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Python 3.13 Anyscale and Ray dependencies

Python 3.13 Anyscale and Ray dependencies

Ray 2.56.0, slim

The base image anyscale/ray:2.56.0-slim-py313 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.12.1
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
databricks-sdk==0.103.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-auth==2.39.0
google-cloud-core==2.5.1
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpcio==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.7.1
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.1
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==75.8.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
supervisor==4.3.0
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, slim, CUDA version 12.9

The base image anyscale/ray:2.56.0-slim-py313-cu129 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.12.1
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
databricks-sdk==0.103.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-auth==2.39.0
google-cloud-core==2.5.1
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpcio==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.7.1
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.1
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==75.8.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
supervisor==4.3.0
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, slim, CUDA version 12.8

The base image anyscale/ray:2.56.0-slim-py313-cu128 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.12.1
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
databricks-sdk==0.103.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-auth==2.39.0
google-cloud-core==2.5.1
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpcio==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.7.1
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.1
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==75.8.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
supervisor==4.3.0
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, slim, CUDA version 12.6

The base image anyscale/ray:2.56.0-slim-py313-cu126 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.12.1
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
databricks-sdk==0.103.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-auth==2.39.0
google-cloud-core==2.5.1
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpcio==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.7.1
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.1
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==75.8.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
supervisor==4.3.0
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, slim, CUDA version 12.5

The base image anyscale/ray:2.56.0-slim-py313-cu125 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.12.1
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
databricks-sdk==0.103.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-auth==2.39.0
google-cloud-core==2.5.1
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpcio==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.7.1
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.1
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==75.8.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
supervisor==4.3.0
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, slim, CUDA version 12.4

The base image anyscale/ray:2.56.0-slim-py313-cu124 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.12.1
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
databricks-sdk==0.103.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-auth==2.39.0
google-cloud-core==2.5.1
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpcio==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.7.1
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.1
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==75.8.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
supervisor==4.3.0
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, slim, CUDA version 12.3

The base image anyscale/ray:2.56.0-slim-py313-cu123 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.12.1
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
databricks-sdk==0.103.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-auth==2.39.0
google-cloud-core==2.5.1
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpcio==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.7.1
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.1
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==75.8.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
supervisor==4.3.0
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, slim, CUDA version 12.1

The base image anyscale/ray:2.56.0-slim-py313-cu121 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.12.1
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
databricks-sdk==0.103.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-auth==2.39.0
google-cloud-core==2.5.1
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpcio==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.7.1
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.1
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==75.8.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
supervisor==4.3.0
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, slim, CUDA version 11.8

The base image anyscale/ray:2.56.0-slim-py313-cu118 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.12.1
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
databricks-sdk==0.103.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-auth==2.39.0
google-cloud-core==2.5.1
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpcio==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.7.1
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.1
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==75.8.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
supervisor==4.3.0
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0

The base image anyscale/ray:2.56.0-py313 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, CUDA version 12.9

The base image anyscale/ray:2.56.0-py313-cu129 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, CUDA version 12.8

The base image anyscale/ray:2.56.0-py313-cu128 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, CUDA version 12.6

The base image anyscale/ray:2.56.0-py313-cu126 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, CUDA version 12.5

The base image anyscale/ray:2.56.0-py313-cu125 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, CUDA version 12.4

The base image anyscale/ray:2.56.0-py313-cu124 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, CUDA version 12.3

The base image anyscale/ray:2.56.0-py313-cu123 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, CUDA version 12.1

The base image anyscale/ray:2.56.0-py313-cu121 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, CUDA version 11.8

The base image anyscale/ray:2.56.0-py313-cu118 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0

Ray 2.56.0, CUDA version 11.7

The base image anyscale/ray:2.56.0-py313-cu117 contains the following packages:

absl-py==2.4.0
adlfs==2026.4.0
aiohappyeyeballs==2.6.1
aiohttp==3.13.5
aiohttp-cors==0.8.1
aiosignal==1.4.0
alembic==1.18.4
amqp==5.3.1
annotated-doc==0.0.4
annotated-types==0.7.0
anyio==4.13.0
anyscale==0.26.80
anyscaleruntime==0.1.0
archspec==0.2.5
argon2-cffi==25.1.0
argon2-cffi-bindings==25.1.0
arrow==1.4.0
asttokens==3.0.1
async-lru==2.3.0
attrs==26.1.0
azure-common==1.1.28
azure-core==1.39.0
azure-datalake-store==0.0.53
azure-identity==1.17.1
azure-storage-blob==12.28.0
babel==2.18.0
backcall==0.2.0
backports.zstd==1.6.0
beautifulsoup4==4.11.1
billiard==4.2.4
bleach==6.3.0
boltons==24.0.0
boto3==1.29.7
botocore==1.32.7
Brotli==1.2.0
build==1.5.0
cached-property==1.5.2
cachetools==5.5.2
celery==5.6.3
certifi==2026.4.22
cffi==1.17.1
charset-normalizer==3.4.7
click==8.3.2
click-didyoumean==0.3.1
click-plugins==1.1.1.2
click-repl==0.3.0
cloudpickle==3.1.1
colorama==0.4.6
colorful==0.5.8
comm==0.2.3
conda==26.5.3
conda_index==0.11.0
conda-libmamba-solver==26.4.2
conda-lockfiles==0.2.0
conda-package-handling==2.4.0
conda_package_streaming==0.13.0
conda-pypi==0.10.1
conda-rattler-solver==0.1.1
conda-self==0.2.0
contourpy==1.3.3
cryptography==44.0.3
cupy-cuda12x==13.6.0
cycler==0.12.1
Cython==0.29.37
databricks-sdk==0.103.0
datasketches==5.2.0
debugpy==1.8.20
decorator==5.2.1
defusedxml==0.7.1
distlib==0.4.0
distro==1.9.0
dm-tree==0.1.10
docker==7.1.0
exceptiongroup==1.3.1
executing==2.2.1
Farama-Notifications==0.0.4
fastapi==0.133.0
fastjsonschema==2.21.2
fastrlock==0.8.3
filelock==3.29.0
Flask==2.1.3
flask-cors==6.0.2
flatbuffers==25.12.19
fonttools==4.62.1
fqdn==1.5.1
frozendict==2.4.7
frozenlist==1.8.0
fsspec==2023.12.1
gitdb==4.0.12
GitPython==3.1.47
google-api-core==2.30.3
google-api-python-client==2.111.0
google-auth==2.39.0
google-auth-httplib2==0.3.1
google-cloud-certificate-manager==1.11.0
google-cloud-common==1.7.0
google-cloud-compute==1.40.0
google-cloud-core==2.5.1
google-cloud-filestore==1.14.0
google-cloud-redis==2.19.0
google-cloud-resource-manager==1.15.0
google-cloud-secret-manager==2.26.0
google-cloud-storage==2.14.0
google-crc32c==1.8.0
google-oauth==1.0.1
google-resumable-media==2.8.2
googleapis-common-protos==1.74.0
graphene==3.4.3
graphql-core==3.2.8
graphql-relay==3.2.0
greenlet==3.4.0
grpc-google-iam-v1==0.14.3
grpcio==1.76.0
grpcio-status==1.76.0
grpcio-tools==1.76.0
gunicorn==25.3.0
gymnasium==1.2.2
h11==0.16.0
h2==4.1.0
hpack==4.0.0
httpcore==1.0.9
httplib2==0.20.4
httptools==0.8.0
httpx==0.28.1
huey==2.6.0
humanize==4.15.0
hyperframe==6.0.1
idna==3.12
importlib-metadata==6.11.0
installer==1.0.1
ipykernel==7.2.0
ipython==8.12.3
ipywidgets==8.1.3
isodate==0.7.2
isoduration==20.11.0
itsdangerous==2.2.0
jedi==0.19.2
Jinja2==3.1.6
jmespath==1.1.0
joblib==1.2.0
json5==0.14.0
jsonpatch==1.32
jsonpointer==3.1.1
jsonschema==4.24.1
jsonschema-specifications==2025.9.1
jupyter_client==8.8.0
jupyter_core==5.9.1
jupyter-events==0.12.1
jupyter-lsp==2.3.1
jupyter_server==2.17.0
jupyter_server_terminals==0.5.4
jupyterlab==4.5.6
jupyterlab_pygments==0.3.0
jupyterlab_server==2.28.0
jupyterlab_widgets==3.0.16
kiwisolver==1.5.0
kombu==5.6.2
kubernetes==24.2.0
libmambapy==2.8.1
linkify-it-py==2.1.0
lz4==4.4.5
Mako==1.3.11
markdown-it-py==2.2.0
MarkupSafe==3.0.3
matplotlib==3.10.8
matplotlib-inline==0.2.1
mdit-py-plugins==0.3.5
mdurl==0.1.2
memray==1.19.3
menuinst==2.5.0
mistune==3.2.0
mlflow==3.11.1
mlflow-skinny==3.11.1
mlflow-tracing==3.11.1
mmh3==5.2.1
msal==1.28.1
msal-extensions==1.2.0b1
msgpack==1.1.2
multidict==6.7.1
nbclient==0.10.4
nbconvert==7.17.1
nbformat==5.10.4
nest-asyncio==1.6.0
notebook_shim==0.2.4
numpy==2.2.6
oauth2client==4.1.3
oauthlib==3.3.1
opencensus==0.11.4
opencensus-context==0.1.3
openlineage-python==1.46.0
opentelemetry-api==1.39.0
opentelemetry-exporter-prometheus==0.60b0
opentelemetry-proto==1.39.0
opentelemetry-sdk==1.39.0
opentelemetry-semantic-conventions==0.60b0
ormsgpack==1.12.2
packaging==26.1
pandas==2.3.3
pandocfilters==1.5.1
parso==0.8.6
pathspec==1.0.4
pexpect==4.8.0
pickleshare==0.7.5
pillow==11.3.0
pip==26.1.2
platformdirs==4.9.6
pluggy==1.6.0
polars==1.40.0
polars-runtime-32==1.40.0
portalocker==2.10.1
prettytable==3.17.0
prometheus_client==0.25.0
prompt_toolkit==3.0.52
propcache==0.4.1
proto-plus==1.27.2
protobuf==6.33.6
psutil==5.9.8
ptyprocess==0.7.0
pure_eval==0.2.3
py-rattler==0.25.0
py-spy==0.4.2
pyarrow==23.0.1
pyasn1==0.6.3
pyasn1_modules==0.4.2
pycosat==0.6.6
pycparser==3.0
pycron==3.2.0
pycurl==7.45.7
pydantic==2.12.3
pydantic_core==2.41.4
Pygments==2.18.0
PyJWT==2.12.1
pyOpenSSL==25.1.0
pyparsing==3.3.2
pyproject_hooks==1.2.0
PySocks==1.7.1
python-dateutil==2.9.0.post0
python-discovery==1.2.2
python-dotenv==1.2.2
python-json-logger==4.1.0
pytz==2022.7.1
PyYAML==6.0.3
pyzmq==27.1.0
ray==2.56.0
referencing==0.36.2
requests==2.33.1
requests-oauthlib==2.0.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rich==13.7.1
rpds-py==0.30.0
rsa==4.7.2
ruamel.yaml==0.18.17
ruamel.yaml.clib==0.2.15
s3transfer==0.8.0
scikit-learn==1.7.2
scipy==1.17.1
Send2Trash==2.1.0
setuptools==80.9.0
six==1.17.0
skops==0.14.0
smart-open==6.2.0
smmap==5.0.3
sniffio==1.3.1
soupsieve==2.8.3
SQLAlchemy==2.0.49
sqlparse==0.5.5
stack-data==0.6.3
starlette==1.0.1
tabulate==0.10.0
taskiq==0.12.2
taskiq-dependencies==1.5.7
tensorboardX==2.6.5
termcolor==3.3.0
terminado==0.18.1
textual==4.0.0
threadpoolctl==3.1.0
tinycss2==1.4.0
tomli==2.4.1
tomli_w==1.2.0
tornado==6.5.5
tqdm==4.67.1
traitlets==5.14.3
truststore==0.10.0
typing_extensions==4.15.0
typing-inspection==0.4.2
tzdata==2026.1
tzlocal==5.3.1
uc-micro-py==2.0.0
unearth==0.18.2
uri-template==1.3.0
uritemplate==4.2.0
urllib3==1.26.20
uvicorn==0.22.0
uvloop==0.22.1
vine==5.1.0
virtualenv==21.2.4
watchfiles==0.19.0
wcwidth==0.6.0
webcolors==25.10.0
webencodings==0.5.1
websocket-client==1.9.0
websockets==15.0.1
Werkzeug==2.3.8
wheel==0.45.1
widgetsnbextension==4.0.15
wrapt==1.17.3
yarl==1.23.0
zipp==3.23.1
zstandard==0.25.0