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GitHub / ray-project / ray
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ray-project%2Fray
Stars: 30,888
Forks: 5,218
Open Issues: 3,623
License: apache-2.0
Language: Python
Repo Size: 375 MB
Dependencies:
3,401
Created: over 7 years ago
Updated: 4 days ago
Last pushed: 22 days ago
Last synced: 22 days ago
Commit Stats
Commits: 20389
Authors: 1004
Mean commits per author: 20.31
Development Distribution Score: 0.935
More commit stats: https://commits.ecosyste.ms/hosts/GitHub/repositories/ray-project/ray
Topics: automl, data-science, deep-learning, deployment, distributed, hyperparameter-optimization, hyperparameter-search, java, llm-serving, machine-learning, model-selection, optimization, parallel, python, pytorch, ray, reinforcement-learning, rllib, serving, tensorflow
Files
Dependencies
- actions/checkout v2 composite
- actions/github-script v5 composite
- anyscale/ray latest-py39-cu118 build
- anyscale/ray latest-py39-cu118 build
- anyscale/ray 2.6.1-py39-cu117 build
- ${BASE_IMAGE} latest build
- rayproject/ray-deps latest build
- rayproject/ray latest build
- $FULL_BASE_IMAGE latest build
- rayproject/base-deps nightly"$BASE_IMAGE" build
- "$FULL_BASE_IMAGE" latest build
- ${BASE_IMAGE} latest build
- rayproject/ray nightly-py310 build
- ubuntu 22.04 build
- org.testng:testng 7.5.1
- tensorflow ==2.11.0
- torch ==1.12.0
- tensorflow ==2.11.0
- torch ==1.12.0
- tensorflow ==2.11.0
- torch ==1.12.0
- tensorflow ==2.11.0
- torch ==1.12.0
- @testing-library/jest-dom ^5.16.5 development
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- npm ^8.19.2 development
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- @material-ui/styles ^4.11.5
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- ray *
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- transformers ==4.30.2
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- fastapi ==0.97.0 test
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- accelerate * test
- bitsandbytes * test
- dataset * test
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- ray * test
- ray * test
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- requests * development
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- ray *
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- datasets * test
- google-cloud-bigquery * test
- google-cloud-bigquery-storage * test
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- kubernetes ==24.2.0
- labmaze ==1.0.6
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- notebook ==6.5.6
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- numpy ==1.23.5
- nvidia-ml-py ==12.535.108
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- openpyxl ==3.0.10
- opentelemetry-api ==1.1.0
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- opentelemetry-exporter-otlp-proto-grpc ==1.1.0
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- optax ==0.1.7
- optuna ==3.2.0
- orbax-checkpoint ==0.2.3
- orjson ==3.9.7
- packaging ==21.3
- pandas ==1.5.3
- pandocfilters ==1.5.0
- paramiko ==2.12.0
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- path ==16.7.1
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- python-json-logger ==2.0.7
- python-lsp-jsonrpc ==1.0.0
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- redis ==4.4.2
- regex ==2023.10.3
- requests ==2.31.0
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- rich ==12.6.0
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- s3fs ==2023.5.0
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- sniffio ==1.3.0
- snowballstemmer ==2.2.0
- sortedcontainers ==2.4.0
- soundfile ==0.12.1
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- sphinx ==4.3.2
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- sphinx-click ==3.0.2
- sphinx-copybutton ==0.4.0
- sphinx-design ==0.4.1
- sphinx-external-toc ==0.2.4
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- sphinxcontrib-redoc ==1.6.0
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- sqlalchemy ==1.4.17
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- sshpubkeys ==3.3.1
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- statsmodels ==0.14.0
- supersuit ==3.8.0
- sympy ==1.12
- tabulate ==0.9.0
- tblib ==2.0.0
- tenacity ==8.2.3
- tensorboard ==2.11.2
- tensorboard-data-server ==0.6.1
- tensorboard-plugin-wit ==1.8.1
- tensorboardx ==2.6
- tensorflow ==2.11.0
- tensorflow-datasets ==4.9.0
- tensorflow-estimator ==2.11.0
- tensorflow-io-gcs-filesystem ==0.34.0
- tensorflow-metadata ==1.13.0
- tensorflow-probability ==0.19.0
- tensorstore ==0.1.45
- termcolor ==2.3.0
- terminado ==0.17.1
- testfixtures ==7.0.0
- tf-slim ==1.1.0
- tf2onnx ==1.13.0
- threadpoolctl ==3.1.0
- tifffile ==2023.7.10
- timm ==0.9.2
- tinycss2 ==1.2.1
- tinyscaler ==1.2.6
- tokenizers ==0.12.1
- toml ==0.10.2
- tomli ==2.0.1
- tomlkit ==0.12.1
- toolz ==0.12.0
- torch ==2.0.1
- torch-cluster ==1.6.1
- torch-geometric ==2.3.1
- torch-scatter ==2.1.1
- torch-sparse ==0.6.17
- torch-spline-conv ==1.2.2
- torchdata ==0.6.1
- torchmetrics ==0.10.3
- torchtext ==0.15.2
- torchvision ==0.15.2
- tornado ==6.1
- tqdm ==4.64.1
- traitlets ==5.11.2
- transformers ==4.19.1
- trustme ==0.9.0
- typeguard ==2.13.3
- typer ==0.9.0
- types-python-dateutil ==2.8.19.14
- types-pyyaml ==6.0.12.2
- typing-extensions ==4.5.0
- uc-micro-py ==1.0.2
- ujson ==5.8.0
- uri-template ==1.3.0
- uritemplate ==4.1.1
- urllib3 ==1.26.17
- uvicorn ==0.22.0
- uvloop ==0.17.0
- virtualenv ==20.21.0
- wandb ==0.13.4
- watchfiles ==0.19.0
- wcmatch ==8.5
- wcwidth ==0.2.8
- webcolors ==1.13
- webencodings ==0.5.1
- websocket-client ==1.6.3
- websockets ==11.0.3
- werkzeug ==2.1.2
- wheel ==0.41.2
- widgetsnbextension ==3.6.6
- wrapt ==1.15.0
- wurlitzer ==3.0.3
- xgboost ==1.7.6
- xlrd ==2.0.1
- xmltodict ==0.13.0
- xxhash ==3.4.1
- y-py ==0.6.2
- yarl ==1.9.2
- ypy-websocket ==0.8.4
- yq ==3.2.2
- zict ==3.0.0
- zipp ==3.17.0
- zoopt ==0.4.1
- Light *
- aiosignal *
- click *
- filelock *
- frozenlist *
- jsonschema *
- msgpack *
- numpy *
- packaging *
- protobuf *
- pyyaml *
- requests *
- typing_extensions *
- we *
- lightgbm_ray * test
- ray * test
- xgboost_ray * test
- torch * test
- torchvision * test
- tensorflow * test
- torch * test
- tblib * test
- tensorflow * test
- torch * test
- ale-py *
- anyscale *
- boto3 *
- cmake *
- crc32c *
- cython *
- gcsfs *
- gsutil *
- gym *
- importlib-metadata *
- lightgbm *
- memray *
- openskill *
- petastorm *
- protobuf *
- pyarrow *
- pytest *
- requests >=2.31.0
- scikit-learn *
- scipy *
- semidbm *
- tblib *
- tensorboardX *
- tensorflow *
- terminado *
- tqdm *
- trueskill *
- typer *
- wandb *
- xarray *
- xgboost *
- zarr *
- apt-transport-https *
- ca-certificates *
- curl *
- gnupg *
- google-cloud-sdk *
- htop *
- libaio1 *
- libgl1-mesa-glx *
- libglfw3 *
- libjemalloc-dev *
- libosmesa6-dev *
- patchelf *
- unzip *
- zip *
- accelerate *
- boto3 *
- cmake *
- crc32c *
- cupy-cuda113 *
- datasets *
- deepspeed *
- diffusers *
- evaluate *
- fastapi *
- filelock *
- gcsfs *
- gsutil *
- jupytext *
- memray *
- modin *
- mosaicml-streaming *
- numpy *
- openskill *
- petastorm *
- pyarrow *
- pytest *
- pytorch_lightning *
- scikit-learn *
- semidbm *
- tblib *
- tensorboardX *
- torch *
- torchtext *
- torchvision *
- tqdm *
- transformers *
- trueskill *
- typer *
- typing-extensions *
- urllib3 *
- uvicorn *
- validators *
- wandb *
- xgboost *
- accelerate *
- bitsandbytes *
- dataset *
- datasets *
- decord *
- deepspeed *
- diffusers *
- evaluate *
- fairscale *
- fastapi *
- ipywidgets *
- lm_eval *
- matplotlib *
- numpy *
- openai-whisper *
- protobuf *
- pytorch-lightning *
- sentencepiece *
- statsforecast *
- tiktoken *
- torch *
- torchaudio *
- torchmetrics *
- torchtext *
- torchvision *
- transformers >=4.31.0
- typepy >=1.3.2
- wandb *
- PyGithub *
- anyscale *
- boto3 *
- click *
- expiringdict *
- google-cloud-storage *
- jinja2 *
- kubernetes *
- protobuf >=3.15.3,
- pybuildkite *
- pydantic <1.10.0
- python-dotenv *
- pytz *
- pyyaml *
- requests *
- retry *
- slackclient *
- toml *
- typer *
- xgboost_ray *
- PyGithub *
- anyscale *
- bazel-runfiles *
- boto3 *
- click *
- freezegun *
- google-cloud-storage *
- jinja2 *
- protobuf >=3.15.3,
- pybuildkite *
- pydantic <1.10.0
- pytest *
- pyyaml *
- requests *
- retry *
- ray >=1.9
- tensorflow ==2.11.0
- torch ==1.12.0
- tensorflow ==2.11.0
- torch ==1.12.0
- gym *
- gymnasium ==0.26.3
- open-spiel ==1.3
- ray [rllib]==2.5.0
- tensorflow ==2.11.0
- torch ==1.12.0
- torch ==1.12.0
- tensorflow ==2.11.0
- torch ==1.12.0
- tensorflow ==2.11.0
- torch ==1.12.0
- tensorflow ==2.11.0
- torch ==1.12.0
- gymnasium *
- ray [rllib]==2.5.0
- recsim *
- tensorflow-probability ==0.20.1
- tensorflow ==2.13.0
- tensorflow-probability ==0.20.1
- torch ==1.12.0
- torch ==1.12.0
- tensorflow ==2.13.0
- torch ==1.13.1
- torch ==1.12.0
- torch ==1.12.0
- tensorflow ==2.11.0
- torch ==1.12.0
- chess ==1.10.0
- gymnasium ==0.26.3
- pettingzoo ==1.22.4
- pygame *
- ray [rllib]==2.5.0
- torch ==1.12.0
- tensorflow ==2.11.0
- tensorflow-probability ==0.19.0
- tensorflow ==2.11.0
- torch ==1.12.0
- torch ==1.12.0
- tensorflow ==2.11.0
- torch ==1.12.0
- torch ==1.12.0
- aiohttp ==3.8.4
- aiosignal ==1.3.1
- anyscale ==0.5.106
- argon2-cffi ==21.3.0
- argon2-cffi-bindings ==21.2.0
- async-timeout ==4.0.2
- asynctest ==0.13.0
- attrs ==23.1.0
- backports-zoneinfo ==0.2.1
- bazel-runfiles ==0.21.0
- boto3 ==1.26.131
- botocore ==1.29.131
- cachetools ==5.3.0
- certifi ==2023.5.7
- cffi ==1.15.1
- charset-normalizer ==3.1.0
- click ==8.1.3
- colorama ==0.4.6
- cryptography ==40.0.2
- decorator ==5.1.1
- deprecated ==1.2.13
- exceptiongroup ==1.1.1
- expiringdict ==1.2.2
- freezegun ==1.2.2
- frozenlist ==1.3.3
- gitdb ==4.0.10
- gitpython ==3.1.31
- google-api-core ==2.11.0
- google-auth ==2.17.3
- google-cloud-core ==2.3.2
- google-cloud-storage ==2.9.0
- google-crc32c ==1.5.0
- google-resumable-media ==2.5.0
- googleapis-common-protos ==1.59.0
- halo ==0.0.31
- httplib2 ==0.22.0
- humanize ==4.6.0
- idna ==3.4
- importlib-metadata ==6.6.0
- importlib-resources ==5.12.0
- iniconfig ==2.0.0
- jinja2 ==3.1.2
- jmespath ==1.0.1
- jsonpatch ==1.32
- jsonpointer ==2.3
- jsonschema ==4.17.3
- log-symbols ==0.0.14
- markdown-it-py ==2.2.0
- markupsafe ==2.1.2
- mdurl ==0.1.2
- multidict ==6.0.4
- oauth2client ==4.1.3
- packaging ==23.1
- pathspec ==0.11.1
- pkgutil-resolve-name ==1.3.10
- pluggy ==1.0.0
- protobuf ==4.23.2
- py ==1.11.0
- pyasn1 ==0.5.0
- pyasn1-modules ==0.3.0
- pybuildkite ==1.2.2
- pycparser ==2.21
- pydantic ==1.9.2
- pygithub ==1.58.2
- pygments ==2.15.1
- pyjwt ==2.7.0
- pynacl ==1.5.0
- pyparsing ==3.0.9
- pyrsistent ==0.19.3
- pytest ==7.3.1
- python-dateutil ==2.8.2
- pyyaml ==6.0
- requests ==2.31.0
- retry ==0.9.2
- rich ==13.3.5
- rsa ==4.9
- s3transfer ==0.6.1
- six ==1.16.0
- smart-open ==6.3.0
- smmap ==5.0.0
- spinners ==0.0.24
- tabulate ==0.9.0
- termcolor ==2.3.0
- tomli ==2.0.1
- tqdm ==4.65.0
- typing-extensions ==4.6.2
- tzlocal ==5.0.1
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- setuptools ==68.0.0