用于机器学习的 Databricks Runtime 15.4 LTS
用于机器学习的 Databricks Runtime 15.4 LTS 基于 Databricks Runtime 15.4 LTS,为机器学习和数据科学提供了随时可用的环境。 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 TorchDistributor 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 LTS 版本生命周期。
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 15.4 LTS ML 是基于 Databricks Runtime 15.4 LTS 构建的。 若要了解 Databricks Runtime 15.4 LTS 中的新增功能,包括 Apache Spark MLlib 和 SparkR,请参阅 Databricks Runtime 15.4 LTS 发行说明。
用于分类的 Mosaic AutoML 样本权重
AutoML 现在支持分类的样本权重,让你可以在分类模型训练期间调整每个类的重要性。 有关详细信息,请参阅 AutoML Python API 的分类参数。
Databricks 特征工程客户端的更改
有关 Databricks 特征工程 Python API 中的新增功能的信息,请参阅功能工程客户端发行说明。
其他更改
Spark Tensorflow 分发服务器现已弃用
此 spark-tensorflow-distributor
包现已弃用。 15.4 LTS ML 之后的版本不会预安装此包。 Ray on Databricks 是分布式训练 Tensorflow 或 Keras 模型的推荐替代品
系统环境
Databricks Runtime 15.4 LTS ML 中的系统环境与 Databricks Runtime 15.4 LTS 不同,如下所示:
- 对于 GPU 群集,Databricks Runtime ML 包含以下 NVIDIA GPU 库:
- CUDA 12.1
- cusolver 11.4.5.107-1
- cupti 12.1
- cuDNN 8.9.0.131-1
- NCCL 2.17.1
- TensorRT 8.6.1.6-1
Libraries
以下部分列出了 Databricks Runtime 15.4 LTS ML 中包含的库,这些库与 Databricks Runtime 15.4 LTS 中包含的不同。
本节内容:
顶层库
Databricks Runtime 15.4 LTS ML 包含以下顶层库:
- datasets
- GraphFrames
- MLflow
- PyTorch
- spark-tensorflow-connector
- Scikit-learn
- TensorFlow
- TensorBoard
- 转换器
Python 库
Databricks Runtime 15.4 LTS ML 使用 virtualenv
进行 Python 包管理,并且包含许多常用的 ML 包。
除了在以下部分中指定的包,Databricks Runtime 15.4 LTS ML 还包含以下包:
- hyperopt 0.2.7+db3
- sparkdl 3.0.0_db1
- automl 1.28.0
若要在本地 Python 虚拟环境中重现 Databricks Runtime ML Python 环境,请执行以下步骤:
- 下载 requirements-15.4.txt 文件。
- 在 Ubuntu 系统上,运行
sudo apt-get install libpq-dev libcairo2-dev libdbus-1-dev libgirepository1.0-dev libsnappy-dev
以安装系统库。 - 运行
pip install -r requirements-15.4.txt --extra-index-url https://download.pytorch.org/whl/cpu
。 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
或者hyperopt
或horovod
的 Databricks 分支。
CPU 群集上的 Python 库
库 | 版本 | 库 | 版本 | 库 | 版本 |
---|---|---|---|---|---|
absl-py | 1.0.0 | accelerate | 0.31.0 | aiohttp | 3.8.5 |
aiohttp-cors | 0.7.0 | aiosignal | 1.2.0 | anyio | 3.5.0 |
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 | 4.0.2 |
attrs | 22.1.0 | audioread | 3.0.1 | azure-core | 1.30.2 |
azure-cosmos | 4.3.1 | azure-identity | 1.17.1 | azure-storage-blob | 12.19.1 |
azure-storage-file-datalake | 12.14.0 | backcall | 0.2.0 | bcrypt | 3.2.0 |
beautifulsoup4 | 4.12.2 | black | 23.3.0 | bleach | 4.1.0 |
blinker | 1.4 | blis | 0.7.11 | boto3 | 1.34.39 |
botocore | 1.34.39 | Brotli | 1.0.9 | cachetools | 5.4.0 |
catalogue | 2.0.10 | category-encoders | 2.6.3 | certifi | 2023.7.22 |
cffi | 1.15.1 | chardet | 4.0.0 | charset-normalizer | 2.0.4 |
circuitbreaker | 1.4.0 | 单击 | 8.0.4 | cloudpathlib | 0.16.0 |
cloudpickle | 2.2.1 | cmdstanpy | 1.2.2 | 五彩缤纷 | 0.5.6 |
comm | 0.1.2 | confection | 0.1.4 | configparser | 5.2.0 |
contourpy | 1.0.5 | 密码系统 | 41.0.3 | cycler | 0.11.0 |
cymem | 2.0.8 | Cython | 0.29.32 | dacite | 1.8.1 |
databricks-automl-runtime | 0.2.21 | databricks-feature-engineering | 0.6.0 | databricks-sdk | 0.20.0 |
dataclasses-json | 0.6.7 | datasets | 2.19.1 | dbl-tempo | 0.1.26 |
dbu-python | 1.2.18 | debugpy | 1.6.7 | decorator | 5.1.1 |
deepspeed | 0.14.4 | defusedxml | 0.7.1 | 已放弃 | 1.2.14 |
dill | 0.3.6 | diskcache | 5.6.3 | distlib | 0.3.8 |
dm-tree | 0.1.8 | entrypoints | 0.4 | 评估 | 0.4.2 |
正在执行 | 0.8.3 | facets-overview | 1.1.1 | Farama-Notifications | 0.0.4 |
fastjsonschema | 2.20.0 | fasttext | 0.9.2 | filelock | 3.13.4 |
Flask | 2.2.5 | flatbuffers | 24.3.25 | fonttools | 4.25.0 |
frozenlist | 1.3.3 | fsspec | 2023.5.0 | future | 0.18.3 |
gast | 0.4.0 | gitdb | 4.0.11 | GitPython | 3.1.27 |
google-api-core | 2.18.0 | google-auth | 2.21.0 | google-auth-oauthlib | 1.0.0 |
google-cloud-core | 2.4.1 | google-cloud-storage | 2.10.0 | google-crc32c | 1.5.0 |
google-pasta | 0.2.0 | google-resumable-media | 2.7.1 | googleapis-common-protos | 1.63.0 |
greenlet | 2.0.1 | grpcio | 1.60.0 | grpcio-status | 1.60.0 |
gunicorn | 20.1.0 | gviz-api | 1.10.0 | gymnasium | 0.28.1 |
h11 | 0.14.0 | h5py | 3.10.0 | hjson | 3.1.0 |
holidays | 0.45 | horovod | 0.28.1+db1 | htmlmin | 0.1.12 |
httpcore | 1.0.5 | httplib2 | 0.20.2 | httpx | 0.27.0 |
huggingface-hub | 0.23.4 | idna | 3.4 | ImageHash | 4.3.1 |
imageio | 2.31.1 | imbalanced-learn | 0.11.0 | importlib-metadata | 6.0.0 |
importlib_resources | 6.4.0 | ipyflow-core | 0.0.198 | ipykernel | 6.25.1 |
ipython | 8.15.0 | ipython-genutils | 0.2.0 | ipywidgets | 7.7.2 |
isodate | 0.6.1 | itsdangerous | 2.0.1 | jax-jumpy | 1.0.0 |
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 | 3.0.0 | jsonschema | 4.17.3 |
jupyter-server | 1.23.4 | jupyter_client | 7.4.9 | jupyter_core | 5.3.0 |
jupyterlab-pygments | 0.1.2 | keras | 3.2.1 | keyring | 23.5.0 |
kiwisolver | 1.4.4 | langchain | 0.1.20 | langchain-community | 0.0.38 |
langchain-core | 0.1.52 | langchain-text-splitters | 0.0.2 | langcodes | 3.4.0 |
langsmith | 0.1.63 | language_data | 1.2.0 | launchpadlib | 1.10.16 |
lazr.restfulclient | 0.14.4 | lazr.uri | 1.0.6 | lazy_loader | 0.2 |
libclang | 15.0.6.1 | librosa | 0.10.1 | lightgbm | 4.3.0 |
linkify-it-py | 2.0.0 | llvmlite | 0.40.0 | lxml | 4.9.2 |
lz4 | 4.3.2 | Mako | 1.2.0 | marisa-trie | 1.1.1 |
Markdown | 3.4.1 | markdown-it-py | 2.2.0 | MarkupSafe | 2.1.1 |
marshmallow | 3.21.2 | matplotlib | 3.7.2 | matplotlib-inline | 0.1.6 |
mdit-py-plugins | 0.3.0 | mdurl | 0.1.0 | memray | 1.13.3 |
mistune | 0.8.4 | ml-dtypes | 0.3.2 | mlflow-skinny | 2.13.1 |
more-itertools | 8.10.0 | mosaicml-streaming | 0.7.4 | mpmath | 1.3.0 |
msal | 1.29.0 | msal-extensions | 1.2.0 | msgpack | 1.0.8 |
multidict | 6.0.2 | multimethod | 1.12 | multiprocess | 0.70.14 |
murmurhash | 1.0.10 | mypy-extensions | 0.4.3 | namex | 0.0.8 |
nbclassic | 0.5.5 | nbclient | 0.5.13 | nbconvert | 6.5.4 |
nbformat | 5.7.0 | nest-asyncio | 1.5.6 | networkx | 3.1 |
ninja | 1.11.1.1 | nltk | 3.8.1 | 笔记本 | 6.5.4 |
notebook_shim | 0.2.2 | numba | 0.57.1 | numpy | 1.23.5 |
nvidia-ml-py | 12.555.43 | oauthlib | 3.2.0 | oci | 2.126.4 |
openai | 1.35.3 | opencensus | 0.11.4 | opencensus-context | 0.1.3 |
opentelemetry-api | 1.25.0 | opentelemetry-sdk | 1.25.0 | opentelemetry-semantic-conventions | 0.46b0 |
opt-einsum | 3.3.0 | optree | 0.12.1 | orjson | 3.10.6 |
打包 | 23.2 | pandas | 1.5.3 | pandocfilters | 1.5.0 |
paramiko | 3.4.0 | 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 | 23.2.1 | platformdirs | 3.10.0 | plotly | 5.9.0 |
pmdarima | 2.0.4 | pooch | 1.8.1 | portalocker | 2.10.1 |
preshed | 3.0.9 | prometheus-client | 0.14.1 | prompt-toolkit | 3.0.36 |
prophet | 1.1.5 | proto-plus | 1.24.0 | protobuf | 4.24.1 |
psutil | 5.9.0 | psycopg2 | 2.9.3 | ptyprocess | 0.7.0 |
pure-eval | 0.2.2 | py-cpuinfo | 8.0.0 | py-spy | 0.3.14 |
pyarrow | 14.0.1 | pyarrow-hotfix | 0.6 | pyasn1 | 0.4.8 |
pyasn1-modules | 0.2.8 | pybind11 | 2.13.1 | pyccolo | 0.0.52 |
pycparser | 2.21 | pydantic | 1.10.6 | Pygments | 2.15.1 |
PyGObject | 3.42.1 | PyJWT | 2.3.0 | PyNaCl | 1.5.0 |
pyodbc | 4.0.38 | pyOpenSSL | 23.2.0 | pyparsing | 3.0.9 |
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-snappy | 0.6.1 |
pytz | 2022.7 | PyWavelets | 1.4.1 | PyYAML | 6.0 |
pyzmq | 23.2.0 | ray | 2.20.0 | regex | 2022.7.9 |
请求 | 2.31.0 | requests-oauthlib | 1.3.1 | rich | 13.7.1 |
rsa | 4.9 | s3transfer | 0.10.2 | safetensors | 0.4.2 |
scikit-image | 0.20.0 | scikit-learn | 1.3.0 | scipy | 1.11.1 |
seaborn | 0.12.2 | SecretStorage | 3.3.1 | Send2Trash | 1.8.0 |
sentence-transformers | 2.7.0 | sentencepiece | 0.1.99 | setuptools | 68.0.0 |
shap | 0.44.0 | simplejson | 3.17.6 | 6 | 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 | 2.4 |
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 | 0.5.1 | statsmodels | 0.14.0 |
sympy | 1.11.1 | tangled-up-in-unicode | 0.2.0 | tenacity | 8.2.2 |
tensorboard | 2.16.2 | tensorboard-data-server | 0.7.2 | tensorboard_plugin_profile | 2.15.1 |
tensorboardX | 2.6.2.2 | tensorflow | 2.16.1 | tensorflow-estimator | 2.15.0 |
tensorflow-io-gcs-filesystem | 0.37.1 | termcolor | 2.4.0 | terminado | 0.17.1 |
textual | 0.63.3 | tf_keras | 2.16.0 | thinc | 8.2.3 |
threadpoolctl | 2.2.0 | tifffile | 2021.7.2 | tiktoken | 0.5.2 |
tinycss2 | 1.2.1 | tokenize-rt | 4.2.1 | tokenizers | 0.19.0 |
torch | 2.3.1+cpu | torcheval | 0.0.7 | torchvision | 0.18.1+cpu |
tornado | 6.3.2 | tqdm | 4.65.0 | traitlets | 5.7.1 |
transformers | 4.41.2 | typeguard | 2.13.3 | typer | 0.9.4 |
typing-inspect | 0.9.0 | typing_extensions | 4.10.0 | tzdata | 2022.1 |
uc-micro-py | 1.0.1 | ujson | 5.4.0 | unattended-upgrades | 0.1 |
urllib3 | 1.26.16 | virtualenv | 20.24.2 | 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 | 2.2.3 | wheel | 0.38.4 | wordcloud | 1.9.3 |
wrapt | 1.14.1 | xgboost | 2.0.3 | xxhash | 3.4.1 |
yarl | 1.8.1 | ydata-profiling | 4.5.1 | zipp | 3.11.0 |
zstd | 1.5.5.1 |
GPU 群集上的 Python 库
库 | 版本 | 库 | 版本 | 库 | 版本 |
---|---|---|---|---|---|
absl-py | 1.0.0 | accelerate | 0.31.0 | aiohttp | 3.8.5 |
aiohttp-cors | 0.7.0 | aiosignal | 1.2.0 | anyio | 3.5.0 |
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 | 4.0.2 |
attrs | 22.1.0 | audioread | 3.0.1 | azure-core | 1.30.2 |
azure-cosmos | 4.3.1 | azure-identity | 1.17.1 | azure-storage-blob | 12.19.1 |
azure-storage-file-datalake | 12.14.0 | backcall | 0.2.0 | bcrypt | 3.2.0 |
beautifulsoup4 | 4.12.2 | black | 23.3.0 | bleach | 4.1.0 |
blinker | 1.4 | blis | 0.7.11 | boto3 | 1.34.39 |
botocore | 1.34.39 | Brotli | 1.0.9 | cachetools | 5.4.0 |
catalogue | 2.0.10 | category-encoders | 2.6.3 | certifi | 2023.7.22 |
cffi | 1.15.1 | chardet | 4.0.0 | charset-normalizer | 2.0.4 |
circuitbreaker | 1.4.0 | 单击 | 8.0.4 | cloudpathlib | 0.16.0 |
cloudpickle | 2.2.1 | cmdstanpy | 1.2.2 | 五彩缤纷 | 0.5.6 |
comm | 0.1.2 | confection | 0.1.4 | configparser | 5.2.0 |
contourpy | 1.0.5 | 密码系统 | 41.0.3 | cycler | 0.11.0 |
cymem | 2.0.8 | Cython | 0.29.32 | dacite | 1.8.1 |
databricks-automl-runtime | 0.2.21 | databricks-feature-engineering | 0.6.0 | databricks-sdk | 0.20.0 |
dataclasses-json | 0.6.7 | datasets | 2.19.1 | dbl-tempo | 0.1.26 |
dbu-python | 1.2.18 | debugpy | 1.6.7 | decorator | 5.1.1 |
deepspeed | 0.14.4 | defusedxml | 0.7.1 | 已放弃 | 1.2.14 |
dill | 0.3.6 | diskcache | 5.6.3 | distlib | 0.3.8 |
dm-tree | 0.1.8 | einops | 0.8.0 | entrypoints | 0.4 |
评估 | 0.4.2 | 正在执行 | 0.8.3 | facets-overview | 1.1.1 |
Farama-Notifications | 0.0.4 | fastjsonschema | 2.20.0 | fasttext | 0.9.2 |
filelock | 3.13.4 | flash-attn | 2.5.9.post1 | Flask | 2.2.5 |
flatbuffers | 24.3.25 | fonttools | 4.25.0 | frozenlist | 1.3.3 |
fsspec | 2023.5.0 | future | 0.18.3 | gast | 0.4.0 |
gitdb | 4.0.11 | GitPython | 3.1.27 | google-api-core | 2.18.0 |
google-auth | 2.21.0 | google-auth-oauthlib | 1.0.0 | google-cloud-core | 2.4.1 |
google-cloud-storage | 2.10.0 | google-crc32c | 1.5.0 | google-pasta | 0.2.0 |
google-resumable-media | 2.7.1 | googleapis-common-protos | 1.63.0 | greenlet | 2.0.1 |
grpcio | 1.60.0 | grpcio-status | 1.60.0 | gunicorn | 20.1.0 |
gviz-api | 1.10.0 | gymnasium | 0.28.1 | h11 | 0.14.0 |
h5py | 3.10.0 | hjson | 3.1.0 | holidays | 0.45 |
horovod | 0.28.1+db1 | htmlmin | 0.1.12 | httpcore | 1.0.5 |
httplib2 | 0.20.2 | httpx | 0.27.0 | huggingface-hub | 0.23.4 |
idna | 3.4 | ImageHash | 4.3.1 | imageio | 2.31.1 |
imbalanced-learn | 0.11.0 | importlib-metadata | 6.0.0 | importlib_resources | 6.4.0 |
ipyflow-core | 0.0.198 | ipykernel | 6.25.1 | ipython | 8.15.0 |
ipython-genutils | 0.2.0 | ipywidgets | 7.7.2 | isodate | 0.6.1 |
itsdangerous | 2.0.1 | jax-jumpy | 1.0.0 | 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 | 3.0.0 | jsonschema | 4.17.3 | jupyter-server | 1.23.4 |
jupyter_client | 7.4.9 | jupyter_core | 5.3.0 | jupyterlab-pygments | 0.1.2 |
keras | 3.2.1 | keyring | 23.5.0 | kiwisolver | 1.4.4 |
langchain | 0.1.20 | langchain-community | 0.0.38 | langchain-core | 0.1.52 |
langchain-text-splitters | 0.0.2 | langcodes | 3.4.0 | langsmith | 0.1.63 |
language_data | 1.2.0 | launchpadlib | 1.10.16 | lazr.restfulclient | 0.14.4 |
lazr.uri | 1.0.6 | lazy_loader | 0.2 | libclang | 15.0.6.1 |
librosa | 0.10.1 | lightgbm | 4.3.0 | linkify-it-py | 2.0.0 |
llvmlite | 0.40.0 | lxml | 4.9.2 | lz4 | 4.3.2 |
Mako | 1.2.0 | marisa-trie | 1.1.1 | Markdown | 3.4.1 |
markdown-it-py | 2.2.0 | MarkupSafe | 2.1.1 | marshmallow | 3.21.2 |
matplotlib | 3.7.2 | matplotlib-inline | 0.1.6 | mdit-py-plugins | 0.3.0 |
mdurl | 0.1.0 | memray | 1.13.4 | mistune | 0.8.4 |
ml-dtypes | 0.3.2 | mlflow-skinny | 2.13.1 | more-itertools | 8.10.0 |
mosaicml-streaming | 0.7.4 | mpmath | 1.3.0 | msal | 1.30.0 |
msal-extensions | 1.2.0 | msgpack | 1.0.8 | multidict | 6.0.2 |
multimethod | 1.12 | multiprocess | 0.70.14 | murmurhash | 1.0.10 |
mypy-extensions | 0.4.3 | namex | 0.0.8 | nbclassic | 0.5.5 |
nbclient | 0.5.13 | nbconvert | 6.5.4 | nbformat | 5.7.0 |
nest-asyncio | 1.5.6 | networkx | 3.1 | ninja | 1.11.1.1 |
nltk | 3.8.1 | 笔记本 | 6.5.4 | notebook_shim | 0.2.2 |
numba | 0.57.1 | numpy | 1.23.5 | nvidia-cublas-cu12 | 12.1.3.1 |
nvidia-cuda-cupti-cu12 | 12.1.105 | nvidia-cuda-nvrtc-cu12 | 12.1.105 | nvidia-cuda-runtime-cu12 | 12.1.105 |
nvidia-cudnn-cu12 | 8.9.2.26 | nvidia-cufft-cu12 | 11.0.2.54 | nvidia-curand-cu12 | 10.3.2.106 |
nvidia-cusolver-cu12 | 11.4.5.107 | nvidia-cusparse-cu12 | 12.1.0.106 | nvidia-ml-py | 12.555.43 |
nvidia-nccl-cu12 | 2.20.5 | nvidia-nvjitlink-cu12 | 12.5.82 | nvidia-nvtx-cu12 | 12.1.105 |
oauthlib | 3.2.0 | oci | 2.126.4 | openai | 1.35.3 |
opencensus | 0.11.4 | opencensus-context | 0.1.3 | opentelemetry-api | 1.25.0 |
opentelemetry-sdk | 1.25.0 | opentelemetry-semantic-conventions | 0.46b0 | opt-einsum | 3.3.0 |
optree | 0.12.1 | orjson | 3.10.6 | 打包 | 23.2 |
pandas | 1.5.3 | pandocfilters | 1.5.0 | paramiko | 3.4.0 |
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 | 23.2.1 |
platformdirs | 3.10.0 | plotly | 5.9.0 | pmdarima | 2.0.4 |
pooch | 1.8.1 | portalocker | 2.10.1 | preshed | 3.0.9 |
prometheus-client | 0.14.1 | prompt-toolkit | 3.0.36 | prophet | 1.1.5 |
proto-plus | 1.24.0 | protobuf | 4.24.1 | psutil | 5.9.0 |
psycopg2 | 2.9.3 | ptyprocess | 0.7.0 | pure-eval | 0.2.2 |
py-cpuinfo | 8.0.0 | py-spy | 0.3.14 | pyarrow | 14.0.1 |
pyarrow-hotfix | 0.6 | pyasn1 | 0.4.8 | pyasn1-modules | 0.2.8 |
pybind11 | 2.13.1 | pyccolo | 0.0.52 | pycparser | 2.21 |
pydantic | 1.10.6 | Pygments | 2.15.1 | PyGObject | 3.42.1 |
PyJWT | 2.3.0 | PyNaCl | 1.5.0 | pyodbc | 4.0.38 |
pyOpenSSL | 23.2.0 | pyparsing | 3.0.9 | 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-snappy | 0.6.1 | pytz | 2022.7 |
PyWavelets | 1.4.1 | PyYAML | 6.0 | pyzmq | 23.2.0 |
ray | 2.20.0 | regex | 2022.7.9 | 请求 | 2.31.0 |
requests-oauthlib | 1.3.1 | rich | 13.7.1 | rsa | 4.9 |
s3transfer | 0.10.2 | safetensors | 0.4.2 | scikit-image | 0.20.0 |
scikit-learn | 1.3.0 | scipy | 1.11.1 | seaborn | 0.12.2 |
SecretStorage | 3.3.1 | Send2Trash | 1.8.0 | sentence-transformers | 2.7.0 |
sentencepiece | 0.1.99 | setuptools | 68.0.0 | shap | 0.44.0 |
simplejson | 3.17.6 | 6 | 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 | 2.4 | 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 | 0.5.1 | statsmodels | 0.14.0 | sympy | 1.11.1 |
tangled-up-in-unicode | 0.2.0 | tenacity | 8.2.2 | tensorboard | 2.16.2 |
tensorboard-data-server | 0.7.2 | tensorboard_plugin_profile | 2.15.1 | tensorboardX | 2.6.2.2 |
tensorflow | 2.16.1 | tensorflow-estimator | 2.15.0 | tensorflow-io-gcs-filesystem | 0.37.1 |
termcolor | 2.4.0 | terminado | 0.17.1 | textual | 0.63.3 |
tf_keras | 2.16.0 | thinc | 8.2.3 | threadpoolctl | 2.2.0 |
tifffile | 2021.7.2 | tiktoken | 0.5.2 | tinycss2 | 1.2.1 |
tokenize-rt | 4.2.1 | tokenizers | 0.19.0 | torch | 2.3.1+cu121 |
torcheval | 0.0.7 | torchvision | 0.18.1+cu121 | tornado | 6.3.2 |
tqdm | 4.65.0 | traitlets | 5.7.1 | transformers | 4.41.2 |
triton | 2.3.1 | typeguard | 2.13.3 | typer | 0.9.4 |
typing-inspect | 0.9.0 | typing_extensions | 4.10.0 | tzdata | 2022.1 |
uc-micro-py | 1.0.1 | ujson | 5.4.0 | unattended-upgrades | 0.1 |
urllib3 | 1.26.16 | virtualenv | 20.24.2 | 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 | 2.2.3 | wheel | 0.38.4 | wordcloud | 1.9.3 |
wrapt | 1.14.1 | xgboost | 2.0.3 | xxhash | 3.4.1 |
yarl | 1.8.1 | ydata-profiling | 4.5.1 | zipp | 3.11.0 |
zstd | 1.5.5.1 |
R 库
R 库与 Databricks Runtime 15.4 LTS 中的R 库完全相同。
Java 库和 Scala 库(Scala 2.12 群集)
除了 Databricks Runtime 15.4 LTS 中的 Java 库和 Scala 库之外,Databricks Runtime 15.4 LTS ML 还包含以下 JAR:
CPU 群集
组 ID | 项目 ID | 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 | 2.11.1 |
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
组 ID | 项目 ID | 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 | 2.11.1 |
org.scala-lang.modules | scala-java8-compat_2.12 | 0.8.0 |
org.tensorflow | spark-tensorflow-connector_2.12 | 1.15.0 |