適用於機器學習的 Databricks Runtime 13.2 (EoS)
注意
針對此 Databricks Runtime 版本的支援已結束。 如需了解終止支援日期，請參閱終止支援歷程記錄。 如需所有支援的 Databricks Runtime 版本，請參閱 Databricks Runtime 版本資訊版本和相容性 (機器翻譯)。
適用於機器學習的 Databricks Runtime 13.2 提供以 Databricks Runtime 13.2 (EoS) 為基礎的機器學習和資料科學現成環境。 Databricks Runtime ML 含有許多熱門的機器學習程式庫，包括 TensorFlow、PyTorch 以及 XGBoost。 Databricks Runtime ML 包含 AutoML，這是可自動訓練機器學習管線的工具。 Databricks Runtime ML 也支援使用 Horovod 的分散式深度學習訓練。
如需詳細資訊，包括建立 Databricks Runtime ML 叢集的指示，請參閱 Databricks 上的 AI 和機器學習 (英文)。
新功能和改進
Databricks Runtime 13.2 ML 是以 Databricks Runtime 13.2 為基礎而建置。 如需 Databricks Runtime 13.2 新增功能的相關資訊，包括 Apache Spark MLlib 和 SparkR，請參閱 Databricks Runtime 13.2 (EoS) 版本資訊。
Databricks 功能存放區的變更
- 現在所需的最低
mlflow-skinny版本是 2.4.0。 - 如果提供的 DataFrame 未包含所有必要的查閱索引鍵，則建立訓練集會失敗。
系統環境
如下所示，Databricks Runtime 13.2 ML 中的系統環境與 Databricks Runtime 13.2 有所不同：
- DBUtils：Databricks Runtime ML 不包括程式庫公用程式 (dbutils.library) (舊版)。
請改用
%pip命令。 請參閱筆記本範圍的 Python 程式庫 (英文)。 - 針對 GPU 叢集，Databricks Runtime ML 包括下列 NVIDIA GPU 程式庫：
- CUDA 11.7
- cuDNN 8.5.0.96-1
- NCCL 2.15.1
- TensorRT 7.2.2
Databricks Runtime 13.2 ML 包含 XGBoost 1.7.3，其不支援具有計算功能 5.2 和以下的 GPU 叢集。
程式庫
下列各節列出 Databricks Runtime 13.2 ML 中，與 Databricks Runtime 13.2 所包含程式庫有所不同的程式庫。
本節內容：
頂層程式庫
Databricks Runtime 13.2 ML 包含下列頂層程式庫：
- GraphFrames
- Horovod 及 HorovodRunner
- MLflow
- PyTorch
- spark-tensorflow-connector
- TensorFlow
- TensorBoard
- Scikit-learn
Python 程式庫
Databricks Runtime 13.2 ML 使用 Virtualenv 進行 Python 套件管理，且包括許多熱門 ML 套件。
除了下列各章節中指定的套件之外，Databricks Runtime 13.2 ML 也包括下列套件：
- hyperopt 0.2.7+db3
- sparkdl 3.0.0_db1
- automl 1.19.0
若要在本機 Python 虛擬環境中重現 Databricks Runtime ML Python 環境，請下載 requirements-13.2.txt 檔案並執行 pip install -r requirements-13.2.txt。 此命令會安裝 Databricks Runtime ML 使用的所有開放原始碼程式庫，但不會安裝 Databricks 所開發的程式庫，例如 databricks-automl、databricks-feature-store 或 hyperopt 的 Databricks 派生。
CPU 叢集的 Python 程式庫
| 程式庫 | 版本 | 程式庫 | 版本 | 程式庫 | 版本 |
|---|---|---|---|---|---|
| absl-py | 1.0.0 | accelerate | 0.19.0 | aiohttp | 3.8.4 |
| aiosignal | 1.3.1 | appdirs | 1.4.4 | argon2-cffi | 21.3.0 |
| argon2-cffi-bindings | 21.2.0 | astor | 0.8.1 | asttokens | 2.2.1 |
| astunparse | 1.6.3 | async-timeout | 4.0.2 | attrs | 21.4.0 |
| audioread | 3.0.0 | azure-core | 1.27.1 | azure-cosmos | 4.3.1b1 |
| azure-storage-blob | 12.17.0b1 | azure-storage-file-datalake | 12.11.0 | backcall | 0.2.0 |
| bcrypt | 3.2.0 | beautifulsoup4 | 4.11.1 | black | 22.6.0 |
| bleach | 4.1.0 | blinker | 1.4 | blis | 0.7.9 |
| boto3 | 1.24.28 | botocore | 1.27.28 | cachetools | 4.2.4 |
| 目錄 | 2.0.8 | category-encoders | 2.6.0 | certifi | 2022.9.14 |
| 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 |
| confection | 0.0.4 | configparser | 5.2.0 | convertdate | 2.4.0 |
| cryptography | 37.0.1 | cycler | 0.11.0 | cymem | 2.0.7 |
| Cython | 0.29.32 | dacite | 1.8.1 | databricks-automl-runtime | 0.2.16 |
| databricks-cli | 0.17.7 | databricks-feature-store | 0.13.1 | databricks-sdk | 0.1.6 |
| dataclasses-json | 0.5.8 | datasets | 2.12.0 | dbl-tempo | 0.1.23 |
| dbus-python | 1.2.18 | debugpy | 1.5.1 | decorator | 5.1.1 |
| defusedxml | 0.7.1 | dill | 0.3.4 | diskcache | 5.6.1 |
| distlib | 0.3.6 | docstring-to-markdown | 0.12 | entrypoints | 0.4 |
| ephem | 4.1.4 | evaluate | 0.4.0 | 正在執行 | 1.2.0 |
| facets-overview | 1.0.3 | fastjsonschema | 2.17.1 | fasttext | 0.9.2 |
| filelock | 3.6.0 | Flask | 1.1.2+db1 | flatbuffers | 23.5.26 |
| fonttools | 4.25.0 | frozenlist | 1.3.3 | fsspec | 2022.7.1 |
| future | 0.18.2 | gast | 0.4.0 | gitdb | 4.0.10 |
| GitPython | 3.1.27 | google-api-core | 2.8.2 | google-auth | 1.33.0 |
| google-auth-oauthlib | 0.4.6 | google-cloud-core | 2.3.2 | google-cloud-storage | 2.9.0 |
| google-crc32c | 1.5.0 | google-pasta | 0.2.0 | google-resumable-media | 2.5.0 |
| googleapis-common-protos | 1.56.4 | greenlet | 1.1.1 | grpcio | 1.48.1 |
| grpcio-status | 1.48.1 | gunicorn | 20.1.0 | gviz-api | 1.10.0 |
| h5py | 3.7.0 | holidays | 0.25 | horovod | 0.28.0 |
| htmlmin | 0.1.12 | httplib2 | 0.20.2 | huggingface-hub | 0.15.1 |
| idna | 3.3 | ImageHash | 4.3.1 | imbalanced-learn | 0.8.1 |
| importlib-metadata | 4.11.3 | importlib-resources | 5.12.0 | ipykernel | 6.17.1 |
| ipython | 8.10.0 | 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 | 2.11.3 | jmespath | 0.10.0 |
| joblib | 1.2.0 | joblibspark | 0.5.1 | jsonschema | 4.16.0 |
| jupyter-client | 7.3.4 | jupyter_core | 4.11.2 | jupyterlab-pygments | 0.1.2 |
| jupyterlab-widgets | 1.0.0 | keras | 2.11.0 | keyring | 23.5.0 |
| kiwisolver | 1.4.2 | korean-lunar-calendar | 0.3.1 | langchain | 0.0.181 |
| langcodes | 3.3.0 | launchpadlib | 1.10.16 | lazr.restfulclient | 0.14.4 |
| lazr.uri | 1.0.6 | lazy_loader | 0.2 | libclang | 15.0.6.1 |
| librosa | 0.10.0 | lightgbm | 3.3.5 | llvmlite | 0.38.0 |
| LunarCalendar | 0.0.9 | Mako | 1.2.0 | Markdown | 3.3.4 |
| MarkupSafe | 2.0.1 | marshmallow | 3.19.0 | marshmallow-enum | 1.5.1 |
| matplotlib | 3.5.2 | matplotlib-inline | 0.1.6 | mccabe | 0.7.0 |
| mistune | 0.8.4 | mleap | 0.20.0 | mlflow-skinny | 2.4.1 |
| more-itertools | 8.10.0 | msgpack | 1.0.5 | multidict | 6.0.4 |
| multimethod | 1.9.1 | multiprocess | 0.70.12.2 | murmurhash | 1.0.9 |
| mypy-extensions | 0.4.3 | nbclient | 0.5.13 | nbconvert | 6.4.4 |
| nbformat | 5.5.0 | nest-asyncio | 1.5.5 | networkx | 2.8.4 |
| ninja | 1.11.1 | nltk | 3.7 | nodeenv | 1.8.0 |
| 筆記本 | 6.4.12 | numba | 0.55.1 | numexpr | 2.8.4 |
| numpy | 1.21.5 | oauthlib | 3.2.0 | openai | 0.27.7 |
| openapi-schema-pydantic | 1.2.4 | opt-einsum | 3.3.0 | packaging | 21.3 |
| pandas | 1.4.4 | pandocfilters | 1.5.0 | paramiko | 2.9.2 |
| parso | 0.8.3 | pathspec | 0.9.0 | pathy | 0.10.1 |
| patsy | 0.5.2 | petastorm | 0.12.1 | pexpect | 4.8.0 |
| phik | 0.12.3 | pickleshare | 0.7.5 | Pillow | 9.2.0 |
| pip | 22.2.2 | platformdirs | 2.5.2 | plotly | 5.9.0 |
| pluggy | 1.0.0 | pmdarima | 2.0.3 | pooch | 1.7.0 |
| preshed | 3.0.8 | prometheus-client | 0.14.1 | prompt-toolkit | 3.0.36 |
| prophet | 1.1.3 | protobuf | 3.19.4 | psutil | 5.9.0 |
| psycopg2 | 2.9.3 | ptyprocess | 0.7.0 | pure-eval | 0.2.2 |
| pyarrow | 8.0.0 | pyasn1 | 0.4.8 | pyasn1-modules | 0.2.8 |
| pybind11 | 2.10.4 | 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-editor | 1.0.4 | python-lsp-jsonrpc | 1.0.0 | python-lsp-server | 1.7.1 |
| pytoolconfig | 1.2.2 | pytz | 2022.1 | PyWavelets | 1.3.0 |
| PyYAML | 6.0 | pyzmq | 23.2.0 | RegEx | 2022.7.9 |
| requests | 2.28.1 | requests-oauthlib | 1.3.1 | 回覆 | 0.18.0 |
| 繩子 | 1.7.0 | rsa | 4.9 | s3transfer | 0.6.0 |
| scikit-learn | 1.1.1 | scipy | 1.9.1 | seaborn | 0.11.2 |
| SecretStorage | 3.3.1 | Send2Trash | 1.8.0 | sentence-transformers | 2.2.2 |
| sentencepiece | 0.1.99 | setuptools | 63.4.1 | 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 | soundfile | 0.12.1 |
| soupsieve | 2.3.1 | soxr | 0.3.5 | spacy | 3.5.3 |
| 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 | 2.4.6 |
| ssh-import-id | 5.11 | stack-data | 0.6.2 | statsmodels | 0.13.2 |
| tabulate | 0.8.10 | tangled-up-in-unicode | 0.2.0 | tenacity | 8.1.0 |
| tensorboard | 2.11.0 | tensorboard-data-server | 0.6.1 | tensorboard-plugin-profile | 2.11.2 |
| tensorboard-plugin-wit | 1.8.1 | tensorflow-cpu | 2.11.0 | tensorflow-estimator | 2.11.0 |
| tensorflow-io-gcs-filesystem | 0.32.0 | termcolor | 2.3.0 | terminado | 0.13.1 |
| testpath | 0.6.0 | thinc | 8.1.10 | threadpoolctl | 2.2.0 |
| tiktoken | 0.4.0 | tokenize-rt | 4.2.1 | tokenizers | 0.13.3 |
| tomli | 2.0.1 | torch | 1.13.1+cpu | torchvision | 0.14.1+cpu |
| tornado | 6.1 | tqdm | 4.64.1 | traitlets | 5.1.1 |
| transformers | 4.29.2 | typeguard | 2.13.3 | typer | 0.7.0 |
| typing-inspect | 0.9.0 | typing_extensions | 4.3.0 | ujson | 5.4.0 |
| unattended-upgrades | 0.1 | urllib3 | 1.26.11 | virtualenv | 20.16.3 |
| visions | 0.7.5 | wadllib | 1.3.6 | wasabi | 1.1.2 |
| wcwidth | 0.2.5 | webencodings | 0.5.1 | websocket-client | 0.58.0 |
| Werkzeug | 2.0.3 | whatthepatch | 1.0.2 | wheel | 0.37.1 |
| widgetsnbextension | 3.6.1 | wordcloud | 1.9.2 | wrapt | 1.14.1 |
| xgboost | 1.7.5 | xxhash | 3.2.0 | yapf | 0.31.0 |
| yarl | 1.9.2 | ydata-profiling | 4.2.0 | zipp | 3.8.0 |
GPU 叢集上的 Python 程式庫
| 程式庫 | 版本 | 程式庫 | 版本 | 程式庫 | 版本 |
|---|---|---|---|---|---|
| absl-py | 1.0.0 | accelerate | 0.19.0 | aiohttp | 3.8.4 |
| aiosignal | 1.3.1 | appdirs | 1.4.4 | argon2-cffi | 21.3.0 |
| argon2-cffi-bindings | 21.2.0 | astor | 0.8.1 | asttokens | 2.2.1 |
| astunparse | 1.6.3 | async-timeout | 4.0.2 | attrs | 21.4.0 |
| audioread | 3.0.0 | azure-core | 1.27.1 | azure-cosmos | 4.3.1b1 |
| azure-storage-blob | 12.17.0b1 | azure-storage-file-datalake | 12.11.0 | backcall | 0.2.0 |
| bcrypt | 3.2.0 | beautifulsoup4 | 4.11.1 | black | 22.6.0 |
| bleach | 4.1.0 | blinker | 1.4 | blis | 0.7.9 |
| boto3 | 1.24.28 | botocore | 1.27.28 | cachetools | 4.2.4 |
| 目錄 | 2.0.8 | category-encoders | 2.6.0 | certifi | 2022.9.14 |
| 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 |
| confection | 0.0.4 | configparser | 5.2.0 | convertdate | 2.4.0 |
| cryptography | 37.0.1 | cycler | 0.11.0 | cymem | 2.0.7 |
| Cython | 0.29.32 | dacite | 1.8.1 | databricks-automl-runtime | 0.2.16 |
| databricks-cli | 0.17.7 | databricks-feature-store | 0.13.1 | databricks-sdk | 0.1.6 |
| dataclasses-json | 0.5.8 | datasets | 2.12.0 | dbl-tempo | 0.1.23 |
| dbus-python | 1.2.18 | debugpy | 1.5.1 | decorator | 5.1.1 |
| defusedxml | 0.7.1 | dill | 0.3.4 | diskcache | 5.6.1 |
| distlib | 0.3.6 | docstring-to-markdown | 0.12 | einops | 0.6.1 |
| entrypoints | 0.4 | ephem | 4.1.4 | evaluate | 0.4.0 |
| 正在執行 | 1.2.0 | facets-overview | 1.0.3 | fastjsonschema | 2.17.1 |
| fasttext | 0.9.2 | filelock | 3.6.0 | flash-attn | 1.0.5 |
| Flask | 1.1.2+db1 | flatbuffers | 23.5.26 | fonttools | 4.25.0 |
| frozenlist | 1.3.3 | fsspec | 2022.7.1 | future | 0.18.2 |
| gast | 0.4.0 | gitdb | 4.0.10 | GitPython | 3.1.27 |
| google-api-core | 2.8.2 | google-auth | 1.33.0 | google-auth-oauthlib | 0.4.6 |
| google-cloud-core | 2.3.2 | google-cloud-storage | 2.9.0 | google-crc32c | 1.5.0 |
| google-pasta | 0.2.0 | google-resumable-media | 2.5.0 | googleapis-common-protos | 1.56.4 |
| greenlet | 1.1.1 | grpcio | 1.48.1 | grpcio-status | 1.48.1 |
| gunicorn | 20.1.0 | gviz-api | 1.10.0 | h5py | 3.7.0 |
| holidays | 0.25 | horovod | 0.28.0 | htmlmin | 0.1.12 |
| httplib2 | 0.20.2 | huggingface-hub | 0.15.1 | idna | 3.3 |
| ImageHash | 4.3.1 | imbalanced-learn | 0.8.1 | importlib-metadata | 4.11.3 |
| importlib-resources | 5.12.0 | ipykernel | 6.17.1 | ipython | 8.10.0 |
| 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 | 2.11.3 | jmespath | 0.10.0 | joblib | 1.2.0 |
| joblibspark | 0.5.1 | jsonschema | 4.16.0 | jupyter-client | 7.3.4 |
| jupyter_core | 4.11.2 | jupyterlab-pygments | 0.1.2 | jupyterlab-widgets | 1.0.0 |
| keras | 2.11.0 | keyring | 23.5.0 | kiwisolver | 1.4.2 |
| korean-lunar-calendar | 0.3.1 | langchain | 0.0.181 | langcodes | 3.3.0 |
| launchpadlib | 1.10.16 | lazr.restfulclient | 0.14.4 | lazr.uri | 1.0.6 |
| lazy_loader | 0.2 | libclang | 15.0.6.1 | librosa | 0.10.0 |
| lightgbm | 3.3.5 | llvmlite | 0.38.0 | LunarCalendar | 0.0.9 |
| Mako | 1.2.0 | Markdown | 3.3.4 | MarkupSafe | 2.0.1 |
| marshmallow | 3.19.0 | marshmallow-enum | 1.5.1 | matplotlib | 3.5.2 |
| matplotlib-inline | 0.1.6 | mccabe | 0.7.0 | mistune | 0.8.4 |
| mleap | 0.20.0 | mlflow-skinny | 2.4.1 | more-itertools | 8.10.0 |
| msgpack | 1.0.5 | multidict | 6.0.4 | multimethod | 1.9.1 |
| multiprocess | 0.70.12.2 | murmurhash | 1.0.9 | mypy-extensions | 0.4.3 |
| nbclient | 0.5.13 | nbconvert | 6.4.4 | nbformat | 5.5.0 |
| nest-asyncio | 1.5.5 | networkx | 2.8.4 | ninja | 1.11.1 |
| nltk | 3.7 | nodeenv | 1.8.0 | 筆記本 | 6.4.12 |
| numba | 0.55.1 | numexpr | 2.8.4 | numpy | 1.21.5 |
| oauthlib | 3.2.0 | openai | 0.27.7 | openapi-schema-pydantic | 1.2.4 |
| opt-einsum | 3.3.0 | packaging | 21.3 | pandas | 1.4.4 |
| pandocfilters | 1.5.0 | paramiko | 2.9.2 | parso | 0.8.3 |
| pathspec | 0.9.0 | pathy | 0.10.1 | patsy | 0.5.2 |
| petastorm | 0.12.1 | pexpect | 4.8.0 | phik | 0.12.3 |
| pickleshare | 0.7.5 | Pillow | 9.2.0 | pip | 22.2.2 |
| platformdirs | 2.5.2 | plotly | 5.9.0 | pluggy | 1.0.0 |
| pmdarima | 2.0.3 | pooch | 1.7.0 | preshed | 3.0.8 |
| prompt-toolkit | 3.0.36 | prophet | 1.1.3 | protobuf | 3.19.4 |
| psutil | 5.9.0 | psycopg2 | 2.9.3 | ptyprocess | 0.7.0 |
| pure-eval | 0.2.2 | pyarrow | 8.0.0 | pyasn1 | 0.4.8 |
| pyasn1-modules | 0.2.8 | pybind11 | 2.10.4 | 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-editor | 1.0.4 | python-lsp-jsonrpc | 1.0.0 |
| python-lsp-server | 1.7.1 | pytoolconfig | 1.2.2 | pytz | 2022.1 |
| PyWavelets | 1.3.0 | PyYAML | 6.0 | pyzmq | 23.2.0 |
| RegEx | 2022.7.9 | requests | 2.28.1 | requests-oauthlib | 1.3.1 |
| 回覆 | 0.18.0 | 繩子 | 1.7.0 | rsa | 4.9 |
| s3transfer | 0.6.0 | scikit-learn | 1.1.1 | scipy | 1.9.1 |
| seaborn | 0.11.2 | SecretStorage | 3.3.1 | Send2Trash | 1.8.0 |
| sentence-transformers | 2.2.2 | sentencepiece | 0.1.99 | setuptools | 63.4.1 |
| 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 |
| soundfile | 0.12.1 | soupsieve | 2.3.1 | soxr | 0.3.5 |
| spacy | 3.5.3 | 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 | 2.4.6 | ssh-import-id | 5.11 | stack-data | 0.6.2 |
| statsmodels | 0.13.2 | tabulate | 0.8.10 | tangled-up-in-unicode | 0.2.0 |
| tenacity | 8.1.0 | tensorboard | 2.11.0 | tensorboard-data-server | 0.6.1 |
| tensorboard-plugin-profile | 2.11.2 | tensorboard-plugin-wit | 1.8.1 | tensorflow | 2.11.0 |
| tensorflow-estimator | 2.11.0 | tensorflow-io-gcs-filesystem | 0.32.0 | termcolor | 2.3.0 |
| terminado | 0.13.1 | testpath | 0.6.0 | thinc | 8.1.10 |
| threadpoolctl | 2.2.0 | tiktoken | 0.4.0 | tokenize-rt | 4.2.1 |
| tokenizers | 0.13.3 | tomli | 2.0.1 | torch | 1.13.1+cu117 |
| torchvision | 0.14.1+cu117 | tornado | 6.1 | tqdm | 4.64.1 |
| traitlets | 5.1.1 | transformers | 4.29.2 | typeguard | 2.13.3 |
| typer | 0.7.0 | typing-inspect | 0.9.0 | typing_extensions | 4.3.0 |
| ujson | 5.4.0 | unattended-upgrades | 0.1 | urllib3 | 1.26.11 |
| virtualenv | 20.16.3 | visions | 0.7.5 | wadllib | 1.3.6 |
| wasabi | 1.1.2 | wcwidth | 0.2.5 | webencodings | 0.5.1 |
| websocket-client | 0.58.0 | Werkzeug | 2.0.3 | whatthepatch | 1.0.2 |
| wheel | 0.37.1 | widgetsnbextension | 3.6.1 | wordcloud | 1.9.2 |
| wrapt | 1.14.1 | xgboost | 1.7.5 | xxhash | 3.2.0 |
| yapf | 0.31.0 | yarl | 1.9.2 | ydata-profiling | 4.2.0 |
| zipp | 3.8.0 |
R 程式庫
R 程式庫與 Databricks Runtime 13.2 中的 R 程式庫相同。
Java 和 Scala 程式庫 (Scala 2.12 叢集)
除了 Databricks Runtime 13.2 中的 Java 和 Scala 程式庫之外，Databricks Runtime 13.2 ML 還包含下列 JAR：
CPU 叢集
| 群組識別碼 | 成品識別碼 | 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 | 2.4.1 |
| org.scala-lang.modules | scala-java8-compat_2.12 | 0.8.0 |
| org.tensorflow | spark-tensorflow-connector_2.12 | 1.15.0 |
GPU clusters
| 群組識別碼 | 成品識別碼 | 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 | 2.4.1 |
| org.scala-lang.modules | scala-java8-compat_2.12 | 0.8.0 |
| org.tensorflow | spark-tensorflow-connector_2.12 | 1.15.0 |