Hypernets: A General Automated Machine Learning framework to simplify the development of End-to-end AutoML toolkits in specific domains.

Related tags

Machine Learningreinforcement-learningkerasmctshyperparameter-optimizationevolutionary-algorithmsnasmonte-carlo-tree-searchhyperparameter-tuningautomlneural-architecture-searchnasnetenasautodl
Overview

Hypernets

Python Versions Downloads PyPI Version

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Hypernets: A General Automated Machine Learning Framework

Hypernets is a general AutoML framework, based on which it can implement automatic optimization tools for various machine learning frameworks and libraries, including deep learning frameworks such as tensorflow, keras, pytorch, and machine learning libraries like sklearn, lightgbm, xgboost, etc. We introduced an abstract search space representation, taking into account the requirements of hyperparameter optimization and neural architecture search(NAS), making Hypernets a general framework that can adapt to various automated machine learning needs.

Overview

Conceptual Model

Illustration of the Search Space

Installation

Install Hypernets with pip command:

pip install hypernets

Optional, to run Hypernets in JupyterLab notebooks, install Hypernets and JupyterLab with command:

pip install hypernets[notebook]

Optional, to run Hypernets in distributed Dask cluster, install Hypernets with command:

pip install hypernets[dask]

Optional, to support dataset with simplified Chinese in feature generation, install jieba package before run Hypernets, or install Hypernets with command:

pip install hypernets[zhcn]

Optional, install all Hypernets components and dependencies with one command:

pip install hypernets[all]

Verify installation:

python -m hypernets.examples.smoke_testing

Related Links

Hypernets related projects

  • HyperGBM: A full pipeline AutoML tool integrated various GBM models.
  • HyperDT/DeepTables: An AutoDL tool for tabular data.
  • HyperKeras: An AutoDL tool for Neural Architecture Search and Hyperparameter Optimization on Tensorflow and Keras.
  • Cooka: Lightweight interactive AutoML system.
  • Hypernets: A general automated machine learning framework.

DataCanvas AutoML Toolkit

Documents

Neural Architecture Search

DataCanvas

Hypernets is an open source project created by DataCanvas.

Comments
  • window pip fail.

    window pip fail.

    ERROR: Complete output from command 'D:\Anaconda\Anaconda3\python.exe' -u -c 'import setuptools, tokenize;file='"'"'C:\Users\John\AppData\Local\Temp\pip-install-4hgmcjg1\python-geohash\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(file);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\John\AppData\Local\Temp\pip-wheel-gijlszf9' --python-tag cp37: ERROR: running bdist_wheel running build running build_py creating build creating build\lib.win-amd64-3.7 copying geohash.py -> build\lib.win-amd64-3.7 copying quadtree.py -> build\lib.win-amd64-3.7 copying jpgrid.py -> build\lib.win-amd64-3.7 copying jpiarea.py -> build\lib.win-amd64-3.7 running build_ext building '_geohash' extension error: Microsoft Visual C++ 14.0 is required. Get it with "Microsoft Visual C++ Build Tools": https://visualstudio.microsoft.com/downloads/

    ERROR: Failed building wheel for python-geohash Running setup.py clean for python-geohash Failed to build python-geohash ERROR: spyder 3.3.6 requires pyqt5<5.13; python_version >= "3", which is not installed. ERROR: spyder 3.3.6 requires pyqtwebengine<5.13; python_version >= "3", which is not installed. ERROR: distributed 2021.11.1 has requirement dask==2021.11.1, but you'll have dask 2.1.0 which is incompatible. ERROR: woodwork 0.9.0 has requirement pandas>=1.3.0, but you'll have pandas 1.2.3 which is incompatible. ERROR: featuretools 1.2.0 has requirement dask[dataframe]>=2021.10.0, but you'll have dask 2.1.0 which is incompatible. ERROR: featuretools 1.2.0 has requirement pandas<2.0.0,>=1.3.0, but you'll have pandas 1.2.3 which is incompatible. Installing collected packages: psutil, pyyaml, tblib, distributed, woodwork, featuretools, python-geohash, hypernets Found existing installation: psutil 5.6.3 Uninstalling psutil-5.6.3: Successfully uninstalled psutil-5.6.3 Found existing installation: PyYAML 5.1.1 ERROR: Cannot uninstall 'PyYAML'. It is a distutils installed project and thus we cannot accurately determine which files belong to it which would lead to only a partial uninstall.

    Installation 
    opened by zhangxjohn 2
  • dataset about dsutils

    dataset about dsutils

    an error about "from hypernets.frameworks.ml.datasets import dsutils", I think it should be "from deeptables.datasets import dsutils".

    bug 
    opened by ninanxiaoguai 2
  • A suggestion for GreedyEnsemble

    A suggestion for GreedyEnsemble

    On line 107 of voting's code, i.e. if self.ensemble_size <= 0: size = predictions.shape[1]

    Is it possible to replace it with self.ensemble_size <= 0 or predictions.shape[1] < self.ensemble_size: size = predictions.shape[1]?

    opened by zhangxjohn 1
  • scorer & calc_score

    scorer & calc_score

    Please make sure that this is a feature request.

    System information

    • Hypernets version (you are using):
    • Are you willing to contribute it (Yes/No):

    Describe the feature and the current behavior/state. I found that the user-defined evaluation metric function could not be set in the hypernets experiment, and calc_score() contained few metrics, such as no mape.

    Will this change the current api? How?

    Any Other info.

    opened by zhangxjohn 1
  • Bump url-parse from 1.5.1 to 1.5.3 in /hypernets/hn_widget/js

    Bump url-parse from 1.5.1 to 1.5.3 in /hypernets/hn_widget/js

    Bumps url-parse from 1.5.1 to 1.5.3.

    Commits
    • ad44493 [dist] 1.5.3
    • c798461 [fix] Fix host parsing for file URLs (#210)
    • 201034b [dist] 1.5.2
    • 2d9ac2c [fix] Sanitize only special URLs (#209)
    • fb128af [fix] Use 'null' as origin for non special URLs
    • fed6d9e [fix] Add a leading slash only if the URL is special
    • 94872e7 [fix] Do not incorrectly set the slashes property to true
    • 81ab967 [fix] Ignore slashes after the protocol for special URLs
    • ee22050 [ci] Use GitHub Actions
    • d2979b5 [fix] Special case the file: protocol (#204)
    • Additional commits viewable in compare view

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    dependencies 
    opened by dependabot[bot] 1
  • Bump tar from 6.1.0 to 6.1.10 in /hypernets/hn_widget/js

    Bump tar from 6.1.0 to 6.1.10 in /hypernets/hn_widget/js

    Bumps tar from 6.1.0 to 6.1.10.

    Commits
    • 188badd 6.1.10
    • 23312ce drop dirCache for symlink on all platforms
    • 4f1f4a2 6.1.9
    • 875a37e fix: prevent path escape using drive-relative paths
    • b6162c7 fix: reserve paths properly for unicode, windows
    • 3aaf19b fix: prune dirCache properly for unicode, windows
    • 6a9c51d 6.1.8
    • dfc5923 fix: skip extract if linkpath is stripped entirely
    • 575a511 fix: reserve paths case-insensitively
    • d61628c 6.1.7
    • Additional commits viewable in compare view

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    dependencies 
    opened by dependabot[bot] 1
  • Bump tar from 6.1.0 to 6.1.5 in /hypernets/hn_widget/js

    Bump tar from 6.1.0 to 6.1.5 in /hypernets/hn_widget/js

    Bumps tar from 6.1.0 to 6.1.5.

    Commits
    • bd4691c 6.1.5
    • d694c4f ci: test on node 16
    • 84acbd3 fix(unpack): fix hang on large file on open() fail
    • 97c46fc fix(unpack): always resume parsing after an entry error
    • 488ab8c chore: WriteEntry cleaner write() handling
    • be89aaf WriteEntry backpressure
    • ba73f5e chore: track fs state on WriteEntry class, not in arguments
    • bf69383 6.1.4
    • 06cbde5 Avoid an unlikely but theoretically possible redos
    • 0b78386 6.1.3
    • Additional commits viewable in compare view

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    dependencies 
    opened by dependabot[bot] 1
  • Bump dns-packet from 1.3.1 to 1.3.4 in /js

    Bump dns-packet from 1.3.1 to 1.3.4 in /js

    Bumps dns-packet from 1.3.1 to 1.3.4.

    Commits

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  • Bump path-parse from 1.0.6 to 1.0.7 in /js

    Bump path-parse from 1.0.6 to 1.0.7 in /js

    Bumps path-parse from 1.0.6 to 1.0.7.

    Commits

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    dependencies 
    opened by dependabot[bot] 0
  • Bump url-parse from 1.5.1 to 1.5.3 in /js

    Bump url-parse from 1.5.1 to 1.5.3 in /js

    Bumps url-parse from 1.5.1 to 1.5.3.

    Commits
    • ad44493 [dist] 1.5.3
    • c798461 [fix] Fix host parsing for file URLs (#210)
    • 201034b [dist] 1.5.2
    • 2d9ac2c [fix] Sanitize only special URLs (#209)
    • fb128af [fix] Use 'null' as origin for non special URLs
    • fed6d9e [fix] Add a leading slash only if the URL is special
    • 94872e7 [fix] Do not incorrectly set the slashes property to true
    • 81ab967 [fix] Ignore slashes after the protocol for special URLs
    • ee22050 [ci] Use GitHub Actions
    • d2979b5 [fix] Special case the file: protocol (#204)
    • Additional commits viewable in compare view

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    dependencies 
    opened by dependabot[bot] 0
Releases(0.2.5.7)
Owner
DataCanvas
We love data science!
DataCanvas
GitHub Repository https://hypernets.readthedocs.io/
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