注释
对此 Databricks Runtime 版本的支持已结束。 有关终止支持日期，请参阅 终止支持和生命周期结束历史记录。 有关所有受支持的 Databricks Runtime 版本，请参阅 Databricks Runtime 发行说明版本和兼容性。
Databricks Runtime 14.0 for 机器学习 基于Databricks Runtime 14.0（EoS），提供了一个用于机器学习和数据科学的现成环境。 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。
有关更多信息，包括创建 Databricks Runtime ML 群集的说明，请参阅 Azure Databricks 上的机器学习。
新功能和改进
Databricks Runtime 14.0 ML 基于 Databricks Runtime 14.0 构建。 若要了解 Databricks Runtime 14.0 中的新增功能，包括 Apache Spark MLlib 和 SparkR，请参阅 Databricks Runtime 14.0 (EoS) 发行说明。
系统环境
Databricks Runtime 14.0 ML 中的系统环境在以下方面不同于 Databricks Runtime 14.0：
-
DBUtils：Databricks Runtime ML 不包含库实用工具 (dbutils.library)（旧版）。
请改用
%pip命令。 请参阅 Notebook 范围内的 Python 库。 - 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 2.15.1
- TensorRT 8.5.3-1
Databricks Runtime 14.0 ML 包括 XGBoost 1.7.6，它不支持计算功能 5.2 及更低版本的 GPU 群集。
先前的 Databricks Runtime ML 版本中包含的以下包已在 Databricks Runtime 14.0 ML 中删除：
- Miniconda
- MLeap
图书馆
以下部分列出了 Databricks Runtime 14.0 ML 中包含的库，这些库不同于 Databricks Runtime 14.0 中包含的库。
本节内容：
顶层库
Databricks Runtime 14.0 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 14.0 ML 使用 Virtualenv 进行Python包管理，并包括许多常用的 ML 包。
除了以下部分指定的包，Databricks Runtime 14.0 ML 还包含以下包：
- hyperopt 0.2.7+db4
- Sparkdl 3.0.0_db1
- automl 1.21.1
若要在本地Python虚拟环境中重现 Databricks Runtime ML Python 环境，请下载 requirements-14.0.txt 文件并运行 pip install -r requirements-14.0.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代码库在CPU群集上
| 图书馆 | 版本 | 图书馆 | 版本 | 图书馆 | 版本 |
|---|---|---|---|---|---|
absl-py |
1.0.0 | accelerate |
0.21.0 | aiohttp |
3.8.5 |
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 |
3.0.0 | azure-core |
1.29.1 |
azure-cosmos |
4.3.1 | azure-storage-blob |
12.17.0 | azure-storage-file-datalake |
12.12.0 |
backcall |
0.2.0 | bcrypt |
3.2.0 | beautifulsoup4 |
4.11.1 |
black |
22.6.0 | bleach |
4.1.0 | blinker |
1.4 |
blis |
0.7.10 | boto3 |
1.24.28 | botocore |
1.27.96 |
cachetools |
5.3.1 | catalogue |
2.0.9 | category-encoders |
2.6.1 |
certifi |
2022.12.7 | cffi |
1.15.1 | chardet |
4.0.0 |
charset-normalizer |
2.0.4 | click |
8.0.4 | cloudpickle |
2.0.0 |
cmdstanpy |
1.1.0 | comm |
0.1.2 | confection |
0.1.1 |
configparser |
5.2.0 | contourpy |
1.0.5 | convertdate |
2.4.0 |
cryptography |
39.0.1 | cycler |
0.11.0 | cymem |
2.0.7 |
Cython |
0.29.32 | dacite |
1.8.1 | databricks-automl-runtime |
0.2.18 |
databricks-cli |
0.17.7 | databricks-feature-store |
0.14.1 | databricks-sdk |
0.1.6 |
dataclasses-json |
0.5.14 | datasets |
2.14.1 | dbl-tempo |
0.1.23 |
dbus-python |
1.2.18 | debugpy |
1.6.7 | decorator |
5.1.1 |
deepspeed |
0.10.0 | defusedxml |
0.7.1 | dill |
0.3.6 |
diskcache |
5.6.1 | distlib |
0.3.7 | docstring-to-markdown |
0.11 |
entrypoints |
0.4 | ephem |
4.1.4 | evaluate |
0.4.0 |
executing |
0.8.3 | facets-overview |
1.1.1 | fastapi |
0.98.0 |
fastjsonschema |
2.18.0 | fasttext |
0.9.2 | filelock |
3.9.0 |
Flask |
2.2.5 | flatbuffers |
23年5月26日 | fonttools |
4.25.0 |
frozenlist |
1.4.0 | fsspec |
2022.11.0 | future |
0.18.3 |
gast |
0.4.0 |
GCC 运行时库 |
1.10.0 | gitdb |
4.0.10 |
GitPython |
3.1.27 | google-api-core |
2.11.1 | google-auth |
2.21.0 |
google-auth-oauthlib |
1.0.0 | google-cloud-core |
2.3.3 | google-cloud-storage |
2.10.0 |
google-crc32c |
1.5.0 | google-pasta |
0.2.0 | google-resumable-media |
2.5.0 |
googleapis-common-protos |
1.60.0 | greenlet |
2.0.1 | grpcio |
1.48.2 |
grpcio-status |
1.48.1 | gunicorn |
20.1.0 | gviz-api |
1.10.0 |
h11 |
0.14.0 | h5py |
3.7.0 | hjson |
3.1.0 |
holidays |
0.28 | horovod |
0.28.1 | htmlmin |
0.1.12 |
httplib2 |
0.20.2 | httptools |
0.6.0 | huggingface-hub |
0.14.1 |
idna |
3.4 | ImageHash |
4.3.1 | imbalanced-learn |
0.10.1 |
importlib-metadata |
4.11.3 | importlib-resources |
6.0.1 | 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 | 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 |
2.13.1 |
keyring |
23.5.0 | kiwisolver |
1.4.4 | langchain |
0.0.225 |
langchainplus-sdk |
0.0.20 | langcodes |
3.3.0 | launchpadlib |
1.10.16 |
lazr.restfulclient |
0.14.4 | lazr.uri |
1.0.6 | lazy_loader |
0.3 |
libclang |
15.0.6.1 | librosa |
0.10.0 | lightgbm |
3.3.5 |
llvmlite |
0.39.1 | LunarCalendar |
0.0.9 | lxml |
4.9.1 |
Mako |
1.2.0 | Markdown |
3.4.1 | MarkupSafe |
2.1.1 |
marshmallow |
3.20.1 | matplotlib |
3.7.0 | matplotlib-inline |
0.1.6 |
mccabe |
0.7.0 | mistune |
0.8.4 | mlflow-skinny |
2.5.0 |
more-itertools |
8.10.0 | mpmath |
1.2.1 | msgpack |
1.0.5 |
multidict |
6.0.4 | multimethod |
1.9.1 | multiprocess |
0.70.14 |
murmurhash |
1.0.9 | 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 |
nltk |
3.7 | nodeenv |
1.8.0 | notebook |
6.5.2 |
notebook_shim |
0.2.2 | numba |
0.56.4 | numexpr |
2.8.4 |
numpy |
1.23.5 | oauthlib |
3.2.0 | openai |
0.27.8 |
openapi-schema-pydantic |
1.2.4 | opt-einsum |
3.3.0 | packaging |
22.0 |
pandas |
1.5.3 | pandocfilters |
1.5.0 | paramiko |
2.9.2 |
parso |
0.8.3 | pathspec |
0.10.3 | pathy |
0.10.2 |
patsy |
0.5.3 | petastorm |
0.12.1 | pexpect |
4.8.0 |
phik |
0.12.3 | 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 |
2.0.3 | pooch |
1.4.0 |
preshed |
3.0.8 | prometheus-client |
0.14.1 | prompt-toolkit |
3.0.36 |
prophet |
1.1.4 | 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 | pyasn1 |
0.4.8 |
pyasn1-modules |
0.2.8 | pybind11 |
2.11.1 | pycparser |
2.21 |
pydantic |
1.10.6 | pyflakes |
3.0.1 | Pygments |
2.11.2 |
PyGObject |
3.42.1 | PyJWT |
2.3.0 | PyMeeus |
0.5.12 |
PyNaCl |
1.5.0 | 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-dotenv |
1.0.0 | python-editor |
1.0.4 |
python-lsp-jsonrpc |
1.0.0 | python-lsp-server |
1.7.1 | pytoolconfig |
1.2.5 |
pytz |
2022年7月 | 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 |
0.3.2 |
scikit-learn |
1.1.1 | 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 |
0.41.0 | 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 |
0.3.6 | spacy |
3.5.4 |
spacy-legacy |
3.0.12 | spacy-loggers |
1.0.4 | spark-tensorflow-distributor |
1.0.0 |
SQLAlchemy |
1.4.39 | sqlparse |
0.4.2 | srsly |
2.4.7 |
ssh-import-id |
5.11 | stack-data |
0.2.0 | starlette |
0.27.0 |
statsmodels |
0.13.5 | sympy |
1.11.1 | tabulate |
0.8.10 |
tangled-up-in-unicode |
0.2.0 | tenacity |
8.1.0 | tensorboard |
2.13.0 |
tensorboard-data-server |
0.7.1 | tensorboard-plugin-profile |
2.13.0 | tensorflow-cpu |
2.13.0 |
tensorflow-estimator |
2.13.0 | tensorflow-io-gcs-filesystem |
0.33.0 | termcolor |
2.3.0 |
terminado |
0.17.1 | thinc |
8.1.12 | threadpoolctl |
2.2.0 |
tiktoken |
0.4.0 | tinycss2 |
1.2.1 | tokenize-rt |
4.2.1 |
tokenizers |
0.13.3 | 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 |
4.31.0 | 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 |
uvicorn |
0.23.2 | uvloop |
0.17.0 | virtualenv |
20.16.7 |
visions |
0.7.5 | wadllib |
1.3.6 | wasabi |
1.1.2 |
watchfiles |
0.19.0 | wcwidth |
0.2.5 | webencodings |
0.5.1 |
websocket-client |
0.58.0 | websockets |
11.0.3 | Werkzeug |
2.2.2 |
whatthepatch |
1.0.2 | wheel |
0.38.4 | widgetsnbextension |
3.6.1 |
wordcloud |
1.9.2 | wrapt |
1.14.1 | xgboost |
1.7.6 |
xxhash |
3.3.0 | yapf |
0.31.0 | yarl |
1.9.2 |
ydata-profiling |
4.2.0 | zipp |
3.11.0 |
GPU集群上的Python库
| 图书馆 | 版本 | 图书馆 | 版本 | 图书馆 | 版本 |
|---|---|---|---|---|---|
absl-py |
1.0.0 | accelerate |
0.21.0 | aiohttp |
3.8.5 |
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 |
3.0.0 | azure-core |
1.29.1 |
azure-cosmos |
4.3.1 | azure-storage-blob |
12.17.0 | azure-storage-file-datalake |
12.12.0 |
backcall |
0.2.0 | bcrypt |
3.2.0 | beautifulsoup4 |
4.11.1 |
black |
22.6.0 | bleach |
4.1.0 | blinker |
1.4 |
blis |
0.7.10 | boto3 |
1.24.28 | botocore |
1.27.96 |
cachetools |
5.3.1 | catalogue |
2.0.9 | category-encoders |
2.6.1 |
certifi |
2022.12.7 | cffi |
1.15.1 | chardet |
4.0.0 |
charset-normalizer |
2.0.4 | click |
8.0.4 | cloudpickle |
2.0.0 |
cmake |
3.27.2 | cmdstanpy |
1.1.0 | comm |
0.1.2 |
confection |
0.1.1 | configparser |
5.2.0 | contourpy |
1.0.5 |
convertdate |
2.4.0 | cryptography |
39.0.1 | cycler |
0.11.0 |
cymem |
2.0.7 | Cython |
0.29.32 | dacite |
1.8.1 |
databricks-automl-runtime |
0.2.18 | databricks-cli |
0.17.7 | databricks-feature-store |
0.14.1 |
databricks-sdk |
0.1.6 | dataclasses-json |
0.5.14 | datasets |
2.14.1 |
dbl-tempo |
0.1.23 | dbus-python |
1.2.18 | debugpy |
1.6.7 |
decorator |
5.1.1 | deepspeed |
0.10.0 | defusedxml |
0.7.1 |
dill |
0.3.6 | diskcache |
5.6.1 | distlib |
0.3.7 |
docstring-to-markdown |
0.11 | einops |
0.6.1 | entrypoints |
0.4 |
ephem |
4.1.4 | evaluate |
0.4.0 | executing |
0.8.3 |
facets-overview |
1.1.1 | fastapi |
0.98.0 | fastjsonschema |
2.18.0 |
fasttext |
0.9.2 | filelock |
3.9.0 | flash-attn |
2.0.1 |
Flask |
2.2.5 | flatbuffers |
23年5月26日 | fonttools |
4.25.0 |
frozenlist |
1.4.0 | fsspec |
2022.11.0 | future |
0.18.3 |
gast |
0.4.0 |
GCC 运行时库 |
1.10.0 | gitdb |
4.0.10 |
GitPython |
3.1.27 | google-api-core |
2.11.1 | google-auth |
2.21.0 |
google-auth-oauthlib |
1.0.0 | google-cloud-core |
2.3.3 | google-cloud-storage |
2.10.0 |
google-crc32c |
1.5.0 | google-pasta |
0.2.0 | google-resumable-media |
2.5.0 |
googleapis-common-protos |
1.60.0 | greenlet |
2.0.1 | grpcio |
1.48.2 |
grpcio-status |
1.48.1 | gunicorn |
20.1.0 | gviz-api |
1.10.0 |
h11 |
0.14.0 | h5py |
3.7.0 | hjson |
3.1.0 |
holidays |
0.28 | horovod |
0.28.1 | htmlmin |
0.1.12 |
httplib2 |
0.20.2 | httptools |
0.6.0 | huggingface-hub |
0.14.1 |
idna |
3.4 | ImageHash |
4.3.1 | imbalanced-learn |
0.10.1 |
importlib-metadata |
4.11.3 | importlib-resources |
6.0.1 | 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 | 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 |
2.13.1 |
keyring |
23.5.0 | kiwisolver |
1.4.4 | langchain |
0.0.225 |
langchainplus-sdk |
0.0.20 | langcodes |
3.3.0 | launchpadlib |
1.10.16 |
lazr.restfulclient |
0.14.4 | lazr.uri |
1.0.6 | lazy_loader |
0.3 |
libclang |
15.0.6.1 | librosa |
0.10.0 | lightgbm |
3.3.5 |
lit |
16.0.6 | llvmlite |
0.39.1 | LunarCalendar |
0.0.9 |
lxml |
4.9.1 | Mako |
1.2.0 | Markdown |
3.4.1 |
MarkupSafe |
2.1.1 | marshmallow |
3.20.1 | matplotlib |
3.7.0 |
matplotlib-inline |
0.1.6 | mccabe |
0.7.0 | mistune |
0.8.4 |
mlflow-skinny |
2.5.0 | more-itertools |
8.10.0 | mpmath |
1.2.1 |
msgpack |
1.0.5 | multidict |
6.0.4 | multimethod |
1.9.1 |
multiprocess |
0.70.14 | murmurhash |
1.0.9 | 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 | nltk |
3.7 | nodeenv |
1.8.0 |
notebook |
6.5.2 | notebook_shim |
0.2.2 | numba |
0.56.4 |
numexpr |
2.8.4 | numpy |
1.23.5 | oauthlib |
3.2.0 |
openai |
0.27.8 | openapi-schema-pydantic |
1.2.4 | opt-einsum |
3.3.0 |
packaging |
22.0 | pandas |
1.5.3 | pandocfilters |
1.5.0 |
paramiko |
2.9.2 | parso |
0.8.3 | pathspec |
0.10.3 |
pathy |
0.10.2 | patsy |
0.5.3 | petastorm |
0.12.1 |
pexpect |
4.8.0 | phik |
0.12.3 | 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 |
2.0.3 |
pooch |
1.4.0 | preshed |
3.0.8 | prompt-toolkit |
3.0.36 |
prophet |
1.1.4 | 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 | pyasn1 |
0.4.8 |
pyasn1-modules |
0.2.8 | pybind11 |
2.11.1 | pycparser |
2.21 |
pydantic |
1.10.6 | pyflakes |
3.0.1 | Pygments |
2.11.2 |
PyGObject |
3.42.1 | PyJWT |
2.3.0 | PyMeeus |
0.5.12 |
PyNaCl |
1.5.0 | 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-dotenv |
1.0.0 | python-editor |
1.0.4 |
python-lsp-jsonrpc |
1.0.0 | python-lsp-server |
1.7.1 | pytoolconfig |
1.2.5 |
pytz |
2022年7月 | 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 |
0.3.2 |
scikit-learn |
1.1.1 | 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 |
0.41.0 | 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 |
0.3.6 | spacy |
3.5.4 |
spacy-legacy |
3.0.12 | spacy-loggers |
1.0.4 | spark-tensorflow-distributor |
1.0.0 |
SQLAlchemy |
1.4.39 | sqlparse |
0.4.2 | srsly |
2.4.7 |
ssh-import-id |
5.11 | stack-data |
0.2.0 | starlette |
0.27.0 |
statsmodels |
0.13.5 | sympy |
1.11.1 | tabulate |
0.8.10 |
tangled-up-in-unicode |
0.2.0 | tenacity |
8.1.0 | tensorboard |
2.13.0 |
tensorboard-data-server |
0.7.1 | tensorboard-plugin-profile |
2.13.0 | tensorflow |
2.13.0 |
tensorflow-estimator |
2.13.0 | tensorflow-io-gcs-filesystem |
0.33.0 | termcolor |
2.3.0 |
terminado |
0.17.1 | thinc |
8.1.12 | threadpoolctl |
2.2.0 |
tiktoken |
0.4.0 | tinycss2 |
1.2.1 | tokenize-rt |
4.2.1 |
tokenizers |
0.13.3 | 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 |
4.31.0 | 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 | uvicorn |
0.23.2 | uvloop |
0.17.0 |
virtualenv |
20.16.7 | visions |
0.7.5 | wadllib |
1.3.6 |
wasabi |
1.1.2 | watchfiles |
0.19.0 | wcwidth |
0.2.5 |
webencodings |
0.5.1 | websocket-client |
0.58.0 | websockets |
11.0.3 |
Werkzeug |
2.2.2 | whatthepatch |
1.0.2 | wheel |
0.38.4 |
widgetsnbextension |
3.6.1 | wordcloud |
1.9.2 | wrapt |
1.14.1 |
xgboost |
1.7.6 | xxhash |
3.3.0 | yapf |
0.31.0 |
yarl |
1.9.2 | ydata-profiling |
4.2.0 | zipp |
3.11.0 |
R 软件库
R 库与 Databricks Runtime 14.0 中的 R 库完全相同。
Java和 Scala 库（Scala 2.12 群集）
除了 Databricks Runtime 14.0 中的Java库和 Scala 库，Databricks Runtime 14.0 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 |
2.5.0 |
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 |
2.5.0 |
org.scala-lang.modules |
scala-java8-compat_2.12 |
0.8.0 |
org.tensorflow |
spark-tensorflow-connector_2.12 |
1.15.0 |