Databricks Runtime 14.3 LTS for 机器学习 基于 Databricks Runtime 14.3 LTS，为机器学习和数据科学提供了即开即用的环境。 Databricks Runtime ML 包含许多常用的机器学习库，包括 TensorFlow、PyTorch 和 XGBoost。 Databricks Runtime ML 包括 AutoML 工具，可用于自动训练机器学习管道。 Databricks Runtime ML 还支持使用 Horovod 进行分布式深度学习训练。
注意
LTS 表示此版本受长期支持。 请参阅 Databricks Runtime 支持生命周期。
提示
若要查看已终止支持 (EoS) 的 Databricks Runtime 版本的发行说明，请参阅终止支持 Databricks Runtime 发行说明。 EoS Databricks Runtime 版本已停用，可能不会更新。
新增功能和改进
Databricks Runtime 14.3 LTS ML 是基于 Databricks Runtime 14.3 LTS 构建的。 若要了解 Databricks Runtime 14.3 LTS 中的新增功能，包括 Apache Spark MLlib 和 SparkR，请参阅 Databricks Runtime 14.3 LTS 发行说明。
系统环境
Databricks Runtime 14.3 LTS ML 中的系统环境与 Databricks Runtime 14.3 LTS 不同，如下所示：
- 对于 GPU 群集，Databricks Runtime ML 包含以下 NVIDIA GPU 库：
- CUDA 11.8
- cuDNN 8.9.0.131-1
- NCCL 2.15.5
- TensorRT 8.5.3-1
Databricks Runtime 14.3 LTS ML 包括 XGBoost 1.7.6，它不支持计算功能 5.2 及以下的 GPU 群集。
库
以下部分列出了 Databricks Runtime 14.3 LTS ML 中包含的库，这些库与 Databricks Runtime 14.3 LTS 中包含的不同。
本节内容：
顶尖图书馆
Databricks Runtime 14.3 LTS ML 包含以下顶层库：
- GraphFrames
- Horovod 和 HorovodRunner
- MLflow
- PyTorch
- spark-tensorflow-connector
- TensorFlow
- TensorBoard
- Scikit-learn
Python库
Databricks Runtime 14.3 LTS ML 使用 virtualenv 进行Python包管理，并包括许多常用的 ML 包。
除了在以下部分中指定的包之外，Databricks Runtime 14.3 LTS ML 还包含以下包：
- hyperopt 0.2.7+db4
- Sparkdl 3.0.0_db1
- automl 1.24.0
若要在本地Python虚拟环境中重现 Databricks Runtime ML Python 环境，请下载 requirements-14.3.txt 文件并运行 pip install -r requirements-14.3.txt。 此命令安装 Databricks Runtime ML 使用的所有开放源代码库，但不安装 Databricks 开发的库，例如 databricks-automl、databricks-feature-store 或 hyperopt 的 Databricks 分支。
Python 库在 CPU 集群上
| 库 | 版本 | 库 | 版本 | 库 | 版本 |
|---|---|---|---|---|---|
absl-py |
1.0.0 | accelerate |
0.25.0 | aiohttp |
3.9.1 |
aiosignal |
1.3.1 | anyio |
3.5.0 | appdirs |
1.4.4 |
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 |
4.0.3 |
attrs |
22.1.0 | audioread |
3.0.1 | azure-core |
1.29.1 |
azure-cosmos |
4.3.1 | azure-storage-blob |
12.19.0 | azure-storage-file-datalake |
12.14.0 |
backcall |
0.2.0 | bcrypt |
3.2.0 | beautifulsoup4 |
4.11.1 |
black |
22.6.0 | bleach |
4.1.0 | blinker |
1.4 |
blis |
0.7.11 | boto3 |
1.24.28 | botocore |
1.27.96 |
cachetools |
5.3.2 | catalogue |
2.0.10 | category-encoders |
2.6.3 |
certifi |
2022.12.7 | cffi |
1.15.1 | chardet |
4.0.0 |
charset-normalizer |
2.0.4 | click |
8.0.4 | cloudpathlib |
0.16.0 |
cloudpickle |
2.0.0 | cmdstanpy |
1.2.0 | comm |
0.1.2 |
confection |
0.1.4 | configparser |
5.2.0 | contourpy |
1.0.5 |
cryptography |
39.0.1 | cycler |
0.11.0 | cymem |
2.0.8 |
Cython |
0.29.32 | dacite |
1.8.1 | databricks-automl-runtime |
0.2.20 |
databricks-cli |
0.18.0 | databricks-feature-engineering |
0.2.0 | databricks-sdk |
0.1.6 |
dataclasses-json |
0.6.3 | datasets |
2.15.0 | dbl-tempo |
0.1.26 |
dbus-python |
1.2.18 | debugpy |
1.6.7 | decorator |
5.1.1 |
deepspeed |
0.12.4 | defusedxml |
0.7.1 | dill |
0.3.6 |
diskcache |
5.6.3 | distlib |
0.3.7 | docstring-to-markdown |
0.11 |
entrypoints |
0.4 | evaluate |
0.4.1 | executing |
0.8.3 |
facets-overview |
1.1.1 | fastjsonschema |
2.19.1 | fasttext |
0.9.2 |
filelock |
3.9.0 | Flask |
2.2.5 | flatbuffers |
23.5.26 |
fonttools |
4.25.0 | frozenlist |
1.4.1 | fsspec |
2023.6.0 |
future |
0.18.3 | gast |
0.4.0 | gitdb |
4.0.11 |
GitPython |
3.1.27 | google-api-core |
2.15.0 | google-auth |
2.21.0 |
google-auth-oauthlib |
1.0.0 | google-cloud-core |
2.4.1 | google-cloud-storage |
2.11.0 |
google-crc32c |
1.5.0 | google-pasta |
0.2.0 | google-resumable-media |
2.7.0 |
googleapis-common-protos |
1.62.0 | greenlet |
2.0.1 | grpcio |
1.48.2 |
grpcio-status |
1.48.1 | gunicorn |
20.1.0 | gviz-api |
1.10.0 |
h5py |
3.7.0 | hjson |
3.1.0 | holidays |
0.38 |
horovod |
0.28.1 | htmlmin |
0.1.12 | httplib2 |
0.20.2 |
huggingface-hub |
0.19.4 | idna |
3.4 | ImageHash |
4.3.1 |
imbalanced-learn |
0.11.0 | importlib-metadata |
4.11.3 | importlib-resources |
6.1.1 |
ipykernel |
6.25.0 | ipython |
8.14.0 | ipython-genutils |
0.2.0 |
ipywidgets |
7.7.2 | isodate |
0.6.1 | itsdangerous |
2.0.1 |
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-client |
7.3.4 | jupyter-server |
1.23.4 | jupyter_core |
5.2.0 |
jupyterlab-pygments |
0.1.2 | jupyterlab-widgets |
1.0.0 | keras |
2.14.0 |
keyring |
23.5.0 | kiwisolver |
1.4.4 | langchain |
0.0.348 |
langchain-core |
0.0.13 | langcodes |
3.3.0 | langsmith |
0.0.79 |
launchpadlib |
1.10.16 | lazr.restfulclient |
0.14.4 | lazr.uri |
1.0.6 |
lazy_loader |
0.3 | libclang |
15.0.6.1 | librosa |
0.10.1 |
lightgbm |
4.1.0 | llvmlite |
0.39.1 | lxml |
4.9.1 |
Mako |
1.2.0 | Markdown |
3.4.1 | MarkupSafe |
2.1.1 |
marshmallow |
3.20.2 | matplotlib |
3.7.0 | matplotlib-inline |
0.1.6 |
mccabe |
0.7.0 | mistune |
0.8.4 | ml-dtypes |
0.2.0 |
mlflow-skinny |
2.9.2 | more-itertools |
8.10.0 | mpmath |
1.2.1 |
msgpack |
1.0.7 | multidict |
6.0.4 | multimethod |
1.10 |
multiprocess |
0.70.14 | murmurhash |
1.0.10 | mypy-extensions |
0.4.3 |
nbclassic |
0.5.2 | nbclient |
0.5.13 | nbconvert |
6.5.4 |
nbformat |
5.7.0 | nest-asyncio |
1.5.6 | networkx |
2.8.4 |
ninja |
1.11.1.1 | nltk |
3.7 | nodeenv |
1.8.0 |
notebook |
6.5.2 | notebook_shim |
0.2.2 | numba |
0.56.4 |
numpy |
1.23.5 | oauthlib |
3.2.0 | openai |
0.28.1 |
opt-einsum |
3.3.0 | packaging |
23.2 | pandas |
1.5.3 |
pandocfilters |
1.5.0 | paramiko |
2.9.2 | 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 |
22.3.1 | platformdirs |
2.5.2 |
plotly |
5.9.0 | pluggy |
1.0.0 | pmdarima |
2.0.4 |
pooch |
1.4.0 | preshed |
3.0.9 | prometheus-client |
0.14.1 |
prompt-toolkit |
3.0.36 | prophet |
1.1.5 | protobuf |
4.24.0 |
psutil |
5.9.0 | psycopg2 |
2.9.3 | ptyprocess |
0.7.0 |
pure-eval |
0.2.2 | py-cpuinfo |
9.0.0 | pyarrow |
8.0.0 |
pyarrow-hotfix |
0.5 | pyasn1 |
0.4.8 | pyasn1-modules |
0.2.8 |
pybind11 |
2.11.1 | pycparser |
2.21 | pydantic |
1.10.6 |
pyflakes |
3.1.0 | Pygments |
2.11.2 | PyGObject |
3.42.1 |
PyJWT |
2.3.0 | PyNaCl |
1.5.0 | pynvml |
11.5.0 |
pyodbc |
4.0.32 | pyparsing |
3.0.9 | pyright |
1.1.294 |
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-lsp-server |
1.8.0 |
pytoolconfig |
1.2.5 | pytz |
2022.7 | PyWavelets |
1.4.1 |
PyYAML |
6.0 | pyzmq |
23.2.0 | regex |
2022.7.9 |
requests |
2.28.1 | requests-oauthlib |
1.3.1 | responses |
0.18.0 |
rope |
1.7.0 | rsa |
4.9 | s3transfer |
0.6.2 |
safetensors |
0.4.1 | scikit-learn |
1.1.1 | scipy |
1.10.0 |
seaborn |
0.12.2 | SecretStorage |
3.3.1 | Send2Trash |
1.8.0 |
sentence-transformers |
2.2.2 | sentencepiece |
0.1.99 | setuptools |
65.6.3 |
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 |
2.3.2.post1 |
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 |
0.3.0 | statsmodels |
0.13.5 |
sympy |
1.11.1 | tabulate |
0.8.10 | tangled-up-in-unicode |
0.2.0 |
tenacity |
8.1.0 | tensorboard |
2.14.1 | tensorboard-data-server |
0.7.2 |
tensorboard-plugin-profile |
2.14.0 | tensorflow-cpu |
2.14.1 | tensorflow-estimator |
2.14.0 |
tensorflow-io-gcs-filesystem |
0.35.0 | termcolor |
2.4.0 | terminado |
0.17.1 |
thinc |
8.2.2 | threadpoolctl |
2.2.0 | tiktoken |
0.5.2 |
tinycss2 |
1.2.1 | tokenize-rt |
4.2.1 | tokenizers |
0.15.0 |
tomli |
2.0.1 | torch |
2.0.1+cpu | torchvision |
0.15.2+cpu |
tornado |
6.1 | tqdm |
4.64.1 | traitlets |
5.7.1 |
transformers |
4.36.1 | typeguard |
2.13.3 | typer |
0.9.0 |
typing-inspect |
0.9.0 | typing_extensions |
4.4.0 | ujson |
5.4.0 |
unattended-upgrades |
0.1 | urllib3 |
1.26.14 | virtualenv |
20.16.7 |
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 |
2.2.2 | whatthepatch |
1.0.2 |
wheel |
0.38.4 | widgetsnbextension |
3.6.1 | wordcloud |
1.9.3 |
wrapt |
1.14.1 | xgboost |
1.7.6 | xxhash |
3.4.1 |
yapf |
0.33.0 | yarl |
1.9.4 | ydata-profiling |
4.2.0 |
zipp |
3.11.0 |
Python库在GPU集群上
| 库 | 版本 | 库 | 版本 | 库 | 版本 |
|---|---|---|---|---|---|
absl-py |
1.0.0 | accelerate |
0.25.0 | aiohttp |
3.9.1 |
aiosignal |
1.3.1 | anyio |
3.5.0 | appdirs |
1.4.4 |
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 |
4.0.3 |
attrs |
22.1.0 | audioread |
3.0.1 | azure-core |
1.29.1 |
azure-cosmos |
4.3.1 | azure-storage-blob |
12.19.0 | azure-storage-file-datalake |
12.14.0 |
backcall |
0.2.0 | bcrypt |
3.2.0 | beautifulsoup4 |
4.11.1 |
black |
22.6.0 | bleach |
4.1.0 | blinker |
1.4 |
blis |
0.7.11 | boto3 |
1.24.28 | botocore |
1.27.96 |
cachetools |
5.3.2 | catalogue |
2.0.10 | category-encoders |
2.6.3 |
certifi |
2022.12.7 | cffi |
1.15.1 | chardet |
4.0.0 |
charset-normalizer |
2.0.4 | click |
8.0.4 | cloudpathlib |
0.16.0 |
cloudpickle |
2.0.0 | cmake |
3.28.1 | cmdstanpy |
1.2.0 |
comm |
0.1.2 | confection |
0.1.4 | configparser |
5.2.0 |
contourpy |
1.0.5 | cryptography |
39.0.1 | cycler |
0.11.0 |
cymem |
2.0.8 | Cython |
0.29.32 | dacite |
1.8.1 |
databricks-automl-runtime |
0.2.20 | databricks-cli |
0.18.0 | databricks-feature-engineering |
0.2.0 |
databricks-sdk |
0.1.6 | dataclasses-json |
0.6.3 | datasets |
2.15.0 |
dbl-tempo |
0.1.26 | dbus-python |
1.2.18 | debugpy |
1.6.7 |
decorator |
5.1.1 | deepspeed |
0.12.4 | defusedxml |
0.7.1 |
dill |
0.3.6 | diskcache |
5.6.3 | distlib |
0.3.7 |
docstring-to-markdown |
0.11 | einops |
0.7.0 | entrypoints |
0.4 |
evaluate |
0.4.1 | executing |
0.8.3 | facets-overview |
1.1.1 |
fastjsonschema |
2.19.1 | fasttext |
0.9.2 | filelock |
3.9.0 |
flash-attn |
2.3.6 | Flask |
2.2.5 | flatbuffers |
23.5.26 |
fonttools |
4.25.0 | frozenlist |
1.4.1 | fsspec |
2023.6.0 |
future |
0.18.3 | gast |
0.4.0 | gitdb |
4.0.11 |
GitPython |
3.1.27 | google-api-core |
2.15.0 | google-auth |
2.21.0 |
google-auth-oauthlib |
1.0.0 | google-cloud-core |
2.4.1 | google-cloud-storage |
2.11.0 |
google-crc32c |
1.5.0 | google-pasta |
0.2.0 | google-resumable-media |
2.7.0 |
googleapis-common-protos |
1.62.0 | greenlet |
2.0.1 | grpcio |
1.48.2 |
grpcio-status |
1.48.1 | gunicorn |
20.1.0 | gviz-api |
1.10.0 |
h5py |
3.7.0 | hjson |
3.1.0 | holidays |
0.38 |
horovod |
0.28.1 | htmlmin |
0.1.12 | httplib2 |
0.20.2 |
huggingface-hub |
0.19.4 | idna |
3.4 | ImageHash |
4.3.1 |
imbalanced-learn |
0.11.0 | importlib-metadata |
4.11.3 | importlib-resources |
6.1.1 |
ipykernel |
6.25.0 | ipython |
8.14.0 | ipython-genutils |
0.2.0 |
ipywidgets |
7.7.2 | isodate |
0.6.1 | itsdangerous |
2.0.1 |
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-client |
7.3.4 | jupyter-server |
1.23.4 | jupyter_core |
5.2.0 |
jupyterlab-pygments |
0.1.2 | jupyterlab-widgets |
1.0.0 | keras |
2.14.0 |
keyring |
23.5.0 | kiwisolver |
1.4.4 | langchain |
0.0.348 |
langchain-core |
0.0.13 | langcodes |
3.3.0 | langsmith |
0.0.79 |
launchpadlib |
1.10.16 | lazr.restfulclient |
0.14.4 | lazr.uri |
1.0.6 |
lazy_loader |
0.3 | libclang |
15.0.6.1 | librosa |
0.10.1 |
lightgbm |
4.1.0 | lit |
17.0.6 | llvmlite |
0.39.1 |
lxml |
4.9.1 | Mako |
1.2.0 | Markdown |
3.4.1 |
MarkupSafe |
2.1.1 | marshmallow |
3.20.2 | matplotlib |
3.7.0 |
matplotlib-inline |
0.1.6 | mccabe |
0.7.0 | mistune |
0.8.4 |
ml-dtypes |
0.2.0 | mlflow-skinny |
2.9.2 | more-itertools |
8.10.0 |
mpmath |
1.2.1 | msgpack |
1.0.7 | multidict |
6.0.4 |
multimethod |
1.10 | multiprocess |
0.70.14 | murmurhash |
1.0.10 |
mypy-extensions |
0.4.3 | nbclassic |
0.5.2 | nbclient |
0.5.13 |
nbconvert |
6.5.4 | nbformat |
5.7.0 | nest-asyncio |
1.5.6 |
networkx |
2.8.4 | ninja |
1.11.1.1 | nltk |
3.7 |
nodeenv |
1.8.0 | notebook |
6.5.2 | notebook_shim |
0.2.2 |
numba |
0.56.4 | numpy |
1.23.5 | oauthlib |
3.2.0 |
openai |
0.28.1 | opt-einsum |
3.3.0 | packaging |
23.2 |
pandas |
1.5.3 | pandocfilters |
1.5.0 | paramiko |
2.9.2 |
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 |
22.3.1 |
platformdirs |
2.5.2 | plotly |
5.9.0 | pluggy |
1.0.0 |
pmdarima |
2.0.4 | pooch |
1.4.0 | preshed |
3.0.9 |
prompt-toolkit |
3.0.36 | prophet |
1.1.5 | protobuf |
4.24.0 |
psutil |
5.9.0 | psycopg2 |
2.9.3 | ptyprocess |
0.7.0 |
pure-eval |
0.2.2 | py-cpuinfo |
9.0.0 | pyarrow |
8.0.0 |
pyarrow-hotfix |
0.5 | pyasn1 |
0.4.8 | pyasn1-modules |
0.2.8 |
pybind11 |
2.11.1 | pycparser |
2.21 | pydantic |
1.10.6 |
pyflakes |
3.1.0 | Pygments |
2.11.2 | PyGObject |
3.42.1 |
PyJWT |
2.3.0 | PyNaCl |
1.5.0 | pynvml |
11.5.0 |
pyodbc |
4.0.32 | pyparsing |
3.0.9 | pyright |
1.1.294 |
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-lsp-server |
1.8.0 |
pytoolconfig |
1.2.5 | pytz |
2022.7 | PyWavelets |
1.4.1 |
PyYAML |
6.0 | pyzmq |
23.2.0 | regex |
2022.7.9 |
requests |
2.28.1 | requests-oauthlib |
1.3.1 | responses |
0.18.0 |
rope |
1.7.0 | rsa |
4.9 | s3transfer |
0.6.2 |
safetensors |
0.4.1 | scikit-learn |
1.1.1 | scipy |
1.10.0 |
seaborn |
0.12.2 | SecretStorage |
3.3.1 | Send2Trash |
1.8.0 |
sentence-transformers |
2.2.2 | sentencepiece |
0.1.99 | setuptools |
65.6.3 |
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 |
2.3.2.post1 |
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 |
0.3.0 | statsmodels |
0.13.5 |
sympy |
1.11.1 | tabulate |
0.8.10 | tangled-up-in-unicode |
0.2.0 |
tenacity |
8.1.0 | tensorboard |
2.14.1 | tensorboard-data-server |
0.7.2 |
tensorboard-plugin-profile |
2.14.0 | tensorflow |
2.14.1 | tensorflow-estimator |
2.14.0 |
tensorflow-io-gcs-filesystem |
0.35.0 | termcolor |
2.4.0 | terminado |
0.17.1 |
thinc |
8.2.2 | threadpoolctl |
2.2.0 | tiktoken |
0.5.2 |
tinycss2 |
1.2.1 | tokenize-rt |
4.2.1 | tokenizers |
0.15.0 |
tomli |
2.0.1 | torch |
2.0.1+cu118 | torchvision |
0.15.2+cu118 |
tornado |
6.1 | tqdm |
4.64.1 | traitlets |
5.7.1 |
transformers |
4.36.1 | triton |
2.0.0 | typeguard |
2.13.3 |
typer |
0.9.0 | typing-inspect |
0.9.0 | typing_extensions |
4.4.0 |
ujson |
5.4.0 | unattended-upgrades |
0.1 | urllib3 |
1.26.14 |
virtualenv |
20.16.7 | 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 |
2.2.2 |
whatthepatch |
1.0.2 | wheel |
0.38.4 | widgetsnbextension |
3.6.1 |
wordcloud |
1.9.3 | wrapt |
1.14.1 | xgboost |
1.7.6 |
xxhash |
3.4.1 | yapf |
0.33.0 | yarl |
1.9.4 |
ydata-profiling |
4.2.0 | zipp |
3.11.0 |
R 库
R 库与 Databricks Runtime 14.3 LTS 中的 R 库相同。
Java和 Scala 库（Scala 2.12 群集）
除了 Databricks Runtime 14.3 LTS 中的Java库和 Scala 库，Databricks Runtime 14.3 LTS ML 还包含以下 JAR：
CPU 群集
| 群组标识符 | 工件编号 | 版本 |
|---|---|---|
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 |
0.8.2-db2-spark3.4 |
org.mlflow |
mlflow-client |
2.9.2 |
org.scala-lang.modules |
scala-java8-compat_2.12 |
0.8.0 |
org.tensorflow |
spark-tensorflow-connector_2.12 |
1.15.0 |
GPU 群集
| 群组标识符 | 工件编号 | 版本 |
|---|---|---|
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 |
0.8.2-db2-spark3.4 |
org.mlflow |
mlflow-client |
2.9.2 |
org.scala-lang.modules |
scala-java8-compat_2.12 |
0.8.0 |
org.tensorflow |
spark-tensorflow-connector_2.12 |
1.15.0 |