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GitHub / microsoft / nni

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/microsoft%2Fnni

Stars: 13,799
Forks: 1,806
Open Issues: 402

License: mit
Language: Python
Repo Size: 127 MB
Dependencies: 2,909

Created: almost 6 years ago
Updated: 7 days ago
Last pushed: 16 days ago
Last synced: 7 days ago

Commit Stats

Commits: 2758
Authors: 203
Mean commits per author: 13.59
Development Distribution Score: 0.911
More commit stats: https://commits.ecosyste.ms/hosts/GitHub/repositories/microsoft/nni

Topics: automated-machine-learning, automl, bayesian-optimization, data-science, deep-learning, deep-neural-network, distributed, feature-engineering, hyperparameter-optimization, hyperparameter-tuning, machine-learning, machine-learning-algorithms, mlops, model-compression, nas, neural-architecture-search, neural-network, python, pytorch, tensorflow

Files

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Readme

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Dependencies

setup.py pypi

.github/workflows/main.yml actions

actions/checkout v2 composite
crowdin/github-action 1.0.8 composite

Dockerfile docker

nvidia/cuda 11.3.1-cudnn8-runtime-ubuntu20.04 build

examples/trials/systems_auto_tuning/opevo/Dockerfile docker

nvidia/cuda 10.0-cudnn7-devel-ubuntu18.04 build

ts/jupyter_extension/package.json npm

@jupyterlab/builder 3.0.9 development
@jupyterlab/application <3.1.0
@jupyterlab/launcher <3.1.0

nni/algorithms/feature_engineering/gbdt_selector/requirements.txt pypi

lightgbm *

nni/algorithms/feature_engineering/gradient_selector/requirements.txt pypi

.github/workflows/cffconvert.yml actions

actions/checkout v2 composite
citation-file-format/cffconvert-github-action 2.0.0 composite

ts/nni_manager/package.json npm

@types/app-module-path >=2.2.0 development
@types/chai >=4.2.18 development
@types/chai-as-promised >=7.1.0 development
@types/express >=4.17.14 development
@types/express-ws >=3.0.1 development
@types/glob >=8.0.0 development
@types/http-proxy >=1.17.7 development
@types/js-yaml >=4.0.1 development
@types/lockfile >=1.0.0 development
@types/mocha >=8.2.3 development
@types/node >=18.15.0 development
@types/request >=2.48.5 development
@types/rx >=4.1.2 development
@types/sqlite3 >=3.1.8 development
@types/ssh2 >=0.5.52 development
@types/stream-buffers >=3.0.3 development
@types/tar >=6.1.3 development
@types/tmp >=0.2.0 development
@types/ws >=8.5.3 development
@types/yargs >=17.0.13 development
@typescript-eslint/eslint-plugin >=5.42.0 development
@typescript-eslint/parser >=5.42.0 development
chai >=4.3.6 development
chai-as-promised >=7.1.1 development
eslint >=8.26.0 development
mocha >=10.1.0 development
node-gyp >=9.3.0 development
npm >=9.6.1 development
nyc >=15.1.0 development
request >=2.88.2 development
tmp >=0.2.1 development
ts-node >=10.9.1 development
typescript >=4.8.4 development
app-module-path ^2.2.0
azure-storage ^2.10.7
child-process-promise ^2.2.1
express ^4.18.2
express-joi-validator ^2.0.1
express-ws ^5.0.2
glob ^8.1.0
http-proxy ^1.18.1
ignore ^5.2.4
js-base64 ^3.7.5
js-yaml ^4.1.0
kubernetes-client ^6.12.1
lockfile ^1.0.4
python-shell ^3.0.0
rx ^4.1.0
sqlite3 ^5.1.6
ssh2 ^1.11.0
stream-buffers ^3.0.2
tail-stream ^0.3.4
tar ^6.1.13
tree-kill ^1.2.2
ts-deferred ^1.0.4
typescript-string-operations ^1.4.1
ws ^8.13.0
yargs ^17.7.1

ts/webui/package.json npm

@babel/core >=7.21.3 development
@babel/eslint-parser >=7.21.3 development
@babel/preset-react >=7.18.6 development
@babel/preset-typescript >=7.21.0 development
@babel/runtime >=7.21.0 development
@svgr/webpack >=6.5.1 development
@types/d3 >=7.4.0 development
@types/node >=18.15.3 development
@types/react >=17.0.53 development
@types/react-dom >=17.0.19 development
@typescript-eslint/eslint-plugin >=5.55.0 development
@typescript-eslint/parser >=5.55.0 development
babel-jest >=29.5.0 development
babel-loader >=9.1.2 development
babel-plugin-named-asset-import >=0.3.8 development
babel-preset-react-app >=10.0.1 development
case-sensitive-paths-webpack-plugin >=2.4.0 development
concurrently >=7.6.0 development
css-loader >=5.2.7 development
css-minimizer-webpack-plugin >=4.2.2 development
dotenv >=16.0.3 development
dotenv-expand >=10.0.0 development
eslint >=8.36.0 development
eslint-config-prettier >=8.7.0 development
eslint-config-react-app >=7.0.1 development
eslint-plugin-flowtype >=8.0.3 development
eslint-plugin-import >=2.27.5 development
eslint-plugin-jsx-a11y >=6.7.1 development
eslint-plugin-prettier >=4.2.1 development
eslint-plugin-react >=7.32.2 development
eslint-plugin-react-hooks >=4.6.0 development
eslint-webpack-plugin >=4.0.0 development
express >=4.18.2 development
file-loader >=6.2.0 development
fs-extra >=11.1.0 development
html-webpack-plugin >=5.5.0 development
jest >=29.5.0 development
mini-css-extract-plugin >=2.7.3 development
minimatch >=7.4.2 development
monaco-editor-webpack-plugin >=7.0.1 development
npm >=9.6.1 development
pnp-webpack-plugin >=1.7.0 development
postcss-flexbugs-fixes >=5.0.2 development
postcss-loader >=7.0.2 development
postcss-normalize >=10.0.1 development
postcss-preset-env >=8.0.1 development
react-dev-utils >=12.0.1 development
resolve >=1.22.1 development
sass-loader >=13.2.0 development
style-loader >=3.3.2 development
typescript >=4.9.5 development
url-loader >=4.1.1 development
webpack >=5.76.1 development
webpack-dev-server >=4.12.0 development
webpack-manifest-plugin >=5.0.0 development
workbox-webpack-plugin >=6.5.4 development
@fluentui/react ^8.106.6
@uifabric/react-hooks ^7.16.4
axios ^1.3.4
copy-to-clipboard ^3.3.3
d3 ^7.8.2
echarts ^5.4.1
echarts-for-react ^3.0.2
json5 ^2.2.3
parcoord-es ^2.2.10
rc-progress ^3.4.1
react ^17.0.2
react-dom ^17.0.2
react-json-tree ^0.18.0
react-monaco-editor ^0.52.0
react-paginate ^8.1.4
react-router-dom ^6.9.0

dependencies/required.txt pypi

PythonWebHDFS *
astor *
cloudpickle *
colorama *
filelock <3.12
json_tricks >=3.15.5
numpy *
numpy <1.22
nvidia-ml-py *
packaging *
pandas *
prettytable *
psutil *
pyyaml >=5.4
requests *
responses *
schema *
scikit-learn >=0.24.1
scipy <1.8
scipy *
tqdm *
typeguard >=3.0.0
typing_extensions >=4.7.0
websockets >=10.1

dependencies/required_extra.txt pypi

ConfigSpace >=0.4.17
ConfigSpaceNNI >=0.4.7.3
gym *
hyperopt ==0.1.2
pybnn *
smac4nni *
statsmodels >=0.12.0

examples/nas/benchmarks/nasbench101.requirements.txt pypi

examples/nas/benchmarks/nasbench201.requirements.txt pypi

gdown *
peewee *
torch *
tqdm *

examples/nas/benchmarks/nds.requirements.txt pypi

peewee *
tqdm *

examples/nas/benchmarks/nlp.requirements.txt pypi

peewee *

examples/trials/benchmarking/automlbenchmark/requirements.txt pypi

matplotlib >=3.4.1
pandas >=1.2.0
pyyaml >=5.4.1

examples/trials/ga_squad/requirements.txt pypi

tensorflow *

examples/trials/mnist-batch-tune-keras/requirements.txt pypi

keras >=2.2.4

examples/trials/mnist-pytorch/requirements.txt pypi

torch *
torchvision *

examples/trials/mnist-sharedstorage/requirements.txt pypi

torch *
torchvision *

examples/trials/network_morphism/requirements.txt pypi

examples/trials/sklearn/requirements.txt pypi

examples/tuners/customized_tuner/setup.py pypi

ts/jupyter_extension/yarn.lock npm

433 dependencies

ts/nni_manager/package-lock.json npm

832 dependencies

ts/webui/package-lock.json npm

1443 dependencies