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 17.0 for 机器学习 基于
新功能和改进
Databricks Runtime 17.0 ML 基于 Databricks Runtime 17.0 构建。 有关 Databricks Runtime 17.0 中的新增功能（包括 Apache Spark MLlib 和 SparkR）的信息，请参阅 Databricks Runtime 17.0 （EoS） 发行说明。
标准群集现在支持 SparkML
Databricks Runtime 17.0 ML 支持在标准（以前称为共享）群集上运行 SparkML。 有关标准群集的信息，请参阅 访问模式。
在标准群集上运行 SparkML 时，以下限制适用：
- 最大模型大小为 1GB。
- 每个会话的最大模型缓存大小为 10GB。
- 如果模型大小即将超过 1GB，则树模型训练会提前停止。
- 不支持以下 SparkML 模型：
- DistributedLDAModel（分布式LDA模型）
- FPGrowthModel
其他更改
已删除 XGBoost4J-Spark
包含在 Databricks Runtime ML 早期版本中的 XGBoost4J-Spark 不包括在 Databricks Runtime 17.0 ML 中。 Databricks 建议将 Python API 用于 xgboost.spark。 请参阅针对 XGBoost 模型的分布式训练xgboost.spark。
不再支持 Cosmos DB 在线存储提供程序
Cosmos DB 在线商店提供程序与 Databricks Runtime 17.0 ML 或更高版本不兼容。
系统环境
Databricks Runtime 17.0 ML 中的系统环境不同于 Databricks Runtime 17.0，如下所示。
- 对于 GPU 群集，Databricks Runtime ML 包含以下 NVIDIA GPU 库：
- CUDA 12.6
- cublas 12.6.4.1-1
- cusolver 11.7.1.2-1
- cupti 12.6.80-1
- cusparse 12.5.4.2-1
- cuDNN 9.5.1.17-1
- NCCL 2.26.2
- TensorRT 10.2.0.19-1
图书馆
以下部分列出了 Databricks Runtime 17.0 ML 中包含的库，这些库不同于 Databricks Runtime 17.0 中包含的库。
本节内容：
顶级图书馆
Databricks Runtime 17.0 ML 包含以下顶级 库：
- 数据集
- GraphFrames
- MLflow
- PyTorch
- spark-tensorflow-connector
- Scikit-learn
- 流媒体
- TensorFlow
- TensorBoard
- 转换器
Python库
Databricks Runtime 17.0 ML 使用 virtualenv 进行Python包管理，并包括许多常用的 ML 包。
除了以下部分中指定的包外，Databricks Runtime 17.0 ML 还包括以下包：
- automl 1.30.0
若要在本地Python虚拟环境中重现 Databricks Runtime ML Python 环境，请下载 requirements-17.0.txt 文件并运行 pip install -r requirements-17.0.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 或 hyperopt 的 Databricks 分支。
Python 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 |
1.5.2 | aiohappyeyeballs |
2.4.4 |
aiohttp |
3.11.10 | aiohttp-cors |
0.8.1 | aiosignal |
1.2.0 |
alembic |
1.15.2 | annotated-types |
0.7.0 | anyio |
4.6.2 |
argcomplete |
3.6.2 | argon2-cffi |
21.3.0 | argon2-cffi-bindings |
21.2.0 |
arrow |
1.3.0 | astor |
0.8.1 | asttokens |
2.0.5 |
astunparse |
1.6.3 | async-lru |
2.0.4 | attrs |
24.3.0 |
audioread |
3.0.1 | autocommand |
2.2.2 | azure-common |
1.1.28 |
azure-core |
1.33.0 | azure-cosmos |
4.3.1 | azure-identity |
1.20.0 |
azure-mgmt-core |
1.5.0 | azure-mgmt-web |
8.0.0 | azure-storage-blob |
12.23.0 |
azure-storage-file-datalake |
12.17.0 | babel |
2.16.0 | backoff |
2.2.1 |
backports.tarfile |
1.2.0 | bcrypt |
3.2.0 | beautifulsoup4 |
4.12.3 |
black |
24.10.0 | bleach |
6.2.0 | blinker |
1.7.0 |
blis |
0.7.11 | boto3 |
1.36.2 | botocore |
1.36.3 |
Brotli |
1.1.0 | cachetools |
5.5.1 | catalogue |
2.0.10 |
category-encoders |
2.6.3 | certifi |
2025年1月31日 | cffi |
1.17.1 |
chardet |
4.0.0 | charset-normalizer |
3.3.2 | circuitbreaker |
2.1.3 |
click |
8.1.7 | cloudpathlib |
0.21.0 | cloudpickle |
3.0.0 |
cmdstanpy |
1.2.5 | colorful |
0.5.6 | colorlog |
6.9.0 |
comm |
0.2.1 | composer |
0.29.0 | confection |
0.1.5 |
configparser |
5.2.0 | contourpy |
1.3.1 | coolname |
2.2.0 |
cramjam |
2.10.0 | cryptography |
43.0.3 | cycler |
0.11.0 |
cymem |
2.0.11 | Cython |
3.0.12 | dacite |
1.9.2 |
databricks-automl-runtime |
0.2.21 | databricks-sdk |
0.49.0 | datasets |
2.20.0 |
dbl-tempo |
0.1.26 | dbus-python |
1.3.2 | debugpy |
1.8.11 |
decorator |
5.1.1 | deepspeed |
0.14.4 | defusedxml |
0.7.1 |
Deprecated |
1.2.13 | dill |
0.3.8 | distlib |
0.3.9 |
dm-tree |
0.1.9 | docstring-to-markdown |
0.11 | entrypoints |
0.4 |
evaluate |
0.4.2 | executing |
0.8.3 | facets-overview |
1.1.1 |
Farama-Notifications |
0.0.4 | fastapi |
0.115.12 | fastjsonschema |
2.21.1 |
fasttext-wheel |
0.9.2 | filelock |
3.13.1 | Flask |
2.2.5 |
flatbuffers |
25.2.10 | fonttools |
4.55.3 | fqdn |
1.5.1 |
frozenlist |
1.5.0 | fsspec |
2023.5.0 | future |
0.18.3 |
gast |
0.4.0 | gitdb |
4.0.11 | GitPython |
3.1.43 |
google-api-core |
2.20.0 | google-auth |
2.38.0 | google-auth-oauthlib |
1.0.0 |
google-cloud-core |
2.4.3 | google-cloud-storage |
2.10.0 | google-crc32c |
1.7.1 |
google-pasta |
0.2.0 | google-resumable-media |
2.7.2 | googleapis-common-protos |
1.65.0 |
gql |
3.5.2 | graphql-core |
3.2.4 | greenlet |
3.1.1 |
grpcio |
1.67.0 | grpcio-status |
1.67.0 | gunicorn |
20.1.0 |
gymnasium |
0.28.1 | h11 |
0.14.0 | h5py |
3.12.1 |
hjson |
3.1.0 | holidays |
0.54 | htmlmin |
0.1.12 |
httpcore |
1.0.2 | httplib2 |
0.20.4 | httpx |
0.27.0 |
huggingface-hub |
0.30.2 | idna |
3.7 | ImageHash |
4.3.1 |
imageio |
2.37.0 | imbalanced-learn |
0.13.0 | importlib-metadata |
6.0.0 |
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 |
0.6.1 |
isoduration |
20.11.0 | itsdangerous |
2.2.0 | 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 |
3.1.5 | jiter |
0.9.0 |
jmespath |
1.0.1 | joblib |
1.4.2 | joblibspark |
0.5.1 |
json5 |
0.9.25 | jsonpatch |
1.33 | jsonpointer |
3.0.0 |
jsonschema |
4.23.0 | jsonschema-specifications |
2023年7月1日 | jupyter-events |
0.10.0 |
jupyter-lsp |
2.2.0 | jupyter_client |
8.6.3 | jupyter_core |
5.7.2 |
jupyter_server |
2.14.1 | jupyter\_server\_terminals |
0.4.4 | jupyterlab |
4.3.4 |
jupyterlab-pygments |
0.1.2 | jupyterlab-widgets |
1.0.0 | jupyterlab_server |
2.27.3 |
keras |
3.5.0 | kiwisolver |
1.4.8 | langchain |
0.3.21 |
langchain-core |
0.3.55 | langchain-text-splitters |
0.3.8 | langcodes |
3.5.0 |
langsmith |
0.1.133 | 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 |
0.10.2 | lightgbm |
4.5.0 |
lightning-utilities |
0.14.3 | linkify-it-py |
2.0.0 | llvmlite |
0.44.0 |
lz4 |
4.3.2 | Mako |
1.2.0 | marisa-trie |
1.2.0 |
Markdown |
3.4.1 | markdown-it-py |
2.2.0 | MarkupSafe |
3.0.2 |
matplotlib |
3.10.0 | matplotlib-inline |
0.1.7 | mccabe |
0.7.0 |
mdit-py-plugins |
0.3.0 | mdurl |
0.1.0 | memray |
1.17.1 |
mistune |
2.0.4 | ml_dtypes |
0.5.1 | mlflow-skinny |
2.21.3 |
mmh3 |
5.1.0 | more-itertools |
10.3.0 | mosaicml-cli |
0.6.41 |
mosaicml-streaming |
0.8.0 | mpmath |
1.3.0 | msal |
1.32.0 |
msal-extensions |
1.3.1 | msgpack |
1.1.0 | multidict |
6.1.0 |
multimethod |
1.12 | multiprocess |
0.70.16 | murmurhash |
1.0.12 |
mypy-extensions |
1.0.0 | namex |
0.0.8 | nbclient |
0.8.0 |
nbconvert |
7.16.4 | nbformat |
5.10.4 | nest-asyncio |
1.6.0 |
networkx |
3.4.2 | ninja |
1.11.1.1 | nltk |
3.9.1 |
nodeenv |
1.9.1 | notebook |
7.3.2 | notebook_shim |
0.2.3 |
numba |
0.61.0 | numpy |
2.1.3 | nvidia-ml-py |
12.570.86 |
oauthlib |
3.2.0 | oci |
2.150.2 | openai |
1.40.2 |
opencensus |
0.11.4 | opencensus-context |
0.1.3 | opentelemetry-api |
1.32.1 |
opentelemetry-sdk |
1.32.1 | opentelemetry-semantic-conventions |
0.53b1 | opt_einsum |
3.4.0 |
optree |
0.15.0 | optuna |
3.6.1 | optuna-integration |
3.6.0 |
orjson |
3.10.16 | overrides |
7.4.0 | packaging |
24.1 |
pandas |
2.2.3 | pandocfilters |
1.5.0 | paramiko |
3.4.0 |
parso |
0.8.4 | pathspec |
0.10.3 | patsy |
1.0.1 |
pexpect |
4.8.0 | phik |
0.12.4 | pillow |
11.1.0 |
pip |
25.0 | platformdirs |
3.10.0 | plotly |
5.24.1 |
pluggy |
1.5.0 | pmdarima |
2.0.4 | pooch |
1.8.2 |
preshed |
3.0.9 | prometheus_client |
0.21.0 | prompt-toolkit |
3.0.43 |
propcache |
0.2.0 | prophet |
1.1.6 | proto-plus |
1.26.1 |
protobuf |
5.29.4 | psutil |
5.9.0 | psycopg2 |
2.9.3 |
ptyprocess |
0.7.0 | pure-eval |
0.2.2 | puremagic |
1.28 |
py-cpuinfo |
9.0.0 | py-spy |
0.4.0 | pyarrow |
19.0.1 |
pyarrow-hotfix |
0.6 | pyasn1 |
0.4.8 | pyasn1-modules |
0.2.8 |
pybind11 |
2.13.6 | pyccolo |
0.0.71 | pycparser |
2.21 |
pydantic |
2.10.6 | pydantic_core |
2.27.2 | pyflakes |
3.2.0 |
Pygments |
2.15.1 | PyGObject |
3.48.2 | pyiceberg |
0.9.0 |
PyJWT |
2.10.1 | PyNaCl |
1.5.0 | pyodbc |
5.2.0 |
pyOpenSSL |
24.2.1 | pyparsing |
3.2.0 | pyright |
1.1.394 |
pytesseract |
0.3.10 | pytest |
8.3.5 | python-dateutil |
2.9.0.post0 |
python-editor |
1.0.4 | python-json-logger |
3.2.1 | python-lsp-jsonrpc |
1.1.2 |
python-lsp-server |
1.12.0 | python-snappy |
0.7.3 | pytoolconfig |
1.2.6 |
pytorch-ranger |
0.1.1 | pytz |
2024.1 | PyWavelets |
1.8.0 |
PyYAML |
6.0.2 | pyzmq |
26.2.0 | questionary |
2.1.0 |
ray |
2.37.0 | referencing |
0.30.2 | regex |
2024.11.6 |
requests |
2.32.3 | requests-oauthlib |
1.3.1 | requests-toolbelt |
1.0.0 |
rfc3339-validator |
0.1.4 | rfc3986-validator |
0.1.1 | rich |
13.9.4 |
rope |
1.12.0 | rpds-py |
0.22.3 | rsa |
4.9.1 |
ruamel.yaml |
0.18.10 | ruamel.yaml.clib |
0.2.12 | s3transfer |
0.11.3 |
safetensors |
0.5.3 | scikit-image |
0.25.0 | scikit-learn |
1.6.1 |
scipy |
1.15.1 | seaborn |
0.13.2 | Send2Trash |
1.8.2 |
sentence-transformers |
3.0.1 | sentencepiece |
0.2.0 | setuptools |
74.0.0 |
shap |
0.46.0 | shellingham |
1.5.4 | simplejson |
3.17.6 |
six |
1.16.0 | sklearn-compat |
0.1.3 | slicer |
0.0.8 |
smart-open |
7.1.0 | smmap |
5.0.0 | sniffio |
1.3.0 |
sortedcontainers |
2.4.0 | soundfile |
0.12.1 | soupsieve |
2.5 |
soxr |
0.5.0.post1 | spacy |
3.7.5 | spacy-legacy |
3.0.12 |
spacy-loggers |
1.0.5 | SQLAlchemy |
2.0.37 | sqlparse |
0.4.2 |
srsly |
2.5.1 | ssh-import-id |
5.11 | stack-data |
0.2.0 |
stanio |
0.5.1 | starlette |
0.46.2 | statsmodels |
0.14.4 |
strictyaml |
1.7.3 | sympy |
1.13.3 | tabulate |
0.9.0 |
tenacity |
9.0.0 | tensorboard |
2.19.0 | tensorboard-data-server |
0.7.2 |
tensorboardX |
2.6.2.2 | tensorflow |
2.19.0 | tensorflow-estimator |
2.15.0 |
termcolor |
3.0.1 | terminado |
0.17.1 | textual |
3.1.1 |
tf_keras |
2.19.0 | thinc |
8.2.4 | threadpoolctl |
3.5.0 |
tifffile |
2024年12月12日 | tiktoken |
0.7.0 | tinycss2 |
1.4.0 |
tokenize_rt |
6.1.0 | tokenizers |
0.21.1 | tomli |
2.0.1 |
torch |
2.4.0+cpu | torch-optimizer |
0.3.0 | torcheval |
0.0.7 |
torchmetrics |
1.4.0.post0 | torchvision |
0.19.0+cpu | tornado |
6.4.2 |
tqdm |
4.67.1 | traitlets |
5.14.3 | transformers |
4.49.0 |
typeguard |
4.4.2 | typer |
0.15.2 | types-python-dateutil |
2.9.0.20241206 |
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 |
0.34.2 | validators |
0.34.0 |
virtualenv |
20.29.3 | visions |
0.8.1 | wadllib |
1.3.6 |
wasabi |
1.1.3 | wcwidth |
0.2.5 | weasel |
0.4.1 |
webcolors |
24.11.1 | webencodings |
0.5.1 | websocket-client |
1.8.0 |
websockets |
11.0.3 | Werkzeug |
3.1.3 | whatthepatch |
1.0.2 |
wheel |
0.45.1 | widgetsnbextension |
3.6.6 | wordcloud |
1.9.4 |
wrapt |
1.17.0 | xgboost |
2.0.3 | xgboost-ray |
0.1.19 |
xxhash |
3.5.0 | yapf |
0.33.0 | yarl |
1.18.0 |
ydata-profiling |
4.16.1 | zipp |
3.21.0 | zstd |
1.5.5.1 |
Python库在GPU集群上
注释
PyTorch 使用 CUDA PyPI 依赖项提供 CUDA 支持，而不是内置于 Databricks Runtime 17.0 ML 中的 CUDA 库版本。
| 图书馆 | 版本 | 图书馆 | 版本 | 图书馆 | 版本 |
|---|---|---|---|---|---|
absl-py |
1.0.0 | accelerate |
1.5.2 | aiohappyeyeballs |
2.4.4 |
aiohttp |
3.11.10 | aiohttp-cors |
0.8.1 | aiosignal |
1.2.0 |
alembic |
1.15.2 | annotated-types |
0.7.0 | anyio |
4.6.2 |
argcomplete |
3.6.2 | argon2-cffi |
21.3.0 | argon2-cffi-bindings |
21.2.0 |
arrow |
1.3.0 | astor |
0.8.1 | asttokens |
2.0.5 |
astunparse |
1.6.3 | async-lru |
2.0.4 | attrs |
24.3.0 |
audioread |
3.0.1 | autocommand |
2.2.2 | azure-common |
1.1.28 |
azure-core |
1.33.0 | azure-cosmos |
4.3.1 | azure-identity |
1.20.0 |
azure-mgmt-core |
1.5.0 | azure-mgmt-web |
8.0.0 | azure-storage-blob |
12.23.0 |
azure-storage-file-datalake |
12.17.0 | babel |
2.16.0 | backoff |
2.2.1 |
backports.tarfile |
1.2.0 | bcrypt |
3.2.0 | beautifulsoup4 |
4.12.3 |
black |
24.10.0 | bleach |
6.2.0 | blinker |
1.7.0 |
blis |
0.7.11 | boto3 |
1.36.2 | botocore |
1.36.3 |
Brotli |
1.1.0 | cachetools |
5.5.1 | catalogue |
2.0.10 |
category-encoders |
2.6.3 | certifi |
2025年1月31日 | cffi |
1.17.1 |
chardet |
4.0.0 | charset-normalizer |
3.3.2 | circuitbreaker |
2.1.3 |
click |
8.1.7 | cloudpathlib |
0.21.0 | cloudpickle |
3.0.0 |
cmdstanpy |
1.2.5 | colorful |
0.5.6 | colorlog |
6.9.0 |
comm |
0.2.1 | composer |
0.29.0 | confection |
0.1.5 |
configparser |
5.2.0 | contourpy |
1.3.1 | coolname |
2.2.0 |
cramjam |
2.10.0 | cryptography |
43.0.3 | cycler |
0.11.0 |
cymem |
2.0.11 | Cython |
3.0.12 | dacite |
1.9.2 |
databricks-automl-runtime |
0.2.21 | databricks-sdk |
0.49.0 | datasets |
2.20.0 |
dbl-tempo |
0.1.26 | dbus-python |
1.3.2 | debugpy |
1.8.11 |
decorator |
5.1.1 | deepspeed |
0.14.4 | defusedxml |
0.7.1 |
Deprecated |
1.2.13 | dill |
0.3.8 | distlib |
0.3.9 |
dm-tree |
0.1.9 | docstring-to-markdown |
0.11 | entrypoints |
0.4 |
evaluate |
0.4.2 | executing |
0.8.3 | facets-overview |
1.1.1 |
Farama-Notifications |
0.0.4 | fastapi |
0.115.12 | fastjsonschema |
2.21.1 |
fasttext-wheel |
0.9.2 | filelock |
3.13.1 | Flask |
2.2.5 |
flatbuffers |
25.2.10 | fonttools |
4.55.3 | fqdn |
1.5.1 |
frozenlist |
1.5.0 | fsspec |
2023.5.0 | future |
0.18.3 |
gast |
0.4.0 | gitdb |
4.0.11 | GitPython |
3.1.43 |
google-api-core |
2.20.0 | google-auth |
2.38.0 | google-auth-oauthlib |
1.0.0 |
google-cloud-core |
2.4.3 | google-cloud-storage |
2.10.0 | google-crc32c |
1.7.1 |
google-pasta |
0.2.0 | google-resumable-media |
2.7.2 | googleapis-common-protos |
1.65.0 |
gql |
3.5.2 | graphql-core |
3.2.4 | greenlet |
3.1.1 |
grpcio |
1.67.0 | grpcio-status |
1.67.0 | gunicorn |
20.1.0 |
gymnasium |
0.28.1 | h11 |
0.14.0 | h5py |
3.12.1 |
hjson |
3.1.0 | holidays |
0.54 | htmlmin |
0.1.12 |
httpcore |
1.0.2 | httplib2 |
0.20.4 | httpx |
0.27.0 |
huggingface-hub |
0.30.2 | idna |
3.7 | ImageHash |
4.3.1 |
imageio |
2.37.0 | imbalanced-learn |
0.13.0 | importlib-metadata |
6.0.0 |
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 |
0.6.1 |
isoduration |
20.11.0 | itsdangerous |
2.2.0 | 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 |
3.1.5 | jiter |
0.9.0 |
jmespath |
1.0.1 | joblib |
1.4.2 | joblibspark |
0.5.1 |
json5 |
0.9.25 | jsonpatch |
1.33 | jsonpointer |
3.0.0 |
jsonschema |
4.23.0 | jsonschema-specifications |
2023年7月1日 | jupyter-events |
0.10.0 |
jupyter-lsp |
2.2.0 | jupyter_client |
8.6.3 | jupyter_core |
5.7.2 |
jupyter_server |
2.14.1 | jupyter\_server\_terminals |
0.4.4 | jupyterlab |
4.3.4 |
jupyterlab-pygments |
0.1.2 | jupyterlab-widgets |
1.0.0 | jupyterlab_server |
2.27.3 |
keras |
3.5.0 | kiwisolver |
1.4.8 | langchain |
0.3.21 |
langchain-core |
0.3.55 | langchain-text-splitters |
0.3.8 | langcodes |
3.5.0 |
langsmith |
0.1.133 | 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 |
0.10.2 | lightgbm |
4.5.0 |
lightning-utilities |
0.14.3 | linkify-it-py |
2.0.0 | llvmlite |
0.44.0 |
lz4 |
4.3.2 | Mako |
1.2.0 | marisa-trie |
1.2.0 |
Markdown |
3.4.1 | markdown-it-py |
2.2.0 | MarkupSafe |
3.0.2 |
matplotlib |
3.10.0 | matplotlib-inline |
0.1.7 | mccabe |
0.7.0 |
mdit-py-plugins |
0.3.0 | mdurl |
0.1.0 | memray |
1.17.1 |
mistune |
2.0.4 | ml_dtypes |
0.5.1 | mlflow-skinny |
2.21.3 |
mmh3 |
5.1.0 | more-itertools |
10.3.0 | mosaicml-cli |
0.6.41 |
mosaicml-streaming |
0.8.0 | mpmath |
1.3.0 | msal |
1.32.0 |
msal-extensions |
1.3.1 | msgpack |
1.1.0 | multidict |
6.1.0 |
multimethod |
1.12 | multiprocess |
0.70.16 | murmurhash |
1.0.12 |
mypy-extensions |
1.0.0 | namex |
0.0.8 | nbclient |
0.8.0 |
nbconvert |
7.16.4 | nbformat |
5.10.4 | nest-asyncio |
1.6.0 |
networkx |
3.4.2 | ninja |
1.11.1.1 | nltk |
3.9.1 |
nodeenv |
1.9.1 | notebook |
7.3.2 | notebook_shim |
0.2.3 |
numba |
0.61.0 | numpy |
2.1.3 | nvidia-ml-py |
12.570.86 |
oauthlib |
3.2.0 | oci |
2.150.2 | openai |
1.40.2 |
opencensus |
0.11.4 | opencensus-context |
0.1.3 | opentelemetry-api |
1.32.1 |
opentelemetry-sdk |
1.32.1 | opentelemetry-semantic-conventions |
0.53b1 | opt_einsum |
3.4.0 |
optree |
0.15.0 | optuna |
3.6.1 | optuna-integration |
3.6.0 |
orjson |
3.10.16 | overrides |
7.4.0 | packaging |
24.1 |
pandas |
2.2.3 | pandocfilters |
1.5.0 | paramiko |
3.4.0 |
parso |
0.8.4 | pathspec |
0.10.3 | patsy |
1.0.1 |
pexpect |
4.8.0 | phik |
0.12.4 | pillow |
11.1.0 |
pip |
25.0 | platformdirs |
3.10.0 | plotly |
5.24.1 |
pluggy |
1.5.0 | pmdarima |
2.0.4 | pooch |
1.8.2 |
preshed |
3.0.9 | prometheus_client |
0.21.0 | prompt-toolkit |
3.0.43 |
propcache |
0.2.0 | prophet |
1.1.6 | proto-plus |
1.26.1 |
protobuf |
5.29.4 | psutil |
5.9.0 | psycopg2 |
2.9.3 |
ptyprocess |
0.7.0 | pure-eval |
0.2.2 | puremagic |
1.28 |
py-cpuinfo |
9.0.0 | py-spy |
0.4.0 | pyarrow |
19.0.1 |
pyarrow-hotfix |
0.6 | pyasn1 |
0.4.8 | pyasn1-modules |
0.2.8 |
pybind11 |
2.13.6 | pyccolo |
0.0.71 | pycparser |
2.21 |
pydantic |
2.10.6 | pydantic_core |
2.27.2 | pyflakes |
3.2.0 |
Pygments |
2.15.1 | PyGObject |
3.48.2 | pyiceberg |
0.9.0 |
PyJWT |
2.10.1 | PyNaCl |
1.5.0 | pyodbc |
5.2.0 |
pyOpenSSL |
24.2.1 | pyparsing |
3.2.0 | pyright |
1.1.394 |
pytesseract |
0.3.10 | pytest |
8.3.5 | python-dateutil |
2.9.0.post0 |
python-editor |
1.0.4 | python-json-logger |
3.2.1 | python-lsp-jsonrpc |
1.1.2 |
python-lsp-server |
1.12.0 | python-snappy |
0.7.3 | pytoolconfig |
1.2.6 |
pytorch-ranger |
0.1.1 | pytz |
2024.1 | PyWavelets |
1.8.0 |
PyYAML |
6.0.2 | pyzmq |
26.2.0 | questionary |
2.1.0 |
ray |
2.37.0 | referencing |
0.30.2 | regex |
2024.11.6 |
requests |
2.32.3 | requests-oauthlib |
1.3.1 | requests-toolbelt |
1.0.0 |
rfc3339-validator |
0.1.4 | rfc3986-validator |
0.1.1 | rich |
13.9.4 |
rope |
1.12.0 | rpds-py |
0.22.3 | rsa |
4.9.1 |
ruamel.yaml |
0.18.10 | ruamel.yaml.clib |
0.2.12 | s3transfer |
0.11.3 |
safetensors |
0.5.3 | scikit-image |
0.25.0 | scikit-learn |
1.6.1 |
scipy |
1.15.1 | seaborn |
0.13.2 | Send2Trash |
1.8.2 |
sentence-transformers |
3.0.1 | sentencepiece |
0.2.0 | setuptools |
74.0.0 |
shap |
0.46.0 | shellingham |
1.5.4 | simplejson |
3.17.6 |
six |
1.16.0 | sklearn-compat |
0.1.3 | slicer |
0.0.8 |
smart-open |
7.1.0 | smmap |
5.0.0 | sniffio |
1.3.0 |
sortedcontainers |
2.4.0 | soundfile |
0.12.1 | soupsieve |
2.5 |
soxr |
0.5.0.post1 | spacy |
3.7.5 | spacy-legacy |
3.0.12 |
spacy-loggers |
1.0.5 | SQLAlchemy |
2.0.37 | sqlparse |
0.4.2 |
srsly |
2.5.1 | ssh-import-id |
5.11 | stack-data |
0.2.0 |
stanio |
0.5.1 | starlette |
0.46.2 | statsmodels |
0.14.4 |
strictyaml |
1.7.3 | sympy |
1.13.3 | tabulate |
0.9.0 |
tenacity |
9.0.0 | tensorboard |
2.19.0 | tensorboard-data-server |
0.7.2 |
tensorboardX |
2.6.2.2 | tensorflow |
2.19.0 | tensorflow-estimator |
2.15.0 |
termcolor |
3.0.1 | terminado |
0.17.1 | textual |
3.1.1 |
tf_keras |
2.19.0 | thinc |
8.2.4 | threadpoolctl |
3.5.0 |
tifffile |
2024年12月12日 | tiktoken |
0.7.0 | tinycss2 |
1.4.0 |
tokenize_rt |
6.1.0 | tokenizers |
0.21.1 | tomli |
2.0.1 |
torch |
2.4.0+cpu | torch-optimizer |
0.3.0 | torcheval |
0.0.7 |
torchmetrics |
1.4.0.post0 | torchvision |
0.19.0+cpu | tornado |
6.4.2 |
tqdm |
4.67.1 | traitlets |
5.14.3 | transformers |
4.49.0 |
typeguard |
4.4.2 | typer |
0.15.2 | types-python-dateutil |
2.9.0.20241206 |
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 |
0.34.2 | validators |
0.34.0 |
virtualenv |
20.29.3 | visions |
0.8.1 | wadllib |
1.3.6 |
wasabi |
1.1.3 | wcwidth |
0.2.5 | weasel |
0.4.1 |
webcolors |
24.11.1 | webencodings |
0.5.1 | websocket-client |
1.8.0 |
websockets |
11.0.3 | Werkzeug |
3.1.3 | whatthepatch |
1.0.2 |
wheel |
0.45.1 | widgetsnbextension |
3.6.6 | wordcloud |
1.9.4 |
wrapt |
1.17.0 | xgboost |
2.0.3 | xgboost-ray |
0.1.19 |
xxhash |
3.5.0 | yapf |
0.33.0 | yarl |
1.18.0 |
ydata-profiling |
4.16.1 | zipp |
3.21.0 | zstd |
1.5.5.1 |
R 软件库
R 库与 Databricks Runtime 17.0 中的 R 库 相同。
Java和 Scala 库（Scala 2.12 群集）
除了 Databricks Runtime 17.0 中的Java库和 Scala 库，Databricks Runtime 17.0 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 |
0.8.4-db1-spark3.5 |
org.mlflow |
mlflow-client |
2.15.1 |
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 |
0.8.4-db1-spark3.5 |
org.mlflow |
mlflow-client |
2.15.1 |
org.tensorflow |
spark-tensorflow-connector_2.12 |
1.15.0 |