannot be construed\n as modifying the License.\n \n You may add Your own copyright statement to Your modifications and\n may provide additional or different license terms and conditions\n for use, reproduction, or distribution of Your modifications, or\n for any such Derivative Works as a whole, provided Your use,\n reproduction, and distribution of the Work otherwise complies with\n the conditions stated in this License.\n \n 5. Submission of Contributions. Unless You explicitly state otherwise,\n any Contribution intentionally submitted for inclusion in the Work\n by You to the Licensor shall be under the terms and conditions of\n this License, without any additional terms or conditions.\n Notwithstanding the above, nothing herein shall supersede or modify\n the terms of any separate license agreement you may have executed\n with Licensor regarding such Contributions.\n \n 6. Trademarks. This License does not grant permission to use the trade\n names, trademarks, service marks, or product names of the Licensor,\n except as required for reasonable and customary use in describing the\n origin of the Work and reproducing the content of the NOTICE file.\n \n 7. Disclaimer of Warranty. Unless required by applicable law or\n agreed to in writing, Licensor provides the Work (and each\n Contributor provides its Contributions) on an \"AS IS\" BASIS,\n WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or\n implied, including, without limitation, any warranties or conditions\n of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A\n PARTICULAR PURPOSE. You are solely responsible for determining the\n appropriateness of using or redistributing the Work and assume any\n risks associated with Your exercise of permissions under this License.\n \n 8. Limitation of Liability. In no event and under no legal theory,\n whether in tort (including negligence), contract, or otherwise,\n unless required by applicable law (such as deliberate and grossly\n negligent acts) or agreed to in writing, shall any Contributor be\n liable to You for damages, including any direct, indirect, special,\n incidental, or consequential damages of any character arising as a\n result of this License or out of the use or inability to use the\n Work (including but not limited to damages for loss of goodwill,\n work stoppage, computer failure or malfunction, or any and all\n other commercial damages or losses), even if such Contributor\n has been advised of the possibility of such damages.\n \n 9. Accepting Warranty or Additional Liability. While redistributing\n the Work or Derivative Works thereof, You may choose to offer,\n and charge a fee for, acceptance of support, warranty, indemnity,\n or other liability obligations and/or rights consistent with this\n License. However, in accepting such obligations, You may act only\n on Your own behalf and on Your sole responsibility, not on behalf\n of any other Contributor, and only if You agree to indemnify,\n defend, and hold each Contributor harmless for any liability\n incurred by, or claims asserted against, such Contributor by reason\n of your accepting any such warranty or additional liability.\n \n END OF TERMS AND CONDITIONS\n See the License for the specific language governing permissions and\n limitations under the License.",
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