Databricks Runtime 10.0 for Machine Learning (Unsupported)

Databricks Runtime 10.0 for Machine Learning provides a ready-to-go environment for machine learning and data science based on Databricks Runtime 10.0 (Unsupported). Databricks Runtime ML contains many popular machine learning libraries, including TensorFlow, PyTorch, and XGBoost. It also supports distributed deep learning training using Horovod.

For more information, including instructions for creating a Databricks Runtime ML cluster, see Databricks Runtime for Machine Learning.

New features and improvements

Databricks Runtime 10.0 ML is built on top of Databricks Runtime 10.0. For information on what’s new in Databricks Runtime 10.0, including Apache Spark MLlib and SparkR, see the Databricks Runtime 10.0 (Unsupported) release notes.

Time series forecasting with AutoML

AutoML now supports time series forecasting. For more information, see AutoML Documentation.

Major changes to Databricks Runtime ML Python environment

Python packages added

  • databricks-automl-runtime 0.1.0
  • imbalanced-learn 0.8.0
  • transformers 4.9.2

System environment

We have updated the included version of RStudio Server Open Source to v1.4.

The system environment in Databricks Runtime 10.0 ML differs from Databricks Runtime 10.0 as follows:

Libraries

The following sections list the libraries included in Databricks Runtime 10.0 ML that differ from those included in Databricks Runtime 10.0.

In this section:

Top-tier libraries

Databricks Runtime 10.0 ML includes the following top-tier libraries:

Python libraries

Databricks Runtime 10.0 ML uses Virtualenv for Python package management and includes many popular ML packages.

In addition to the packages specified in the in the following sections, Databricks Runtime 10.0 ML also includes the following packages:

  • hyperopt 0.2.5.db2
  • sparkdl 2.2.0_db3
  • feature_store 0.3.4
  • automl 1.3.1

Python libraries on CPU clusters

Library Version Library Version Library Version
absl-py 0.11.0 Antergos Linux 2015.10 (ISO-Rolling) appdirs 1.4.4
argon2-cffi 20.1.0 astor 0.8.1 astunparse 1.6.3
async-generator 1.10 attrs 20.3.0 backcall 0.2.0
bcrypt 3.2.0 bleach 3.3.0 blis 0.7.4
boto3 1.16.7 botocore 1.19.7 Bottleneck 1.3.2
cachetools 4.2.2 catalogue 2.0.6 certifi 2020.12.5
cffi 1.14.5 chardet 4.0.0 clang 5.0
click 7.1.2 cloudpickle 1.6.0 cmdstanpy 0.9.68
configparser 5.0.1 convertdate 2.3.2 cryptography 3.4.7
cycler 0.10.0 cymem 2.0.5 Cython 0.29.23
databricks-automl-runtime 0.1.0 databricks-cli 0.14.3 dbus-python 1.2.16
decorator 5.0.6 defusedxml 0.7.1 dill 0.3.2
diskcache 5.2.1 distlib 0.3.2 distro-info 0.23ubuntu1
entrypoints 0.3 ephem 4.0.0.2 facets-overview 1.0.0
filelock 3.0.12 Flask 1.1.2 flatbuffers 1.12
fsspec 0.9.0 future 0.18.2 gast 0.4.0
gitdb 4.0.7 GitPython 3.1.12 google-auth 1.22.1
google-auth-oauthlib 0.4.2 google-pasta 0.2.0 grpcio 1.39.0
gunicorn 20.0.4 h5py 3.1.0 hijri-converter 2.2.1
holidays 0.11.2 horovod 0.22.1 htmlmin 0.1.12
huggingface-hub 0.0.12 idna 2.10 ImageHash 4.2.1
imbalanced-learn 0.8.0 importlib-metadata 3.10.0 ipykernel 5.3.4
ipython 7.22.0 ipython-genutils 0.2.0 ipywidgets 7.6.3
isodate 0.6.0 itsdangerous 1.1.0 jedi 0.17.2
Jinja2 2.11.3 jmespath 0.10.0 joblib 1.0.1
joblibspark 0.3.0 jsonschema 3.2.0 jupyter-client 6.1.12
jupyter-core 4.7.1 jupyterlab-pygments 0.1.2 jupyterlab-widgets 1.0.0
keras 2.6.0 Keras-Preprocessing 1.1.2 kiwisolver 1.3.1
koalas 1.8.1 korean-lunar-calendar 0.2.1 lightgbm 3.1.1
llvmlite 0.37.0 LunarCalendar 0.0.9 Mako 1.1.3
Markdown 3.3.3 MarkupSafe 1.1.1 matplotlib 3.4.2
missingno 0.5.0 mistune 0.8.4 mleap 0.17.0
mlflow-skinny 1.20.2 multimethod 1.4 murmurhash 1.0.5
nbclient 0.5.3 nbconvert 6.0.7 nbformat 5.1.3
nest-asyncio 1.5.1 networkx 2.5 nltk 3.6.1
notebook 6.3.0 numba 0.54.0 numpy 1.19.2
oauthlib 3.1.0 opt-einsum 3.3.0 packaging 20.9
pandas 1.2.4 pandas-profiling 3.0.0 pandocfilters 1.4.3
paramiko 2.7.2 parso 0.7.0 pathy 0.6.0
patsy 0.5.1 petastorm 0.11.2 pexpect 4.8.0
phik 0.12.0 pickleshare 0.7.5 Pillow 8.2.0
pip 21.0.1 plotly 5.1.0 preshed 3.0.5
prometheus-client 0.10.1 prompt-toolkit 3.0.17 prophet 1.0.1
protobuf 3.17.2 psutil 5.8.0 psycopg2 2.8.5
ptyprocess 0.7.0 pyarrow 4.0.0 pyasn1 0.4.8
pyasn1-modules 0.2.8 pycparser 2.20 pydantic 1.8.2
Pygments 2.8.1 PyGObject 3.36.0 PyMeeus 0.5.11
PyNaCl 1.3.0 pyodbc 4.0.30 pyparsing 2.4.7
pyrsistent 0.17.3 pystan 2.19.1.1 python-apt 2.0.0+ubuntu0.20.4.6
python-dateutil 2.8.1 python-editor 1.0.4 pytz 2020.5
PyWavelets 1.1.1 PyYAML 5.4.1 pyzmq 20.0.0
regex 2021.4.4 requests 2.25.1 requests-oauthlib 1.3.0
requests-unixsocket 0.2.0 rsa 4.7.2 s3transfer 0.3.7
sacremoses 0.0.45 scikit-learn 0.24.1 scipy 1.6.2
seaborn 0.11.1 Send2Trash 1.5.0 setuptools 52.0.0
setuptools-git 1.2 shap 0.39.0 simplejson 3.17.2
six 1.15.0 slicer 0.0.7 smart-open 5.2.0
smmap 3.0.5 spacy 3.1.2 spacy-legacy 3.0.8
spark-tensorflow-distributor 1.0.0 sqlparse 0.4.1 srsly 2.4.1
ssh-import-id 5.10 statsmodels 0.12.2 tabulate 0.8.7
tangled-up-in-unicode 0.1.0 tenacity 6.2.0 tensorboard 2.6.0
tensorboard-data-server 0.6.1 tensorboard-plugin-wit 1.8.0 tensorflow-cpu 2.6.0
tensorflow-estimator 2.6.0 termcolor 1.1.0 terminado 0.9.4
testpath 0.4.4 thinc 8.0.8 threadpoolctl 2.1.0
tokenizers 0.10.3 torch 1.9.0+cpu torchvision 0.10.0+cpu
tornado 6.1 tqdm 4.59.0 traitlets 5.0.5
transformers 4.9.2 typer 0.3.2 typing-extensions 3.7.4.3
ujson 4.0.2 unattended-upgrades 0.1 urllib3 1.25.11
virtualenv 20.4.1 visions 0.7.1 wasabi 0.8.2
wcwidth 0.2.5 webencodings 0.5.1 websocket-client 0.57.0
Werkzeug 1.0.1 wheel 0.36.2 widgetsnbextension 3.5.1
wrapt 1.12.1 xgboost 1.4.2 zipp 3.4.1

Python libraries on GPU clusters

Library Version Library Version Library Version
absl-py 0.11.0 Antergos Linux 2015.10 (ISO-Rolling) appdirs 1.4.4
argon2-cffi 20.1.0 astor 0.8.1 astunparse 1.6.3
async-generator 1.10 attrs 20.3.0 backcall 0.2.0
bcrypt 3.2.0 bleach 3.3.0 blis 0.7.4
boto3 1.16.7 botocore 1.19.7 Bottleneck 1.3.2
cachetools 4.2.2 catalogue 2.0.6 certifi 2020.12.5
cffi 1.14.5 chardet 4.0.0 clang 5.0
click 7.1.2 cloudpickle 1.6.0 cmdstanpy 0.9.68
configparser 5.0.1 convertdate 2.3.2 cryptography 3.4.7
cycler 0.10.0 cymem 2.0.5 Cython 0.29.23
databricks-automl-runtime 0.1.0 databricks-cli 0.14.3 dbus-python 1.2.16
decorator 5.0.6 defusedxml 0.7.1 dill 0.3.2
diskcache 5.2.1 distlib 0.3.2 distro-info 0.23ubuntu1
entrypoints 0.3 ephem 4.0.0.2 facets-overview 1.0.0
filelock 3.0.12 Flask 1.1.2 flatbuffers 1.12
fsspec 0.9.0 future 0.18.2 gast 0.4.0
gitdb 4.0.7 GitPython 3.1.12 google-auth 1.22.1
google-auth-oauthlib 0.4.2 google-pasta 0.2.0 grpcio 1.39.0
gunicorn 20.0.4 h5py 3.1.0 hijri-converter 2.2.1
holidays 0.11.2 horovod 0.22.1 htmlmin 0.1.12
huggingface-hub 0.0.12 idna 2.10 ImageHash 4.2.1
imbalanced-learn 0.8.0 importlib-metadata 3.10.0 ipykernel 5.3.4
ipython 7.22.0 ipython-genutils 0.2.0 ipywidgets 7.6.3
isodate 0.6.0 itsdangerous 1.1.0 jedi 0.17.2
Jinja2 2.11.3 jmespath 0.10.0 joblib 1.0.1
joblibspark 0.3.0 jsonschema 3.2.0 jupyter-client 6.1.12
jupyter-core 4.7.1 jupyterlab-pygments 0.1.2 jupyterlab-widgets 1.0.0
keras 2.6.0 Keras-Preprocessing 1.1.2 kiwisolver 1.3.1
koalas 1.8.1 korean-lunar-calendar 0.2.1 lightgbm 3.1.1
llvmlite 0.37.0 LunarCalendar 0.0.9 Mako 1.1.3
Markdown 3.3.3 MarkupSafe 1.1.1 matplotlib 3.4.2
missingno 0.5.0 mistune 0.8.4 mleap 0.17.0
mlflow-skinny 1.20.2 multimethod 1.4 murmurhash 1.0.5
nbclient 0.5.3 nbconvert 6.0.7 nbformat 5.1.3
nest-asyncio 1.5.1 networkx 2.5 nltk 3.6.1
notebook 6.3.0 numba 0.54.0 numpy 1.19.2
oauthlib 3.1.0 opt-einsum 3.3.0 packaging 20.9
pandas 1.2.4 pandas-profiling 3.0.0 pandocfilters 1.4.3
paramiko 2.7.2 parso 0.7.0 pathy 0.6.0
patsy 0.5.1 petastorm 0.11.2 pexpect 4.8.0
phik 0.12.0 pickleshare 0.7.5 Pillow 8.2.0
pip 21.0.1 plotly 5.1.0 preshed 3.0.5
prompt-toolkit 3.0.17 prophet 1.0.1 protobuf 3.17.2
psutil 5.8.0 psycopg2 2.8.5 ptyprocess 0.7.0
pyarrow 4.0.0 pyasn1 0.4.8 pyasn1-modules 0.2.8
pycparser 2.20 pydantic 1.8.2 Pygments 2.8.1
PyGObject 3.36.0 PyMeeus 0.5.11 PyNaCl 1.3.0
pyodbc 4.0.30 pyparsing 2.4.7 pyrsistent 0.17.3
pystan 2.19.1.1 python-apt 2.0.0+ubuntu0.20.4.6 python-dateutil 2.8.1
python-editor 1.0.4 pytz 2020.5 PyWavelets 1.1.1
PyYAML 5.4.1 pyzmq 20.0.0 regex 2021.4.4
requests 2.25.1 requests-oauthlib 1.3.0 requests-unixsocket 0.2.0
rsa 4.7.2 s3transfer 0.3.7 sacremoses 0.0.45
scikit-learn 0.24.1 scipy 1.6.2 seaborn 0.11.1
Send2Trash 1.5.0 setuptools 52.0.0 setuptools-git 1.2
shap 0.39.0 simplejson 3.17.2 six 1.15.0
slicer 0.0.7 smart-open 5.2.0 smmap 3.0.5
spacy 3.1.2 spacy-legacy 3.0.8 spark-tensorflow-distributor 1.0.0
sqlparse 0.4.1 srsly 2.4.1 ssh-import-id 5.10
statsmodels 0.12.2 tabulate 0.8.7 tangled-up-in-unicode 0.1.0
tenacity 6.2.0 tensorboard 2.6.0 tensorboard-data-server 0.6.1
tensorboard-plugin-wit 1.8.0 tensorflow 2.6.0 tensorflow-estimator 2.6.0
termcolor 1.1.0 terminado 0.9.4 testpath 0.4.4
thinc 8.0.8 threadpoolctl 2.1.0 tokenizers 0.10.3
torch 1.9.0+cu111 torchvision 0.10.0+cu111 tornado 6.1
tqdm 4.59.0 traitlets 5.0.5 transformers 4.9.2
typer 0.3.2 typing-extensions 3.7.4.3 ujson 4.0.2
unattended-upgrades 0.1 urllib3 1.25.11 virtualenv 20.4.1
visions 0.7.1 wasabi 0.8.2 wcwidth 0.2.5
webencodings 0.5.1 websocket-client 0.57.0 Werkzeug 1.0.1
wheel 0.36.2 widgetsnbextension 3.5.1 wrapt 1.12.1
xgboost 1.4.2 zipp 3.4.1

Spark packages containing Python modules

Spark Package Python Module Version
graphframes graphframes 0.8.1-db6-spark3.2

R libraries

The R libraries are identical to the R Libraries in Databricks Runtime 10.0.

Java and Scala libraries (Scala 2.12 cluster)

In addition to Java and Scala libraries in Databricks Runtime 10.0, Databricks Runtime 10.0 ML contains the following JARs:

CPU clusters

Group ID Artifact ID Version
com.typesafe.akka akka-actor_2.12 2.5.23
ml.combust.mleap mleap-databricks-runtime_2.12 0.17.0-4882dc3
ml.dmlc xgboost4j-spark_2.12 1.4.1
ml.dmlc xgboost4j_2.12 1.4.1
org.graphframes graphframes_2.12 0.8.1-db6-spark3.2
org.mlflow mlflow-client 1.20.2
org.mlflow mlflow-spark 1.20.2
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.combust.mleap mleap-databricks-runtime_2.12 0.17.0-4882dc3
ml.dmlc xgboost4j-gpu_2.12 1.4.1
ml.dmlc xgboost4j-spark-gpu_2.12 1.4.1
org.graphframes graphframes_2.12 0.8.1-db6-spark3.2
org.mlflow mlflow-client 1.20.2
org.mlflow mlflow-spark 1.20.2
org.scala-lang.modules scala-java8-compat_2.12 0.8.0
org.tensorflow spark-tensorflow-connector_2.12 1.15.0