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。
以下发行说明提供有关 Databricks Runtime 18.1 ML 的信息。
Azure Databricks 2026 年 2 月发布了此版本。
Databricks Runtime 18.1 ML 基于 Databricks Runtime 18.1 构建。 有关 Databricks Runtime 18.1 的新内容，包括 Apache Spark MLlib 和 SparkR，请参见 Databricks Runtime 18.1（EoS） 发布说明。
新功能和改进
一些库更新包括：
- CUDA 更新到 12.9
- flash_attn 2.8.3
- keras 3.12.0
- langchain 1.0.3
- mlflow-skinny 3.8.1
- openai 2.7.0
- 火炬 2.9.0
- torchvision 0.24.0
- transformers 4.57.1
- triton 3.5.0
- xgboost 3.1.1
系统环境
Databricks Runtime 18.1 ML 中的系统环境不同于 Databricks Runtime 18.1，如下所示。
- 对于 GPU 群集，Databricks Runtime ML 包含以下 NVIDIA GPU 库：
- CUDA 12.9
- cublas 12.9.1.4-1
- cusolver 11.7.5.82
- cupti 12.9.79
- cusparse 12.5.10.65
- cuDNN 9.15.1.9-1
- NCCL 2.27.5
图书馆
以下部分列出了 Databricks Runtime 18.1 ML 中包含的库，这些库不同于 Databricks Runtime 18.1 中包含的库。
顶层库
Databricks Runtime 18.1 ML 包含以下顶级 库：
Python库
Databricks Runtime 18.1 ML 使用 virtualenv 进行Python包管理，并包括许多常用的 ML 包。
若要在本地Python虚拟环境中重现 Databricks Runtime ML Python 环境，请下载适用于 CPU 群集的 requirements-cpu-18.1.txt，或者下载适用于 GPU 群集的 requirements-gpu-18.1.txt。 然后运行 pip install -r requirements-<cpu|gpu>-18.1.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。
Python 库在中央处理器 (CPU) 群集上
| 图书馆 | 版本 | 图书馆 | 版本 | 图书馆 | 版本 |
|---|---|---|---|---|---|
absl-py |
2.3.1 | accelerate |
1.11.0 | aiohappyeyeballs |
2.4.4 |
aiohttp |
3.11.10 | aiohttp-cors |
0.8.1 | aiosignal |
1.2.0 |
alembic |
1.17.1 | annotated-doc |
0.0.4 | annotated-types |
0.7.0 |
anyio |
4.7.0 | argon2-cffi |
21.3.0 | argon2-cffi-bindings |
21.2.0 |
arro3-core |
0.6.5 | arrow |
1.3.0 | asttokens |
3.0.0 |
astunparse |
1.6.3 | async-lru |
2.0.4 | attrs |
24.3.0 |
audioread |
3.1.0 | autocommand |
2.2.2 | azure-common |
1.1.28 |
azure-core |
1.36.0 | azure-cosmos |
4.3.1 | azure-identity |
1.20.0 |
azure-mgmt-core |
1.6.0 | azure-mgmt-web |
8.0.0 | azure-storage-blob |
12.27.1 |
azure-storage-file-datalake |
12.22.0 | babel |
2.16.0 | backports.tarfile |
1.2.0 |
bcrypt |
4.3.0 | beautifulsoup4 |
4.12.3 | black |
24.10.0 |
bleach |
6.2.0 | blinker |
1.7.0 | blis |
0.7.11 |
boto3 |
1.40.45 | botocore |
1.40.45 | brotli |
1.2.0 |
cachetools |
5.5.1 | catalogue |
2.0.10 | certifi |
2025.4.26 |
cffi |
1.17.1 | chardet |
4.0.0 | charset-normalizer |
3.3.2 |
circuitbreaker |
2.1.3 | click |
8.1.8 | cloudpathlib |
0.23.0 |
cloudpickle |
3.0.0 | cmdstanpy |
1.3.0 | colorful |
0.5.8 |
colorlog |
6.10.1 | comm |
0.2.1 | confection |
0.1.5 |
contourpy |
1.3.1 | cramjam |
2.11.0 | cryptography |
44.0.1 |
cycler |
0.11.0 | cymem |
2.0.12 | Cython |
3.1.5 |
dacite |
1.9.2 | databricks-agents |
1.9.1 | databricks-feature-engineering |
0.13.0.1 |
databricks-sdk |
0.67.0 | dataclasses-json |
0.6.7 | datasets |
4.3.0 |
dbl-tempo |
0.1.26 | dbus-python |
1.3.2 | debugpy |
1.8.11 |
decorator |
5.1.1 | deepspeed |
0.18.1 | defusedxml |
0.7.1 |
deltalake |
1.1.4 | Deprecated |
1.2.18 | dill |
0.3.8 |
distlib |
0.3.9 | dm-tree |
0.1.9 | docstring-to-markdown |
0.11 |
einops |
0.8.1 | evaluate |
0.4.6 | executing |
1.2.0 |
facets-overview |
1.1.1 | Farama-Notifications |
0.0.4 | fastapi |
0.121.2 |
fastjsonschema |
2.21.1 | filelock |
3.17.0 | filetype |
1.2.0 |
Flask |
2.2.5 | flatbuffers |
25.9.23 | fonttools |
4.55.3 |
fqdn |
1.5.1 | frozenlist |
1.5.0 | fsspec |
2023.5.0 |
gast |
0.6.0 | gitdb |
4.0.11 | GitPython |
3.1.43 |
google-api-core |
2.28.1 | google-auth |
2.43.0 | google-cloud-core |
2.5.0 |
google-cloud-storage |
3.2.0 | google-crc32c |
1.7.1 | google-pasta |
0.2.0 |
google-resumable-media |
2.7.2 | googleapis-common-protos |
1.65.0 | graphql-core |
3.2.4 |
greenlet |
3.1.1 | grpcio |
1.67.0 | grpcio-status |
1.67.0 |
gymnasium |
0.28.1 | h11 |
0.16.0 | h5py |
3.12.1 |
hf-xet |
1.2.0 | hjson |
3.1.0 | holidays |
0.54 |
httpcore |
1.0.9 | httplib2 |
0.20.4 | httpx |
0.28.1 |
huggingface-hub |
0.36.0 | idna |
3.7 | ImageHash |
4.3.1 |
imageio |
2.37.0 | imbalanced-learn |
0.13.0 | importlib_metadata |
8.5.0 |
importlib_resources |
6.5.2 | inflect |
7.3.1 | iniconfig |
1.1.1 |
ipyflow-core |
0.0.209 | ipykernel |
6.29.5 | ipython |
8.30.0 |
ipython-genutils |
0.2.0 | ipywidgets |
7.8.1 | isodate |
0.7.2 |
isoduration |
20.11.0 | itsdangerous |
2.2.0 | jaraco.collections |
5.1.0 |
jaraco.context |
5.3.0 | jaraco.functools |
4.0.1 | jaraco.text |
3.12.1 |
jax-jumpy |
1.0.0 | jedi |
0.19.2 | Jinja2 |
3.1.6 |
jiter |
0.12.0 | jmespath |
1.0.1 | joblib |
1.4.2 |
joblibspark |
0.6.0 | json5 |
0.9.25 | jsonpatch |
1.33 |
jsonpointer |
3.0.0 | jsonschema |
4.23.0 | jsonschema-specifications |
2023年7月1日 |
jupyter |
1.1.1 | jupyter-console |
6.6.3 | jupyter-events |
0.12.0 |
jupyter-lsp |
2.2.5 | jupyter_client |
8.6.3 | jupyter_core |
5.7.2 |
jupyter_server |
2.15.0 | jupyter\_server\_terminals |
0.5.3 | jupyterlab |
4.3.4 |
jupyterlab_pygments |
0.3.0 | jupyterlab_server |
2.27.3 | jupyterlab_widgets |
1.1.11 |
keras |
3.12.0 | kiwisolver |
1.4.8 | langchain |
1.0.3 |
langchain-core |
1.0.4 | langchain-openai |
1.0.2 | langcodes |
3.5.0 |
langgraph |
1.0.3 | langgraph-checkpoint |
3.0.1 | langgraph-prebuilt |
1.0.4 |
langgraph-sdk |
0.2.9 | langsmith |
0.4.41 | language_data |
1.3.0 |
launchpadlib |
1.11.0 | lazr.restfulclient |
0.14.6 | lazr.uri |
1.0.6 |
lazy_loader |
0.4 | libclang |
15.0.6.1 | librosa |
0.11.0 |
lightgbm |
4.6.0 | linkify-it-py |
2.0.0 | litellm |
1.75.9 |
llvmlite |
0.44.0 | lz4 |
4.3.2 | Mako |
1.3.10 |
marisa-trie |
1.2.0 | Markdown |
3.8 | markdown-it-py |
2.2.0 |
MarkupSafe |
3.0.2 | marshmallow |
3.26.1 | matplotlib |
3.10.0 |
matplotlib-inline |
0.1.7 | mccabe |
0.7.0 | mdit-py-plugins |
0.3.0 |
mdurl |
0.1.0 | memray |
1.19.1 | minify_html |
0.18.1 |
mistune |
3.1.2 | ml_dtypes |
0.5.3 | mlflow-skinny |
3.8.1 |
mmh3 |
5.2.0 | more-itertools |
10.3.0 | mosaicml-streaming |
0.13.0 |
mpmath |
1.3.0 | msal |
1.34.0 | msal-extensions |
1.3.1 |
msgpack |
1.1.2 | multidict |
6.1.0 | multimethod |
1.12 |
multiprocess |
0.70.16 | murmurhash |
1.0.14 | mypy-extensions |
1.0.0 |
namex |
0.1.0 | nbclient |
0.10.2 | nbconvert |
7.16.6 |
nbformat |
5.10.4 | nest-asyncio |
1.6.0 | networkx |
3.4.2 |
ninja |
1.13.0 | nltk |
3.9.1 | nodeenv |
1.9.1 |
notebook |
7.3.2 | notebook_shim |
0.2.4 | numba |
0.61.0 |
numpy |
2.1.3 | nvidia-nccl-cu12 |
2.28.7 | oauthlib |
3.2.0 |
oci |
2.163.1 | openai |
2.7.0 | opencensus |
0.11.4 |
opencensus-context |
0.1.3 | opentelemetry-api |
1.38.0 | opentelemetry-proto |
1.38.0 |
opentelemetry-sdk |
1.38.0 | opentelemetry-semantic-conventions |
0.59b0 | opt_einsum |
3.4.0 |
optree |
0.17.0 | optuna |
3.6.1 | optuna-integration |
3.6.0 |
orjson |
3.11.4 | ormsgpack |
1.12.0 | overrides |
7.4.0 |
packaging |
24.2 | pandas |
2.2.3 | pandocfilters |
1.5.0 |
paramiko |
3.5.1 | parso |
0.8.4 | pathspec |
0.10.3 |
patsy |
1.0.1 | pexpect |
4.8.0 | phik |
0.12.5 |
pillow |
11.1.0 | pip |
25.0.1 | platformdirs |
4.3.7 |
plotly |
5.24.1 | pluggy |
1.5.0 | pooch |
1.8.2 |
preshed |
3.0.11 | prometheus_client |
0.21.1 | prompt-toolkit |
3.0.43 |
propcache |
0.3.1 | prophet |
1.2.1 | proto-plus |
1.26.1 |
protobuf |
5.29.4 | psutil |
5.9.0 | psycopg2 |
2.9.11 |
ptyprocess |
0.7.0 | pure-eval |
0.2.2 | puremagic |
1.30 |
py-cpuinfo |
9.0.0 | py-spy |
0.4.1 | pyarrow |
21.0.0 |
pyasn1 |
0.4.8 | pyasn1-modules |
0.2.8 | pyccolo |
0.0.71 |
pycparser |
2.21 | pydantic |
2.10.6 | pydantic_core |
2.27.2 |
pyflakes |
3.2.0 | Pygments |
2.19.1 | PyGObject |
3.48.2 |
pyiceberg |
0.10.0 | PyJWT |
2.10.1 | PyNaCl |
1.5.0 |
pyodbc |
5.2.0 | pyOpenSSL |
25.0.0 | pyparsing |
3.2.0 |
pyright |
1.1.394 | pyroaring |
1.0.3 | pytesseract |
0.3.10 |
pytest |
8.3.5 | python-dateutil |
2.9.0.post0 | python-dotenv |
1.2.1 |
python-editor |
1.0.4 | python-json-logger |
3.2.1 | python-lsp-jsonrpc |
1.1.2 |
python-lsp-server |
1.12.2 | python-snappy |
0.7.3 | pytoolconfig |
1.2.6 |
pytz |
2024.1 | PyWavelets |
1.8.0 | PyYAML |
6.0.2 |
pyzmq |
26.2.0 | ray |
2.37.0 | referencing |
0.30.2 |
regex |
2024.11.6 | requests |
2.32.3 | requests-toolbelt |
1.0.0 |
rfc3339-validator |
0.1.4 | rfc3986-validator |
0.1.1 | rich |
13.9.4 |
rope |
1.13.0 | rpds-py |
0.22.3 | rsa |
4.9.1 |
s3transfer |
0.14.0 | safetensors |
0.6.2 | scikit-image |
0.25.0 |
scikit-learn |
1.6.1 | scipy |
1.15.3 | seaborn |
0.13.2 |
Send2Trash |
1.8.2 | sentence-transformers |
5.1.2 | sentencepiece |
0.2.1 |
setuptools |
78.1.1 | shap |
0.49.1 | shellingham |
1.5.4 |
six |
1.17.0 | sklearn-compat |
0.1.3 | slicer |
0.0.8 |
smart_open |
7.5.0 | smmap |
5.0.0 | sniffio |
1.3.0 |
sortedcontainers |
2.4.0 | soundfile |
0.13.1 | soupsieve |
2.5 |
soxr |
1.0.0 | spacy |
3.7.5 | spacy-legacy |
3.0.12 |
spacy-loggers |
1.0.5 | SQLAlchemy |
2.0.39 | sqlparse |
0.5.3 |
srsly |
2.5.1 | ssh-import-id |
5.11 | stack-data |
0.6.3 |
stanio |
0.5.1 | starlette |
0.49.3 | statsmodels |
0.14.4 |
strictyaml |
1.7.3 | sympy |
1.13.3 | tenacity |
9.0.0 |
tensorboard |
2.20.0 | tensorboard-data-server |
0.7.2 | tensorboardX |
2.6.4 |
tensorflow |
2.20.0 | termcolor |
3.2.0 | terminado |
0.17.1 |
textual |
4.0.0 | tf_keras |
2.20.1 | thinc |
8.2.4 |
threadpoolctl |
3.5.0 | tifffile |
2025年2月18日 | tiktoken |
0.9.0 |
tinycss2 |
1.4.0 | tokenize_rt |
6.1.0 | tokenizers |
0.22.1 |
tomli |
2.0.1 | torch |
2.9.0+cpu | torcheval |
0.0.7 |
torchvision |
0.24.0+cpu | tornado |
6.5.1 | tqdm |
4.67.1 |
traitlets |
5.14.3 | transformers |
4.57.1 | typeguard |
4.4.2 |
typer |
0.20.0 | typer-slim |
0.20.0 | types-python-dateutil |
2.9.0.20251108 |
typing-inspect |
0.9.0 | typing_extensions |
4.12.2 | tzdata |
2024.1 |
uc-micro-py |
1.0.1 | ujson |
5.10.0 | unattended-upgrades |
0.1 |
uri-template |
1.3.0 | urllib3 |
2.3.0 | uvicorn |
0.38.0 |
virtualenv |
20.29.3 | visions |
0.8.1 | wadllib |
1.3.6 |
wasabi |
1.1.3 | wcwidth |
0.2.5 | weasel |
0.4.3 |
webcolors |
25.10.0 | webencodings |
0.5.1 | websocket-client |
1.8.0 |
Werkzeug |
3.1.3 | whatthepatch |
1.0.2 | wheel |
0.45.1 |
whenever |
0.7.3 | widgetsnbextension |
3.6.6 | wordcloud |
1.9.4 |
wrapt |
1.17.0 | xgboost |
3.1.1 | xgboost-ray |
0.1.19 |
xxhash |
3.5.0 | yapf |
0.40.2 | yarl |
1.18.0 |
ydata-profiling |
4.17.0 | zipp |
3.21.0 | zstandard |
0.23.0 |
zstd |
1.5.5.1 |
Python GPU 集群上的库
注释
PyTorch 使用 CUDA PyPI 依赖项提供 CUDA 支持，而不是内置于 Databricks Runtime 18.1 ML 中的 CUDA 库版本。
| 图书馆 | 版本 | 图书馆 | 版本 | 图书馆 | 版本 |
|---|---|---|---|---|---|
absl-py |
2.3.1 | accelerate |
1.11.0 | aiohappyeyeballs |
2.4.4 |
aiohttp |
3.11.10 | aiohttp-cors |
0.8.1 | aiosignal |
1.2.0 |
annotated-doc |
0.0.4 | annotated-types |
0.7.0 | anyio |
4.7.0 |
argon2-cffi |
21.3.0 | argon2-cffi-bindings |
21.2.0 | arro3-core |
0.6.5 |
arrow |
1.3.0 | asttokens |
3.0.0 | astunparse |
1.6.3 |
async-lru |
2.0.4 | attrs |
24.3.0 | audioread |
3.1.0 |
autocommand |
2.2.2 | azure-common |
1.1.28 | azure-core |
1.36.0 |
azure-cosmos |
4.3.1 | azure-identity |
1.20.0 | azure-mgmt-core |
1.6.0 |
azure-mgmt-web |
8.0.0 | azure-storage-blob |
12.27.1 | azure-storage-file-datalake |
12.22.0 |
babel |
2.16.0 | backports.tarfile |
1.2.0 | bcrypt |
4.3.0 |
beautifulsoup4 |
4.12.3 | black |
24.10.0 | bleach |
6.2.0 |
blinker |
1.7.0 | blis |
0.7.11 | boto3 |
1.40.45 |
botocore |
1.40.45 | brotli |
1.2.0 | cachetools |
5.5.1 |
catalogue |
2.0.10 | certifi |
2025.4.26 | cffi |
1.17.1 |
chardet |
4.0.0 | charset-normalizer |
3.3.2 | circuitbreaker |
2.1.3 |
click |
8.1.8 | cloudpathlib |
0.23.0 | cloudpickle |
3.0.0 |
cmdstanpy |
1.3.0 | colorful |
0.5.8 | colorlog |
6.10.1 |
comm |
0.2.1 | confection |
0.1.5 | contourpy |
1.3.1 |
cramjam |
2.11.0 | cryptography |
44.0.1 | cycler |
0.11.0 |
cymem |
2.0.12 | Cython |
3.1.5 | dacite |
1.9.2 |
databricks-agents |
1.9.1 | databricks-feature-engineering |
0.13.0.1 | databricks-sdk |
0.67.0 |
dataclasses-json |
0.6.7 | datasets |
4.3.0 | dbl-tempo |
0.1.26 |
dbus-python |
1.3.2 | debugpy |
1.8.11 | decorator |
5.1.1 |
deepspeed |
0.18.1 | defusedxml |
0.7.1 | deltalake |
1.1.4 |
Deprecated |
1.2.18 | dill |
0.3.8 | distlib |
0.3.9 |
dm-tree |
0.1.9 | docstring-to-markdown |
0.11 | einops |
0.8.1 |
evaluate |
0.4.6 | executing |
1.2.0 | facets-overview |
1.1.1 |
Farama-Notifications |
0.0.4 | fastapi |
0.121.2 | fastjsonschema |
2.21.1 |
filelock |
3.17.0 | filetype |
1.2.0 | flash_attn |
2.8.3 |
Flask |
2.2.5 | flatbuffers |
25.9.23 | fonttools |
4.55.3 |
fqdn |
1.5.1 | frozenlist |
1.5.0 | fsspec |
2023.5.0 |
gast |
0.6.0 | gitdb |
4.0.11 | GitPython |
3.1.43 |
google-api-core |
2.28.1 | google-auth |
2.43.0 | google-cloud-core |
2.5.0 |
google-cloud-storage |
3.2.0 | google-crc32c |
1.7.1 | google-pasta |
0.2.0 |
google-resumable-media |
2.7.2 | googleapis-common-protos |
1.65.0 | graphql-core |
3.2.4 |
greenlet |
3.1.1 | grpcio |
1.67.0 | grpcio-status |
1.67.0 |
gymnasium |
0.28.1 | h11 |
0.16.0 | h5py |
3.12.1 |
hf-xet |
1.2.0 | hjson |
3.1.0 | holidays |
0.54 |
httpcore |
1.0.9 | httplib2 |
0.20.4 | httpx |
0.28.1 |
huggingface-hub |
0.36.0 | idna |
3.7 | ImageHash |
4.3.1 |
imageio |
2.37.0 | imbalanced-learn |
0.13.0 | importlib_metadata |
8.5.0 |
importlib_resources |
6.5.2 | inflect |
7.3.1 | iniconfig |
1.1.1 |
ipyflow-core |
0.0.209 | ipykernel |
6.29.5 | ipython |
8.30.0 |
ipython-genutils |
0.2.0 | ipywidgets |
7.8.1 | isodate |
0.7.2 |
isoduration |
20.11.0 | itsdangerous |
2.2.0 | jaraco.collections |
5.1.0 |
jaraco.context |
5.3.0 | jaraco.functools |
4.0.1 | jaraco.text |
3.12.1 |
jax-jumpy |
1.0.0 | jedi |
0.19.2 | Jinja2 |
3.1.6 |
jiter |
0.12.0 | jmespath |
1.0.1 | joblib |
1.4.2 |
joblibspark |
0.6.0 | json5 |
0.9.25 | jsonpatch |
1.33 |
jsonpointer |
3.0.0 | jsonschema |
4.23.0 | jsonschema-specifications |
2023年7月1日 |
jupyter |
1.1.1 | jupyter-console |
6.6.3 | jupyter-events |
0.12.0 |
jupyter-lsp |
2.2.5 | jupyter_client |
8.6.3 | jupyter_core |
5.7.2 |
jupyter_server |
2.15.0 | jupyter\_server\_terminals |
0.5.3 | jupyterlab |
4.3.4 |
jupyterlab_pygments |
0.3.0 | jupyterlab_server |
2.27.3 | jupyterlab_widgets |
1.1.11 |
keras |
3.12.0 | kiwisolver |
1.4.8 | langchain |
1.0.3 |
langchain-core |
1.0.4 | langchain-openai |
1.0.2 | langcodes |
3.5.0 |
langgraph |
1.0.3 | langgraph-checkpoint |
3.0.1 | langgraph-prebuilt |
1.0.4 |
langgraph-sdk |
0.2.9 | langsmith |
0.4.41 | language_data |
1.3.0 |
launchpadlib |
1.11.0 | lazr.restfulclient |
0.14.6 | lazr.uri |
1.0.6 |
lazy_loader |
0.4 | libclang |
15.0.6.1 | librosa |
0.11.0 |
lightgbm |
4.6.0 | linkify-it-py |
2.0.0 | litellm |
1.75.9 |
llvmlite |
0.44.0 | lz4 |
4.3.2 | Mako |
1.3.10 |
marisa-trie |
1.2.0 | Markdown |
3.8 | markdown-it-py |
2.2.0 |
MarkupSafe |
3.0.2 | marshmallow |
3.26.1 | matplotlib |
3.10.0 |
matplotlib-inline |
0.1.7 | mccabe |
0.7.0 | mdit-py-plugins |
0.3.0 |
mdurl |
0.1.0 | memray |
1.19.1 | minify_html |
0.18.1 |
mistune |
3.1.2 | ml_dtypes |
0.5.3 | mlflow-skinny |
3.8.1 |
mmh3 |
5.2.0 | more-itertools |
10.3.0 | mosaicml-streaming |
0.13.0 |
mpmath |
1.3.0 | msal |
1.34.0 | msal-extensions |
1.3.1 |
msgpack |
1.1.2 | multidict |
6.1.0 | multimethod |
1.12 |
multiprocess |
0.70.16 | murmurhash |
1.0.14 | mypy-extensions |
1.0.0 |
namex |
0.1.0 | nbclient |
0.10.2 | nbconvert |
7.16.6 |
nbformat |
5.10.4 | nest-asyncio |
1.6.0 | networkx |
3.4.2 |
ninja |
1.13.0 | nltk |
3.9.1 | nodeenv |
1.9.1 |
notebook |
7.3.2 | notebook_shim |
0.2.4 | numba |
0.61.0 |
numpy |
2.1.3 | nvidia-cublas-cu12 |
12.9.1.4 | nvidia-cuda-cupti-cu12 |
12.9.79 |
nvidia-cuda-nvrtc-cu12 |
12.9.86 | nvidia-cuda-runtime-cu12 |
12.9.79 | nvidia-cudnn-cu12 |
9.10.2.21 |
nvidia-cufft-cu12 |
11.4.1.4 | nvidia-cufile-cu12 |
1.14.1.1 | nvidia-curand-cu12 |
10.3.10.19 |
nvidia-cusolver-cu12 |
11.7.5.82 | nvidia-cusparse-cu12 |
12.5.10.65 | nvidia-cusparselt-cu12 |
0.7.1 |
nvidia-ml-py |
13.580.82 | nvidia-nccl-cu12 |
2.27.5 | nvidia-nvjitlink-cu12 |
12.9.86 |
nvidia-nvshmem-cu12 |
3.3.20 | nvidia-nvtx-cu12 |
12.9.79 | oauthlib |
3.2.0 |
oci |
2.163.1 | openai |
2.7.0 | opencensus |
0.11.4 |
opencensus-context |
0.1.3 | opentelemetry-api |
1.38.0 | opentelemetry-proto |
1.38.0 |
opentelemetry-sdk |
1.38.0 | opentelemetry-semantic-conventions |
0.59b0 | opt_einsum |
3.4.0 |
optree |
0.17.0 | optuna |
3.6.1 | optuna-integration |
3.6.0 |
orjson |
3.11.4 | ormsgpack |
1.12.0 | overrides |
7.4.0 |
packaging |
24.2 | pandas |
2.2.3 | pandocfilters |
1.5.0 |
paramiko |
3.5.1 | parso |
0.8.4 | pathspec |
0.10.3 |
patsy |
1.0.1 | pexpect |
4.8.0 | phik |
0.12.5 |
pillow |
11.1.0 | pip |
25.0.1 | platformdirs |
4.3.7 |
plotly |
5.24.1 | pluggy |
1.5.0 | pooch |
1.8.2 |
preshed |
3.0.11 | prometheus_client |
0.21.1 | prompt-toolkit |
3.0.43 |
propcache |
0.3.1 | prophet |
1.2.1 | proto-plus |
1.26.1 |
protobuf |
5.29.4 | psutil |
5.9.0 | psycopg2 |
2.9.11 |
ptyprocess |
0.7.0 | pure-eval |
0.2.2 | puremagic |
1.30 |
py-cpuinfo |
9.0.0 | py-spy |
0.4.1 | pyarrow |
21.0.0 |
pyasn1 |
0.4.8 | pyasn1-modules |
0.2.8 | pyccolo |
0.0.71 |
pycparser |
2.21 | pydantic |
2.10.6 | pydantic_core |
2.27.2 |
pyflakes |
3.2.0 | Pygments |
2.19.1 | PyGObject |
3.48.2 |
pyiceberg |
0.10.0 | PyJWT |
2.10.1 | PyNaCl |
1.5.0 |
pyodbc |
5.2.0 | pyOpenSSL |
25.0.0 | pyparsing |
3.2.0 |
pyright |
1.1.394 | pyroaring |
1.0.3 | pytesseract |
0.3.10 |
pytest |
8.3.5 | python-dateutil |
2.9.0.post0 | python-dotenv |
1.2.1 |
python-editor |
1.0.4 | python-json-logger |
3.2.1 | python-lsp-jsonrpc |
1.1.2 |
python-lsp-server |
1.12.2 | python-snappy |
0.7.3 | pytoolconfig |
1.2.6 |
pytz |
2024.1 | PyWavelets |
1.8.0 | PyYAML |
6.0.2 |
pyzmq |
26.2.0 | ray |
2.37.0 | referencing |
0.30.2 |
regex |
2024.11.6 | requests |
2.32.3 | requests-toolbelt |
1.0.0 |
rfc3339-validator |
0.1.4 | rfc3986-validator |
0.1.1 | rich |
13.9.4 |
rope |
1.13.0 | rpds-py |
0.22.3 | rsa |
4.9.1 |
s3transfer |
0.14.0 | safetensors |
0.6.2 | scikit-image |
0.25.0 |
scikit-learn |
1.6.1 | scipy |
1.15.3 | seaborn |
0.13.2 |
Send2Trash |
1.8.2 | sentence-transformers |
5.1.2 | sentencepiece |
0.2.1 |
setuptools |
78.1.1 | shap |
0.49.1 | shellingham |
1.5.4 |
six |
1.17.0 | sklearn-compat |
0.1.3 | slicer |
0.0.8 |
smart_open |
7.5.0 | smmap |
5.0.0 | sniffio |
1.3.0 |
sortedcontainers |
2.4.0 | soundfile |
0.13.1 | soupsieve |
2.5 |
soxr |
1.0.0 | spacy |
3.7.5 | spacy-legacy |
3.0.12 |
spacy-loggers |
1.0.5 | SQLAlchemy |
2.0.39 | sqlparse |
0.5.3 |
srsly |
2.5.1 | ssh-import-id |
5.11 | stack-data |
0.6.3 |
stanio |
0.5.1 | starlette |
0.49.3 | statsmodels |
0.14.4 |
strictyaml |
1.7.3 | sympy |
1.13.3 | tenacity |
9.0.0 |
tensorboard |
2.20.0 | tensorboard-data-server |
0.7.2 | tensorboardX |
2.6.4 |
tensorflow |
2.20.0 | termcolor |
3.2.0 | terminado |
0.17.1 |
textual |
4.0.0 | tf_keras |
2.20.1 | thinc |
8.2.4 |
threadpoolctl |
3.5.0 | tifffile |
2025年2月18日 | tiktoken |
0.9.0 |
tinycss2 |
1.4.0 | tokenize_rt |
6.1.0 | tokenizers |
0.22.1 |
tomli |
2.0.1 | torch |
2.9.0+cu129 | torcheval |
0.0.7 |
torchvision |
0.24.0+cu129 | tornado |
6.5.1 | tqdm |
4.67.1 |
traitlets |
5.14.3 | transformers |
4.57.1 | triton |
3.5.0 |
typeguard |
4.4.2 | typer |
0.20.0 | typer-slim |
0.20.0 |
types-python-dateutil |
2.9.0.20251108 | typing-inspect |
0.9.0 | typing_extensions |
4.12.2 |
tzdata |
2024.1 | uc-micro-py |
1.0.1 | ujson |
5.10.0 |
unattended-upgrades |
0.1 | uri-template |
1.3.0 | urllib3 |
2.3.0 |
uvicorn |
0.38.0 | virtualenv |
20.29.3 | visions |
0.8.1 |
wadllib |
1.3.6 | wasabi |
1.1.3 | wcwidth |
0.2.5 |
weasel |
0.4.3 | webcolors |
25.10.0 | webencodings |
0.5.1 |
websocket-client |
1.8.0 | Werkzeug |
3.1.3 | whatthepatch |
1.0.2 |
wheel |
0.45.1 | whenever |
0.7.3 | widgetsnbextension |
3.6.6 |
wordcloud |
1.9.4 | wrapt |
1.17.0 | xgboost |
3.1.1 |
xgboost-ray |
0.1.19 | xxhash |
3.5.0 | yapf |
0.40.2 |
yarl |
1.18.0 | ydata-profiling |
4.17.0 | zipp |
3.21.0 |
zstandard |
0.23.0 | zstd |
1.5.5.1 |
R 软件库
R 库与 Databricks Runtime 18.1 中的 R 库 相同。
Java和 Scala 库（Scala 2.13 群集）
除了 Databricks Runtime 18.1 中的Java和 Scala 库，Databricks Runtime 18.1 ML 还包含以下 JAR：
CPU 群集
| 群组标识符 | 工件编号 | 版本 |
|---|---|---|
ml.dmlc |
xgboost4j-spark_2.13 |
2.1.3 |
ml.dmlc |
xgboost4j_2.13 |
2.1.3 |
org.graphframes |
graphframes_2.13 |
0.8.4-db1-spark3.5 |
org.mlflow |
mlflow-client |
2.15.1 |
org.scala-lang.modules |
scala-collection-compat_2.13 |
2.12.0 |
org.tensorflow |
spark-tensorflow-connector_2.13 |
1.15.0 |
GPU 群集
| 群组标识符 | 工件编号 | 版本 |
|---|---|---|
ml.dmlc |
xgboost4j-spark_2.13 |
2.1.3 |
ml.dmlc |
xgboost4j_2.13 |
2.1.3 |
org.graphframes |
graphframes_2.13 |
0.8.4-db1-spark3.5 |
org.mlflow |
mlflow-client |
2.15.1 |
org.scala-lang.modules |
scala-collection-compat_2.13 |
2.12.0 |
org.tensorflow |
spark-tensorflow-connector_2.13 |
1.15.0 |
不支持的版本
小窍门
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。