[](https://github.com/ambv/black)
# ayx-learn
A foundation of [scikit-learn](https://scikit-learn.org/stable/) compatible data science tools, such as Transformers, that both Alteryx Assisted Modeling and Code Fee Tools are built on.
## Source code organization
` . ├── README.md ├── ayx_learn: Source code for the ayx_learn package. │ ├── cmd: CLI commands that enable transformers and other functions to be used directly from the command-line. │ ├── transformers: Transformer source code. │ └── utils: Utility functions, such as validation. ├── docs: Sphinx documentation. ├── examples: CLI examples that use ayx_learn/cmd and DVC. ├── notebooks: Jupyter notebooks. ├── requirements-dev.txt: Requirements for development env. ├── requirements.txt: Requirements for building and running in a production env. ├── setup.py ├── tests │ └── unit: pytest unit tests. └── tox.ini: Ini file for tox. `
## Code standards
ayx-learn follows the [Alteryx Python Code Standards](https://alteryx.quip.com/qR3kAG4OA32X/Python-Code-Standards)
## Error handling and Logging
Errors/exceptions in ayx-learn follow the Message and Raise and Transformer patterns described in the blog at [Exceptional logging of exceptions in Python](https://www.loggly.com/blog/exceptional-logging-of-exceptions-in-python/).
Following the recommendations at, [Configuring Logging for a Library](https://docs.python.org/3/howto/logging.html#configuring-logging-for-a-library), a NullHandler has been initialized at ayx_learn module scope. Clients of ayx-learn can easily provide a logging handler that will override the NullHandler by initializing a handler in the client. E.g.
` import logging logging.basicConfig(filename='example.log',level=logging.DEBUG) `
## Testing
Unit tests are written using [pytest](https://docs.pytest.org/) and are located in ./tests/unit.
[tox](https://tox.readthedocs.io/) can be used for creating a virtualenv and automatically running the pytest unit tests.
## Examples
A set of CLI examples based on ayx_learn/cmd that use [DVC](https://dvc.org/) for managing data, creating, and running pipelines.
Usage
` cd examples/titanic dvc pull dvc repro step_2.csv.dvc `
To clean-up data files
` dvc remove -o *.dvc `
## Documentation
ayx-learn follows the [Alteryx Python Documentation Standards](https://alteryx.quip.com/bFgiAZThHaJv/Python-Documentation-Standards).
See [README](docs/README.md).
1 maintainer
Metadata
1 maintainer
Release files for ayx-learn 0.0.1.110254
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| ayx_learn-0.0.1.110254.tar.gz | 13.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| ayx_learn-0.0.1.110254-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 40.6 kB
Release files / ayx_learn-0.0.1.110254.tar.gz
| Download URL | ayx_learn-0.0.1.110254.tar.gz |
|---|---|
| Size | 13.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
5d6db66e69bab0a7d69437887f40420359ed11eadf1fd0657393b038f82123c7
|
|
BLAKE2b-256 checksum How to use checksums |
5085898895c9440ff8b1e74eb7283851eb0f167bf7db40567c285f1d37430b4a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.12.1 pkginfo/1.5.0.1 requests/2.21.0 setuptools/35.0.2 requests-toolbelt/0.9.1 tqdm/4.31.1 CPython/3.5.2
|
Release files / ayx_learn-0.0.1.110254-py3-none-any.whl
| Download URL | ayx_learn-0.0.1.110254-py3-none-any.whl |
|---|---|
| Size | 27.2 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
5b666ce1daa47e8df75627a244e262aacf9bd213c943f764fbc318a017664824
|
|
BLAKE2b-256 checksum How to use checksums |
6ae3d1ae5a919c59c2c24c52b6a32f8ae267216d4762db43205946faebb6a810
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.12.1 pkginfo/1.5.0.1 requests/2.21.0 setuptools/35.0.2 requests-toolbelt/0.9.1 tqdm/4.31.1 CPython/3.5.2
|
](https://github.com/ambv/black){kind=link}