Databricks Runtime 15.3 for Machine Learning (Beta)

Beta

Databricks Runtime 15.3 for Machine Learning is in Beta. The contents of the supported environments may change during the Beta. Changes can include the list of packages or versions of installed packages.

Databricks Runtime 15.3 for Machine Learning provides a ready-to-go environment for machine learning and data science based on Databricks Runtime 15.3 (Beta). Databricks Runtime ML contains many popular machine learning libraries, including TensorFlow, PyTorch, and XGBoost. Databricks Runtime ML includes AutoML, a tool to automatically train machine learning pipelines. Databricks Runtime ML also supports distributed deep learning training using Horovod.

Note

These release notes may include references to features that are not available on Google Cloud as of this release.

New features and improvements

Databricks Runtime 15.3 ML is built on top of Databricks Runtime 15.3. For information on what’s new in Databricks Runtime 15.3, including Apache Spark MLlib and SparkR, see the Databricks Runtime 15.3 (Beta) release notes.

Databricks AutoML manual data splits and sample weights

AutoML now supports manual data splits allowing you to specify row-by-row train, validate, and test datasets for classification and regression models. See Split data into train, validation, and test sets.

AutoML now supports sample weights, letting you adjust the importance of each row during regression model training. For more information, see the regression parameters for the AutoML Python API.

System environment

The system environment in Databricks Runtime 15.3 ML differs from Databricks Runtime 15.3 as follows:

  • For GPU clusters, Databricks Runtime ML includes the following NVIDIA GPU libraries:

    • CUDA 12.1

    • cusolver 11.4.5.107-1

    • cupti 12.1

    • cuDNN 8.9.0.131-1

    • NCCL 2.17.1

    • TensorRT 8.6.1.6-1

Libraries

The following sections list the libraries included in Databricks Runtime 15.3 ML that differ from those included in Databricks Runtime 15.3.

Python libraries

Databricks Runtime 15.3 ML uses virtualenv for Python package management and includes many popular ML packages.

In addition to the packages specified in the following sections, Databricks Runtime 15.3 ML also includes the following packages:

  • hyperopt 0.2.7+db3

  • sparkdl 3.0.0_db1

  • automl 1.27.0

To reproduce the Databricks Runtime ML Python environment in your local Python virtual environment, download the requirements-15.3.txt file and run pip install -r requirements-15.3.txt. This command installs all of the open source libraries that Databricks Runtime ML uses, but does not install libraries developed by Databricks, such as databricks-automl, databricks-feature-engineering, or the Databricks fork of hyperopt.

Python libraries on CPU clusters

Library

Version

Library

Version

Library

Version

absl-py

1.0.0

accelerate

0.30.1

aiohttp

3.8.5

aiohttp-cors

0.7.0

aiosignal

1.2.0

anyio

3.5.0

argon2-cffi

21.3.0

argon2-cffi-bindings

21.2.0

astor

0.8.1

asttokens

2.0.5

astunparse

1.6.3

async-timeout

4.0.2

attrs

22.1.0

audioread

3.0.1

azure-core

1.30.1

azure-cosmos

4.3.1

azure-identity

1.16.0

azure-storage-blob

12.19.1

azure-storage-file-datalake

12.14.0

backcall

0.2.0

bcrypt

3.2.0

beautifulsoup4

4.12.2

black

23.3.0

bleach

4.1.0

blinker

1.4

blis

0.7.11

boto3

1.34.39

botocore

1.34.39

Brotli

1.0.9

cachetools

5.3.3

catalogue

2.0.10

category-encoders

2.6.3

certifi

2023.7.22

cffi

1.15.1

chardet

4.0.0

charset-normalizer

2.0.4

circuitbreaker

1.4.0

click

8.0.4

cloudpathlib

0.16.0

cloudpickle

2.2.1

cmdstanpy

1.2.2

colorful

0.5.6

comm

0.1.2

confection

0.1.4

configparser

5.2.0

contourpy

1.0.5

cryptography

41.0.3

cycler

0.11.0

cymem

2.0.8

Cython

0.29.32

dacite

1.8.1

databricks-automl-runtime

0.2.21

databricks-feature-engineering

0.5.0

databricks-sdk

0.20.0

dataclasses-json

0.6.6

datasets

2.19.1

dbl-tempo

0.1.26

dbus-python

1.2.18

debugpy

1.6.7

decorator

5.1.1

deepspeed

0.14.0

defusedxml

0.7.1

dill

0.3.6

diskcache

5.6.3

distlib

0.3.8

dm-tree

0.1.8

entrypoints

0.4

evaluate

0.4.2

executing

0.8.3

facets-overview

1.1.1

Farama-Notifications

0.0.4

fastjsonschema

2.19.1

fasttext

0.9.2

filelock

3.13.4

Flask

2.2.5

flatbuffers

24.3.25

fonttools

4.25.0

frozenlist

1.3.3

fsspec

2023.5.0

future

0.18.3

gast

0.4.0

gitdb

4.0.11

GitPython

3.1.27

google-api-core

2.18.0

google-auth

2.21.0

google-auth-oauthlib

1.0.0

google-cloud-core

2.4.1

google-cloud-storage

2.10.0

google-crc32c

1.5.0

google-pasta

0.2.0

google-resumable-media

2.7.0

googleapis-common-protos

1.63.0

greenlet

2.0.1

grpcio

1.60.0

grpcio-status

1.60.0

gunicorn

20.1.0

gviz-api

1.10.0

gymnasium

0.28.1

h11

0.14.0

h5py

3.10.0

hjson

3.1.0

holidays

0.45

horovod

0.28.1+db1

htmlmin

0.1.12

httpcore

1.0.5

httplib2

0.20.2

httpx

0.27.0

huggingface-hub

0.21.2

idna

3.4

ImageHash

4.3.1

imageio

2.31.1

imbalanced-learn

0.11.0

importlib-metadata

6.0.0

importlib_resources

6.4.0

ipyflow-core

0.0.198

ipykernel

6.25.1

ipython

8.15.0

ipython-genutils

0.2.0

ipywidgets

7.7.2

isodate

0.6.1

itsdangerous

2.0.1

jax-jumpy

1.0.0

jedi

0.18.1

jeepney

0.7.1

Jinja2

3.1.2

jmespath

0.10.0

joblib

1.2.0

joblibspark

0.5.1

jsonpatch

1.33

jsonpointer

2.4

jsonschema

4.17.3

jupyter-server

1.23.4

jupyter_client

7.4.9

jupyter_core

5.3.0

jupyterlab-pygments

0.1.2

keras

3.1.1

keyring

23.5.0

kiwisolver

1.4.4

langchain

0.1.20

langchain-community

0.0.38

langchain-core

0.1.52

langchain-text-splitters

0.0.2

langcodes

3.4.0

langsmith

0.1.63

language_data

1.2.0

launchpadlib

1.10.16

lazr.restfulclient

0.14.4

lazr.uri

1.0.6

lazy_loader

0.2

libclang

15.0.6.1

librosa

0.10.1

lightgbm

4.3.0

linkify-it-py

2.0.0

llvmlite

0.40.0

lxml

4.9.2

lz4

4.3.2

Mako

1.2.0

marisa-trie

1.1.1

Markdown

3.4.1

markdown-it-py

2.2.0

MarkupSafe

2.1.1

marshmallow

3.21.2

matplotlib

3.7.2

matplotlib-inline

0.1.6

mdit-py-plugins

0.3.0

mdurl

0.1.0

memray

1.12.0

mistune

0.8.4

ml-dtypes

0.3.2

mlflow-skinny

2.11.3

more-itertools

8.10.0

mosaicml-streaming

0.7.4

mpmath

1.3.0

msal

1.28.0

msal-extensions

1.1.0

msgpack

1.0.8

multidict

6.0.2

multimethod

1.11.2

multiprocess

0.70.14

murmurhash

1.0.10

mypy-extensions

0.4.3

namex

0.0.8

nbclassic

0.5.5

nbclient

0.5.13

nbconvert

6.5.4

nbformat

5.7.0

nest-asyncio

1.5.6

networkx

3.1

ninja

1.11.1.1

nltk

3.8.1

notebook

6.5.4

notebook_shim

0.2.2

numba

0.57.1

numpy

1.23.5

oauthlib

3.2.0

oci

2.126.4

openai

1.29.0

opencensus

0.11.4

opencensus-context

0.1.3

opt-einsum

3.3.0

optree

0.11.0

orjson

3.10.3

packaging

23.2

pandas

1.5.3

pandocfilters

1.5.0

paramiko

3.4.0

parso

0.8.3

pathspec

0.10.3

patsy

0.5.3

petastorm

0.12.1

pexpect

4.8.0

phik

0.12.4

pickleshare

0.7.5

Pillow

9.4.0

pip

23.2.1

platformdirs

3.10.0

plotly

5.9.0

pmdarima

2.0.4

pooch

1.8.1

portalocker

2.8.2

preshed

3.0.9

prometheus-client

0.14.1

prompt-toolkit

3.0.36

prophet

1.1.5

proto-plus

1.23.0

protobuf

4.24.1

psutil

5.9.0

psycopg2

2.9.3

ptyprocess

0.7.0

pure-eval

0.2.2

py-cpuinfo

8.0.0

py-spy

0.3.14

pyarrow

14.0.1

pyarrow-hotfix

0.6

pyasn1

0.4.8

pyasn1-modules

0.2.8

pybind11

2.12.0

pyccolo

0.0.52

pycparser

2.21

pydantic

1.10.6

Pygments

2.15.1

PyGObject

3.42.1

PyJWT

2.3.0

PyNaCl

1.5.0

pynvml

11.5.0

pyodbc

4.0.38

pyOpenSSL

23.2.0

pyparsing

3.0.9

pyrsistent

0.18.0

pytesseract

0.3.10

python-dateutil

2.8.2

python-editor

1.0.4

python-lsp-jsonrpc

1.1.1

python-snappy

0.6.1

pytz

2022.7

PyWavelets

1.4.1

PyYAML

6.0

pyzmq

23.2.0

ray

2.12.0

regex

2022.7.9

requests

2.31.0

requests-oauthlib

1.3.1

rich

13.7.1

rsa

4.9

s3transfer

0.10.1

safetensors

0.4.2

scikit-image

0.20.0

scikit-learn

1.3.0

scipy

1.11.1

seaborn

0.12.2

SecretStorage

3.3.1

Send2Trash

1.8.0

sentence-transformers

2.7.0

sentencepiece

0.1.99

setuptools

68.0.0

shap

0.44.0

simplejson

3.17.6

six

1.16.0

slicer

0.0.7

smart-open

5.2.1

smmap

5.0.0

sniffio

1.2.0

soundfile

0.12.1

soupsieve

2.4

soxr

0.3.7

spacy

3.7.2

spacy-legacy

3.0.12

spacy-loggers

1.0.5

spark-tensorflow-distributor

1.0.0

SQLAlchemy

1.4.39

sqlparse

0.4.2

srsly

2.4.8

ssh-import-id

5.11

stack-data

0.2.0

stanio

0.5.0

statsmodels

0.14.0

sympy

1.11.1

tangled-up-in-unicode

0.2.0

tenacity

8.2.2

tensorboard

2.16.2

tensorboard-data-server

0.7.2

tensorboard_plugin_profile

2.15.1

tensorboardX

2.6.2.2

tensorflow

2.16.1

tensorflow-estimator

2.15.0

tensorflow-io-gcs-filesystem

0.37.0

termcolor

2.4.0

terminado

0.17.1

textual

0.63.3

tf_keras

2.16.0

thinc

8.2.3

threadpoolctl

2.2.0

tifffile

2021.7.2

tiktoken

0.5.2

tinycss2

1.2.1

tokenize-rt

4.2.1

tokenizers

0.19.0

torch

2.3.0+cpu

torcheval

0.0.7

torchvision

0.18.0+cpu

tornado

6.3.2

tqdm

4.65.0

traitlets

5.7.1

transformers

4.40.2

typeguard

2.13.3

typer

0.9.4

typing-inspect

0.9.0

typing_extensions

4.10.0

tzdata

2022.1

uc-micro-py

1.0.1

ujson

5.4.0

unattended-upgrades

0.1

urllib3

1.26.16

virtualenv

20.24.2

visions

0.7.5

wadllib

1.3.6

wasabi

1.1.2

wcwidth

0.2.5

weasel

0.3.4

webencodings

0.5.1

websocket-client

0.58.0

Werkzeug

2.2.3

wheel

0.38.4

wordcloud

1.9.3

wrapt

1.14.1

xgboost

2.0.3

xxhash

3.4.1

yarl

1.8.1

ydata-profiling

4.5.1

zipp

3.11.0

zstd

1.5.5.1

Python libraries on GPU clusters

Library

Version

Library

Version

Library

Version

absl-py

1.0.0

accelerate

0.30.1

aiohttp

3.8.5

aiohttp-cors

0.7.0

aiosignal

1.2.0

anyio

3.5.0

argon2-cffi

21.3.0

argon2-cffi-bindings

21.2.0

astor

0.8.1

asttokens

2.0.5

astunparse

1.6.3

async-timeout

4.0.2

attrs

22.1.0

audioread

3.0.1

azure-core

1.30.1

azure-cosmos

4.3.1

azure-identity

1.16.0

azure-storage-blob

12.19.1

azure-storage-file-datalake

12.14.0

backcall

0.2.0

bcrypt

3.2.0

beautifulsoup4

4.12.2

black

23.3.0

bleach

4.1.0

blinker

1.4

blis

0.7.11

boto3

1.34.39

botocore

1.34.39

Brotli

1.0.9

cachetools

5.3.3

catalogue

2.0.10

category-encoders

2.6.3

certifi

2023.7.22

cffi

1.15.1

chardet

4.0.0

charset-normalizer

2.0.4

circuitbreaker

1.4.0

click

8.0.4

cloudpathlib

0.16.0

cloudpickle

2.2.1

cmdstanpy

1.2.2

colorful

0.5.6

comm

0.1.2

confection

0.1.4

configparser

5.2.0

contourpy

1.0.5

cryptography

41.0.3

cycler

0.11.0

cymem

2.0.8

Cython

0.29.32

dacite

1.8.1

databricks-automl-runtime

0.2.21

databricks-feature-engineering

0.5.0

databricks-sdk

0.20.0

dataclasses-json

0.6.6

datasets

2.19.1

dbl-tempo

0.1.26

dbus-python

1.2.18

debugpy

1.6.7

decorator

5.1.1

deepspeed

0.14.0

defusedxml

0.7.1

dill

0.3.6

diskcache

5.6.3

distlib

0.3.8

dm-tree

0.1.8

einops

0.8.0

entrypoints

0.4

evaluate

0.4.2

executing

0.8.3

facets-overview

1.1.1

Farama-Notifications

0.0.4

fastjsonschema

2.19.1

fasttext

0.9.2

filelock

3.13.4

flash-attn

2.5.8

Flask

2.2.5

flatbuffers

24.3.25

fonttools

4.25.0

frozenlist

1.3.3

fsspec

2023.5.0

future

0.18.3

gast

0.4.0

gitdb

4.0.11

GitPython

3.1.27

google-api-core

2.18.0

google-auth

2.21.0

google-auth-oauthlib

1.0.0

google-cloud-core

2.4.1

google-cloud-storage

2.10.0

google-crc32c

1.5.0

google-pasta

0.2.0

google-resumable-media

2.7.0

googleapis-common-protos

1.63.0

greenlet

2.0.1

grpcio

1.60.0

grpcio-status

1.60.0

gunicorn

20.1.0

gviz-api

1.10.0

gymnasium

0.28.1

h11

0.14.0

h5py

3.10.0

hjson

3.1.0

holidays

0.45

horovod

0.28.1+db1

htmlmin

0.1.12

httpcore

1.0.5

httplib2

0.20.2

httpx

0.27.0

huggingface-hub

0.21.2

idna

3.4

ImageHash

4.3.1

imageio

2.31.1

imbalanced-learn

0.11.0

importlib-metadata

6.0.0

importlib_resources

6.4.0

ipyflow-core

0.0.198

ipykernel

6.25.1

ipython

8.15.0

ipython-genutils

0.2.0

ipywidgets

7.7.2

isodate

0.6.1

itsdangerous

2.0.1

jax-jumpy

1.0.0

jedi

0.18.1

jeepney

0.7.1

Jinja2

3.1.2

jmespath

0.10.0

joblib

1.2.0

joblibspark

0.5.1

jsonpatch

1.33

jsonpointer

2.4

jsonschema

4.17.3

jupyter-server

1.23.4

jupyter_client

7.4.9

jupyter_core

5.3.0

jupyterlab-pygments

0.1.2

keras

3.1.1

keyring

23.5.0

kiwisolver

1.4.4

langchain

0.1.20

langchain-community

0.0.38

langchain-core

0.1.52

langchain-text-splitters

0.0.2

langcodes

3.4.0

langsmith

0.1.63

language_data

1.2.0

launchpadlib

1.10.16

lazr.restfulclient

0.14.4

lazr.uri

1.0.6

lazy_loader

0.2

libclang

15.0.6.1

librosa

0.10.1

lightgbm

4.3.0

linkify-it-py

2.0.0

llvmlite

0.40.0

lxml

4.9.2

lz4

4.3.2

Mako

1.2.0

marisa-trie

1.1.1

Markdown

3.4.1

markdown-it-py

2.2.0

MarkupSafe

2.1.1

marshmallow

3.21.2

matplotlib

3.7.2

matplotlib-inline

0.1.6

mdit-py-plugins

0.3.0

mdurl

0.1.0

memray

1.12.0

mistune

0.8.4

ml-dtypes

0.3.2

mlflow-skinny

2.11.3

more-itertools

8.10.0

mosaicml-streaming

0.7.4

mpmath

1.3.0

msal

1.28.0

msal-extensions

1.1.0

msgpack

1.0.8

multidict

6.0.2

multimethod

1.11.2

multiprocess

0.70.14

murmurhash

1.0.10

mypy-extensions

0.4.3

namex

0.0.8

nbclassic

0.5.5

nbclient

0.5.13

nbconvert

6.5.4

nbformat

5.7.0

nest-asyncio

1.5.6

networkx

3.1

ninja

1.11.1.1

nltk

3.8.1

notebook

6.5.4

notebook_shim

0.2.2

numba

0.57.1

numpy

1.23.5

nvidia-cublas-cu12

12.1.3.1

nvidia-cuda-cupti-cu12

12.1.105

nvidia-cuda-nvrtc-cu12

12.1.105

nvidia-cuda-runtime-cu12

12.1.105

nvidia-cudnn-cu12

8.9.2.26

nvidia-cufft-cu12

11.0.2.54

nvidia-curand-cu12

10.3.2.106

nvidia-cusolver-cu12

11.4.5.107

nvidia-cusparse-cu12

12.1.0.106

nvidia-nccl-cu12

2.20.5

nvidia-nvjitlink-cu12

12.5.40

nvidia-nvtx-cu12

12.1.105

oauthlib

3.2.0

oci

2.126.4

openai

1.29.0

opencensus

0.11.4

opencensus-context

0.1.3

opt-einsum

3.3.0

optree

0.11.0

orjson

3.10.3

packaging

23.2

pandas

1.5.3

pandocfilters

1.5.0

paramiko

3.4.0

parso

0.8.3

pathspec

0.10.3

patsy

0.5.3

petastorm

0.12.1

pexpect

4.8.0

phik

0.12.4

pickleshare

0.7.5

Pillow

9.4.0

pip

23.2.1

platformdirs

3.10.0

plotly

5.9.0

pmdarima

2.0.4

pooch

1.8.1

portalocker

2.8.2

preshed

3.0.9

prometheus-client

0.14.1

prompt-toolkit

3.0.36

prophet

1.1.5

proto-plus

1.23.0

protobuf

4.24.1

psutil

5.9.0

psycopg2

2.9.3

ptyprocess

0.7.0

pure-eval

0.2.2

py-cpuinfo

8.0.0

py-spy

0.3.14

pyarrow

14.0.1

pyarrow-hotfix

0.6

pyasn1

0.4.8

pyasn1-modules

0.2.8

pybind11

2.12.0

pyccolo

0.0.52

pycparser

2.21

pydantic

1.10.6

Pygments

2.15.1

PyGObject

3.42.1

PyJWT

2.3.0

PyNaCl

1.5.0

pynvml

11.5.0

pyodbc

4.0.38

pyOpenSSL

23.2.0

pyparsing

3.0.9

pyrsistent

0.18.0

pytesseract

0.3.10

python-dateutil

2.8.2

python-editor

1.0.4

python-lsp-jsonrpc

1.1.1

python-snappy

0.6.1

pytz

2022.7

PyWavelets

1.4.1

PyYAML

6.0

pyzmq

23.2.0

ray

2.12.0

regex

2022.7.9

requests

2.31.0

requests-oauthlib

1.3.1

rich

13.7.1

rsa

4.9

s3transfer

0.10.1

safetensors

0.4.2

scikit-image

0.20.0

scikit-learn

1.3.0

scipy

1.11.1

seaborn

0.12.2

SecretStorage

3.3.1

Send2Trash

1.8.0

sentence-transformers

2.7.0

sentencepiece

0.1.99

setuptools

68.0.0

shap

0.44.0

simplejson

3.17.6

six

1.16.0

slicer

0.0.7

smart-open

5.2.1

smmap

5.0.0

sniffio

1.2.0

soundfile

0.12.1

soupsieve

2.4

soxr

0.3.7

spacy

3.7.2

spacy-legacy

3.0.12

spacy-loggers

1.0.5

spark-tensorflow-distributor

1.0.0

SQLAlchemy

1.4.39

sqlparse

0.4.2

srsly

2.4.8

ssh-import-id

5.11

stack-data

0.2.0

stanio

0.5.0

statsmodels

0.14.0

sympy

1.11.1

tangled-up-in-unicode

0.2.0

tenacity

8.2.2

tensorboard

2.16.2

tensorboard-data-server

0.7.2

tensorboard_plugin_profile

2.15.1

tensorboardX

2.6.2.2

tensorflow

2.16.1

tensorflow-estimator

2.15.0

tensorflow-io-gcs-filesystem

0.37.0

termcolor

2.4.0

terminado

0.17.1

textual

0.63.3

tf_keras

2.16.0

thinc

8.2.3

threadpoolctl

2.2.0

tifffile

2021.7.2

tiktoken

0.5.2

tinycss2

1.2.1

tokenize-rt

4.2.1

tokenizers

0.19.0

torch

2.3.0+cu121

torcheval

0.0.7

torchvision

0.18.0+cu121

tornado

6.3.2

tqdm

4.65.0

traitlets

5.7.1

transformers

4.40.2

triton

2.3.0

typeguard

2.13.3

typer

0.9.4

typing-inspect

0.9.0

typing_extensions

4.10.0

tzdata

2022.1

uc-micro-py

1.0.1

ujson

5.4.0

unattended-upgrades

0.1

urllib3

1.26.16

virtualenv

20.24.2

visions

0.7.5

wadllib

1.3.6

wasabi

1.1.2

wcwidth

0.2.5

weasel

0.3.4

webencodings

0.5.1

websocket-client

0.58.0

Werkzeug

2.2.3

wheel

0.38.4

wordcloud

1.9.3

wrapt

1.14.1

xgboost

2.0.3

xxhash

3.4.1

yarl

1.8.1

ydata-profiling

4.5.1

zipp

3.11.0

zstd

1.5.5.1

R libraries

The R libraries are identical to the R Libraries in Databricks Runtime 15.3.

Java and Scala libraries (Scala 2.12 cluster)

In addition to Java and Scala libraries in Databricks Runtime 15.3, Databricks Runtime 15.3 ML contains the following JARs:

CPU clusters

Group ID

Artifact ID

Version

com.typesafe.akka

akka-actor_2.12

2.5.23

ml.dmlc

xgboost4j-spark_2.12

1.7.3

ml.dmlc

xgboost4j_2.12

1.7.3

org.graphframes

graphframes_2.12

0.8.3-db1-spark3.5

org.mlflow

mlflow-client

2.11.1

org.scala-lang.modules

scala-java8-compat_2.12

0.8.0

org.tensorflow

spark-tensorflow-connector_2.12

1.15.0

GPU clusters

Group ID

Artifact ID

Version

com.typesafe.akka

akka-actor_2.12

2.5.23

ml.dmlc

xgboost4j-gpu_2.12

1.7.3

ml.dmlc

xgboost4j-spark-gpu_2.12

1.7.3

org.graphframes

graphframes_2.12

0.8.3-db1-spark3.5

org.mlflow

mlflow-client

2.11.1

org.scala-lang.modules

scala-java8-compat_2.12

0.8.0

org.tensorflow

spark-tensorflow-connector_2.12

1.15.0