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forml-0.92
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مشاهده بیشترتوضیحات
A development framework and MLOps platform for the lifecycle management of data science projects.
| ویژگی | مقدار |
|---|---|
| سیستم عامل | - |
| نام فایل | forml-0.92 |
| نام | forml |
| نسخه کتابخانه | 0.92 |
| نگهدارنده | [] |
| ایمیل نگهدارنده | [] |
| نویسنده | - |
| ایمیل نویسنده | ForML Development Team <info@forml.io> |
| آدرس صفحه اصلی | - |
| آدرس اینترنتی | https://pypi.org/project/forml/ |
| مجوز | Apache License 2.0 |
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ForML
=====
[](https://github.com/formlio/forml/actions/)
[](https://app.codecov.io/github/formlio/forml/tree/main)
[](https://github.com/psf/black)
[](https://github.com/formlio/forml)
[](https://docs.forml.io/en/latest/)
[](http://www.apache.org/licenses/LICENSE-2.0.txt)
[](https://app.gitter.im/#/room/#formlio_community:gitter.im)
[](https://pypi.org/project/forml/)
[](https://pypi.org/project/forml/)
[](https://github.com/formlio/forml/stargazers)
[](https://github.com/formlio/forml/fork)
[](https://github.com/formlio/forml/issues)
[](https://github.com/formlio/forml/pulls)
[](https://github.com/formlio/forml/graphs/contributors)
[](https://github.com/formlio/forml/commits/main)
ForML is a development framework for researching and implementing data science projects as well
as an MLOps platform capable of managing their entire life cycles.
Use ForML to formally describe a data science problem as a composition of high-level operators.
ForML expands your project into a task dependency graph specific to the given life-cycle phase and
executes it using any of its supported technologies while taking care of all of its operational
requirements.
Solutions built on ForML are naturally easy to reuse, extend, reproduce, or share and
collaborate on.
Not Just Another DAG
--------------------
Despite DAG (directed acyclic graph) being at the heart of ForML operations, it stands out among
the many other task dependency processing systems due to its:
1. Specialization in machine learning problems wired right into the flow topology.
2. Concept of high-level operator composition helping to wrap complex ML techniques into simple
reusable units.
3. Abstraction of runtime dependencies allowing to implement fully portable projects that can be
operated interchangeably using different technologies.
History
-------
ForML started as a response addressing the notoriously painful process of transitioning any
data science research into production. The framework was initially developed by a group of
data scientists and ML engineers seeking to minimize the effort traditionally required to
productionize any typical ML solution. Becoming increasingly useful to its original authors,
ForML has been released as a community-driven project.
Resources
---------
* [Documentation](https://docs.forml.io/en/latest/)
* [Source Code](https://github.com/formlio/forml/)
* [Chat Room](https://app.gitter.im/#/room/#formlio_community:gitter.im)
* [Issue Tracker](https://github.com/formlio/forml/issues/)
* [PyPI Repository](https://pypi.org/project/forml/)
نیازمندی
| مقدار | نام |
|---|---|
| - | click |
| - | cloudpickle |
| - | jinja2 |
| - | numpy |
| - | packaging>=20.0 |
| - | pandas |
| - | pip |
| - | scikit-learn |
| - | setuptools |
| - | toml |
| - | tomli |
| xtr | forml[dask,graphviz,mlflow,rest,spark,sql]; |
| xtr | distributed; |
| xtr | black[jupyter]; |
| xtr | flake8-bugbear; |
| xtr | flake8-colors; |
| xtr | flake8-typing-imports; |
| xtr | isort; |
| xtr | pip-tools; |
| xtr | pre-commit; |
| xtr | pycln; |
| xtr | pylint; |
| xtr | pytest-asyncio; |
| xtr | pytest-cov; |
| xtr | pytest-xdist; |
| xtr | starlette[full]; |
| xtr | jupyter-client; |
| xtr | nbsphinx; |
| xtr | sphinx; |
| xtr | sphinx-copybutton; |
| xtr | sphinx-immaterial; |
| xtr | sphinxcontrib-details-directive; |
| xtr | sphinxcontrib-napoleon; |
| xtr | sphinxcontrib-spelling; |
| xtr | graphviz; |
| xtr | mlflow; |
| xtr | starlette; |
| xtr | uvicorn; |
| xtr | pyspark; |
| xtr | duckdb-engine; |
| xtr | pandas[parquet]; |
| xtr | sqlalchemy>=2.0.0; |
| xtr | trino[sqlalchemy]; |
زبان مورد نیاز
| مقدار | نام |
|---|---|
| >=3.9 | Python |
نحوه نصب
نصب پکیج whl forml-0.92:
pip install forml-0.92.whl
نصب پکیج tar.gz forml-0.92:
pip install forml-0.92.tar.gz