Databricks Runtime 14.3 LTS för Machine Learning
Databricks Runtime 14.3 LTS for Machine Learning tillhandahåller en färdig miljö för maskininlärning och datavetenskap baserat på Databricks Runtime 14.3 LTS. Databricks Runtime ML innehåller många populära maskininlärningsbibliotek, inklusive TensorFlow, PyTorch och XGBoost. Databricks Runtime ML innehåller AutoML, ett verktyg för att automatiskt träna maskininlärningspipelines. Databricks Runtime ML stöder även distribuerad djupinlärningsträning med Horovod.
Nya funktioner och förbättringar
Databricks Runtime 14.3 LTS ML bygger på Databricks Runtime 14.3 LTS. Information om nyheter i Databricks Runtime 14.3 LTS, inklusive Apache Spark MLlib och SparkR, finns i viktig information om Databricks Runtime 14.3 LTS .
Systemmiljö
Systemmiljön i Databricks Runtime 14.3 LTS ML skiljer sig från Databricks Runtime 14.3 LTS enligt följande:
- För GPU-kluster innehåller Databricks Runtime ML följande NVIDIA GPU-bibliotek:
- CUDA 11.8
- cuDNN 8.9.0.131-1
- NCCL 2.15.5
- TensorRT 8.5.3-1
Databricks Runtime 14.3 LTS ML innehåller XGBoost 1.7.6, som inte stöder GPU-kluster med beräkningskapacitet 5.2 och lägre.
Bibliotek
I följande avsnitt visas de bibliotek som ingår i Databricks Runtime 14.3 LTS ML som skiljer sig från de som ingår i Databricks Runtime 14.3 LTS.
I detta avsnitt:
- Bibliotek på den översta nivån
- Python-bibliotek
- R-bibliotek
- Java- och Scala-bibliotek (Scala 2.12-kluster)
Bibliotek på den översta nivån
Databricks Runtime 14.3 LTS ML innehåller följande bibliotek på den översta nivån:
- GraphFrames
- Horovod och HorovodRunner
- MLflow
- PyTorch
- spark-tensorflow-connector
- TensorFlow
- TensorBoard
- Scikit-learn
Python-bibliotek
Databricks Runtime 14.3 LTS ML använder virtualenv sig av Python-pakethantering och innehåller många populära ML-paket.
Förutom de paket som anges i följande avsnitt innehåller Även Databricks Runtime 14.3 LTS ML följande paket:
- hyperopt 0.2.7+db4
- sparkdl 3.0.0_db1
- automl 1.24.0
Om du vill återskapa Databricks Runtime ML Python-miljön i din lokala virtuella Python-miljö laddar du ned filen requirements-14.3.txt och kör pip install -r requirements-14.3.txt. Det här kommandot installerar alla öppen källkod bibliotek som Databricks Runtime ML använder, men installerar inte bibliotek som utvecklats av Databricks, till exempel databricks-automl, databricks-feature-storeeller Databricks-förgreningen för hyperopt.
Python-bibliotek i CPU-kluster
| Bibliotek | Version | Bibliotek | Version | Bibliotek | Version |
|---|---|---|---|---|---|
| absl-py | 1.0.0 | Påskynda | 0.25.0 | aiohttp | 3.9.1 |
| aiosignal | 1.3.1 | anyio | 3.5.0 | appdirs | 1.4.4 |
| argon2-cffi | 21.3.0 | argon2-cffi-bindningar | 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 | 3.0.1 | azure-core | 1.29.1 |
| azure-cosmos | 4.3.1 | azure-storage-blob | 12.19.0 | azure-storage-file-datalake | 12.14.0 |
| backcall | 0.2.0 | Bcrypt | 3.2.0 | beautifulsoup4 | 4.11.1 |
| svart | 22.6.0 | Blekmedel | 4.1.0 | blinker | 1.4 |
| blis | 0.7.11 | boto3 | 1.24.28 | botocore | 1.27.96 |
| cachetools | 5.3.2 | Katalog | 2.0.10 | kategorikodare | 2.6.3 |
| Certifi | 2022.12.7 | Cffi | 1.15.1 | Chardet | 4.0.0 |
| charset-normalizer | 2.0.4 | klicka | 8.0.4 | cloudpathlib | 0.16.0 |
| cloudpickle | 2.0.0 | cmdstanpy | 1.2.0 | Comm | 0.1.2 |
| Konfekt | 0.1.4 | configparser | 5.2.0 | contourpy | 1.0.5 |
| Kryptografi | 39.0.1 | Apparat | 0.11.0 | cymem | 2.0.8 |
| Cython | 0.29.32 | dacite | 1.8.1 | databricks-automl-runtime | 0.2.20 |
| databricks-cli | 0.18.0 | databricks-feature-engineering | 0.2.0 | databricks-sdk | 0.1.6 |
| dataclasses-json | 0.6.3 | datauppsättningar | 2.15.0 | dbl-tempo | 0.1.26 |
| dbus-python | 1.2.18 | felsökning | 1.6.7 | Dekoratör | 5.1.1 |
| djupspeed | 0.12.4 | defusedxml | 0.7.1 | Dill | 0.3.6 |
| diskcache | 5.6.3 | distlib | 0.3.7 | docstring-to-markdown | 0,11 |
| entrypoints | 0,4 | evaluate (utvärdera) | 0.4.1 | Verkställande | 0.8.3 |
| facets-overview | 1.1.1 | fastjsonschema | 2.19.1 | snabbtext | 0.9.2 |
| filelock | 3.9.0 | Flask | 2.2.5 | flatbuffers | 23.5.26 |
| Fonttools | 4.25.0 | frozenlist | 1.4.1 | fsspec | 2023.6.0 |
| Framtiden | 0.18.3 | Gast | 0.4.0 | gitdb | 4.0.11 |
| GitPython | 3.1.27 | google-api-core | 2.15.0 | google-auth | 2.21.0 |
| google-auth-oauthlib | 1.0.0 | google-cloud-core | 2.4.1 | google-cloud-storage | 2.11.0 |
| google-crc32c | 1.5.0 | google-pasta | 0.2.0 | google-resumable-media | 2.7.0 |
| googleapis-common-protos | 1.62.0 | greenlet | 2.0.1 | grpcio | 1.48.2 |
| grpcio-status | 1.48.1 | gunicorn | 20.1.0 | gviz-api | 1.10.0 |
| h5py | 3.7.0 | hjson | 3.1.0 | Semester | 0,38 |
| horovod | 0.28.1 | htmlmin | 0.1.12 | httplib2 | 0.20.2 |
| huggingface-hub | 0.19.4 | idna | 3.4 | ImageHash | 4.3.1 |
| obalanserad inlärning | 0.11.0 | importlib-metadata | 4.11.3 | importlib-resources | 6.1.1 |
| 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 |
| jsonpatch | 1.33 | jsonpointer | 2.4 | 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 | 2.14.0 |
| Keyring | 23.5.0 | kiwisolver | 1.4.4 | langchain | 0.0.348 |
| langchain-core | 0.0.13 | langcodes | 3.3.0 | langsmith | 0.0.79 |
| Launchpadlib | 1.10.16 | Lazr.restfulclient | 0.14.4 | Lazr.uri | 1.0.6 |
| lazy_loader | 0,3 | libclang | 15.0.6.1 | librosa | 0.10.1 |
| lightgbm | 4.1.0 | llvmlite | 0.39.1 | Lxml | 4.9.1 |
| Mako | 1.2.0 | Markdown | 3.4.1 | Markering Valv | 2.1.1 |
| Marshmallow | 3.20.2 | matplotlib | 3.7.0 | matplotlib-inline | 0.1.6 |
| Mccabe | 0.7.0 | mistune | 0.8.4 | ml-dtypes | 0.2.0 |
| mlflow-skinny | 2.9.2 | more-itertools | 8.10.0 | Mpmath | 1.2.1 |
| msgpack | 1.0.7 | multidict | 6.0.4 | multimethod | 1.10 |
| multiprocess | 0.70.14 | murmurhash | 1.0.10 | 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 | 1.11.1.1 | nltk | 3.7 | nodeenv | 1.8.0 |
| notebook-fil | 6.5.2 | notebook_shim | 0.2.2 | numba | 0.56.4 |
| Numpy | 1.23.5 | oauthlib | 3.2.0 | openai | 0.28.1 |
| opt-einsum | 3.3.0 | Förpackning | 23.2 | Pandas | 1.5.3 |
| pandocfilter | 1.5.0 | Paramiko | 2.9.2 | 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 |
| Kudde | 9.4.0 | Pip | 22.3.1 | platformdirs | 2.5.2 |
| plotly | 5.9.0 | pluggy | 1.0.0 | pmdarima | 2.0.4 |
| Pooch | 1.4.0 | fördefinierad | 3.0.9 | prometheus-client | 0.14.1 |
| prompt-toolkit | 3.0.36 | Profeten | 1.1.5 | 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 |
| pyarrow-hotfix | 0,5 | pyasn1 | 0.4.8 | pyasn1-modules | 0.2.8 |
| pybind11 | 2.11.1 | pycparser | 2.21 | pydantisk | 1.10.6 |
| Pyflakes | 3.1.0 | Pygments | 2.11.2 | Pygobject | 3.42.1 |
| PyJWT | 2.3.0 | PyNaCl | 1.5.0 | pynvml | 11.5.0 |
| 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 | 1.1.1 | python-lsp-server | 1.8.0 |
| pytoolconfig | 1.2.5 | pytz | 2022.7 | PyWavelets | 1.4.1 |
| PyYAML | 6,0 | pyzmq | 23.2.0 | Regex | 2022.7.9 |
| begäranden | 2.28.1 | requests-oauthlib | 1.3.1 | Svaren | 0.18.0 |
| Rep | 1.7.0 | Rsa | 4,9 | s3transfer | 0.6.2 |
| safetensors | 0.4.1 | scikit-learn | 1.1.1 | Scipy | 1.10.0 |
| seaborn | 0.12.2 | SecretStorage | 3.3.1 | Send2Trash | 1.8.0 |
| meningstransformatorer | 2.2.2 | meningsstycke | 0.1.99 | Setuptools | 65.6.3 |
| Shap | 0.44.0 | Simplejson | 3.17.6 | Sex | 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 | 0.3.7 | 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 | 0.3.0 | statsmodels | 0.13.5 |
| Sympy | 1.11.1 | Tabellform | 0.8.10 | trasslig upp-i-unicode | 0.2.0 |
| Uthållighet | 8.1.0 | tensorboard | 2.14.1 | tensorboard-data-server | 0.7.2 |
| tensorboard-plugin-profile | 2.14.0 | tensorflow-cpu | 2.14.1 | tensorflow-estimator | 2.14.0 |
| tensorflow-io-gcs-filesystem | 0.35.0 | termcolor | 2.4.0 | terminado | 0.17.1 |
| thinc | 8.2.2 | threadpoolctl | 2.2.0 | tiktoken | 0.5.2 |
| tinycss2 | 1.2.1 | tokenize-rt | 4.2.1 | tokenizers | 0.15.0 |
| tomli | 2.0.1 | Fackla | 2.0.1+cpu | torchvision | 0.15.2+cpu |
| Tornado | 6.1 | tqdm | 4.64.1 | traitlets | 5.7.1 |
| Transformatorer | 4.36.1 | typeguard | 2.13.3 | typer | 0.9.0 |
| skriva-inspektera | 0.9.0 | typing_extensions | 4.4.0 | ujson | 5.4.0 |
| obevakade uppgraderingar | 0,1 | urllib3 | 1.26.14 | Virtualenv | 20.16.7 |
| Visioner | 0.7.5 | Wadllib | 1.3.6 | Wasabi | 1.1.2 |
| wcwidth | 0.2.5 | Vessla | 0.3.4 | webencodings | 0.5.1 |
| websocket-client | 0.58.0 | Werkzeug | 2.2.2 | whatthepatch | 1.0.2 |
| Hjul | 0.38.4 | widgetsnbextension | 3.6.1 | wordcloud | 1.9.3 |
| wrapt | 1.14.1 | xgboost | 1.7.6 | xxhash | 3.4.1 |
| yapf | 0.33.0 | Yarl | 1.9.4 | ydata-profilering | 4.2.0 |
| Zipp | 3.11.0 |
Python-bibliotek i GPU-kluster
| Bibliotek | Version | Bibliotek | Version | Bibliotek | Version |
|---|---|---|---|---|---|
| absl-py | 1.0.0 | Påskynda | 0.25.0 | aiohttp | 3.9.1 |
| aiosignal | 1.3.1 | anyio | 3.5.0 | appdirs | 1.4.4 |
| argon2-cffi | 21.3.0 | argon2-cffi-bindningar | 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 | 3.0.1 | azure-core | 1.29.1 |
| azure-cosmos | 4.3.1 | azure-storage-blob | 12.19.0 | azure-storage-file-datalake | 12.14.0 |
| backcall | 0.2.0 | Bcrypt | 3.2.0 | beautifulsoup4 | 4.11.1 |
| svart | 22.6.0 | Blekmedel | 4.1.0 | blinker | 1.4 |
| blis | 0.7.11 | boto3 | 1.24.28 | botocore | 1.27.96 |
| cachetools | 5.3.2 | Katalog | 2.0.10 | kategorikodare | 2.6.3 |
| Certifi | 2022.12.7 | Cffi | 1.15.1 | Chardet | 4.0.0 |
| charset-normalizer | 2.0.4 | klicka | 8.0.4 | cloudpathlib | 0.16.0 |
| cloudpickle | 2.0.0 | Cmake | 3.28.1 | cmdstanpy | 1.2.0 |
| Comm | 0.1.2 | Konfekt | 0.1.4 | configparser | 5.2.0 |
| contourpy | 1.0.5 | Kryptografi | 39.0.1 | Apparat | 0.11.0 |
| cymem | 2.0.8 | Cython | 0.29.32 | dacite | 1.8.1 |
| databricks-automl-runtime | 0.2.20 | databricks-cli | 0.18.0 | databricks-feature-engineering | 0.2.0 |
| databricks-sdk | 0.1.6 | dataclasses-json | 0.6.3 | datauppsättningar | 2.15.0 |
| dbl-tempo | 0.1.26 | dbus-python | 1.2.18 | felsökning | 1.6.7 |
| Dekoratör | 5.1.1 | djupspeed | 0.12.4 | defusedxml | 0.7.1 |
| Dill | 0.3.6 | diskcache | 5.6.3 | distlib | 0.3.7 |
| docstring-to-markdown | 0,11 | einops | 0.7.0 | entrypoints | 0,4 |
| evaluate (utvärdera) | 0.4.1 | Verkställande | 0.8.3 | facets-overview | 1.1.1 |
| fastjsonschema | 2.19.1 | snabbtext | 0.9.2 | filelock | 3.9.0 |
| flash-attn | 2.3.6 | Flask | 2.2.5 | flatbuffers | 23.5.26 |
| Fonttools | 4.25.0 | frozenlist | 1.4.1 | fsspec | 2023.6.0 |
| Framtiden | 0.18.3 | Gast | 0.4.0 | gitdb | 4.0.11 |
| GitPython | 3.1.27 | google-api-core | 2.15.0 | google-auth | 2.21.0 |
| google-auth-oauthlib | 1.0.0 | google-cloud-core | 2.4.1 | google-cloud-storage | 2.11.0 |
| google-crc32c | 1.5.0 | google-pasta | 0.2.0 | google-resumable-media | 2.7.0 |
| googleapis-common-protos | 1.62.0 | greenlet | 2.0.1 | grpcio | 1.48.2 |
| grpcio-status | 1.48.1 | gunicorn | 20.1.0 | gviz-api | 1.10.0 |
| h5py | 3.7.0 | hjson | 3.1.0 | Semester | 0,38 |
| horovod | 0.28.1 | htmlmin | 0.1.12 | httplib2 | 0.20.2 |
| huggingface-hub | 0.19.4 | idna | 3.4 | ImageHash | 4.3.1 |
| obalanserad inlärning | 0.11.0 | importlib-metadata | 4.11.3 | importlib-resources | 6.1.1 |
| 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 |
| jsonpatch | 1.33 | jsonpointer | 2.4 | 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 | 2.14.0 |
| Keyring | 23.5.0 | kiwisolver | 1.4.4 | langchain | 0.0.348 |
| langchain-core | 0.0.13 | langcodes | 3.3.0 | langsmith | 0.0.79 |
| Launchpadlib | 1.10.16 | Lazr.restfulclient | 0.14.4 | Lazr.uri | 1.0.6 |
| lazy_loader | 0,3 | libclang | 15.0.6.1 | librosa | 0.10.1 |
| lightgbm | 4.1.0 | Lit | 17.0.6 | llvmlite | 0.39.1 |
| Lxml | 4.9.1 | Mako | 1.2.0 | Markdown | 3.4.1 |
| Markering Valv | 2.1.1 | Marshmallow | 3.20.2 | matplotlib | 3.7.0 |
| matplotlib-inline | 0.1.6 | Mccabe | 0.7.0 | mistune | 0.8.4 |
| ml-dtypes | 0.2.0 | mlflow-skinny | 2.9.2 | more-itertools | 8.10.0 |
| Mpmath | 1.2.1 | msgpack | 1.0.7 | multidict | 6.0.4 |
| multimethod | 1.10 | multiprocess | 0.70.14 | murmurhash | 1.0.10 |
| 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 | 1.11.1.1 | nltk | 3.7 |
| nodeenv | 1.8.0 | notebook-fil | 6.5.2 | notebook_shim | 0.2.2 |
| numba | 0.56.4 | Numpy | 1.23.5 | oauthlib | 3.2.0 |
| openai | 0.28.1 | opt-einsum | 3.3.0 | Förpackning | 23.2 |
| Pandas | 1.5.3 | pandocfilter | 1.5.0 | Paramiko | 2.9.2 |
| 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 | Kudde | 9.4.0 | Pip | 22.3.1 |
| platformdirs | 2.5.2 | plotly | 5.9.0 | pluggy | 1.0.0 |
| pmdarima | 2.0.4 | Pooch | 1.4.0 | fördefinierad | 3.0.9 |
| prompt-toolkit | 3.0.36 | Profeten | 1.1.5 | 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 |
| pyarrow-hotfix | 0,5 | pyasn1 | 0.4.8 | pyasn1-modules | 0.2.8 |
| pybind11 | 2.11.1 | pycparser | 2.21 | pydantisk | 1.10.6 |
| Pyflakes | 3.1.0 | Pygments | 2.11.2 | Pygobject | 3.42.1 |
| PyJWT | 2.3.0 | PyNaCl | 1.5.0 | pynvml | 11.5.0 |
| 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 | 1.1.1 | python-lsp-server | 1.8.0 |
| pytoolconfig | 1.2.5 | pytz | 2022.7 | PyWavelets | 1.4.1 |
| PyYAML | 6,0 | pyzmq | 23.2.0 | Regex | 2022.7.9 |
| begäranden | 2.28.1 | requests-oauthlib | 1.3.1 | Svaren | 0.18.0 |
| Rep | 1.7.0 | Rsa | 4,9 | s3transfer | 0.6.2 |
| safetensors | 0.4.1 | scikit-learn | 1.1.1 | Scipy | 1.10.0 |
| seaborn | 0.12.2 | SecretStorage | 3.3.1 | Send2Trash | 1.8.0 |
| meningstransformatorer | 2.2.2 | meningsstycke | 0.1.99 | Setuptools | 65.6.3 |
| Shap | 0.44.0 | Simplejson | 3.17.6 | Sex | 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 | 0.3.7 | 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 | 0.3.0 | statsmodels | 0.13.5 |
| Sympy | 1.11.1 | Tabellform | 0.8.10 | trasslig upp-i-unicode | 0.2.0 |
| Uthållighet | 8.1.0 | tensorboard | 2.14.1 | tensorboard-data-server | 0.7.2 |
| tensorboard-plugin-profile | 2.14.0 | tensorflow | 2.14.1 | tensorflow-estimator | 2.14.0 |
| tensorflow-io-gcs-filesystem | 0.35.0 | termcolor | 2.4.0 | terminado | 0.17.1 |
| thinc | 8.2.2 | threadpoolctl | 2.2.0 | tiktoken | 0.5.2 |
| tinycss2 | 1.2.1 | tokenize-rt | 4.2.1 | tokenizers | 0.15.0 |
| tomli | 2.0.1 | Fackla | 2.0.1+cu118 | torchvision | 0.15.2+cu118 |
| Tornado | 6.1 | tqdm | 4.64.1 | traitlets | 5.7.1 |
| Transformatorer | 4.36.1 | Triton | 2.0.0 | typeguard | 2.13.3 |
| typer | 0.9.0 | skriva-inspektera | 0.9.0 | typing_extensions | 4.4.0 |
| ujson | 5.4.0 | obevakade uppgraderingar | 0,1 | urllib3 | 1.26.14 |
| Virtualenv | 20.16.7 | Visioner | 0.7.5 | Wadllib | 1.3.6 |
| Wasabi | 1.1.2 | wcwidth | 0.2.5 | Vessla | 0.3.4 |
| webencodings | 0.5.1 | websocket-client | 0.58.0 | Werkzeug | 2.2.2 |
| whatthepatch | 1.0.2 | Hjul | 0.38.4 | widgetsnbextension | 3.6.1 |
| wordcloud | 1.9.3 | wrapt | 1.14.1 | xgboost | 1.7.6 |
| xxhash | 3.4.1 | yapf | 0.33.0 | Yarl | 1.9.4 |
| ydata-profilering | 4.2.0 | Zipp | 3.11.0 |
R-bibliotek
R-biblioteken är identiska med R-biblioteken i Databricks Runtime 14.3 LTS.
Java- och Scala-bibliotek (Scala 2.12-kluster)
Förutom Java- och Scala-bibliotek i Databricks Runtime 14.3 LTS innehåller Databricks Runtime 14.3 LTS ML följande JAR:er:
CPU-kluster
| Grupp-ID | Artefakt-ID | Version |
|---|---|---|
| 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 | 2.9.2 |
| org.scala-lang.modules | scala-java8-compat_2.12 | 0.8.0 |
| org.tensorflow | spark-tensorflow-connector_2.12 | 1.15.0 |
GPU-kluster
| Grupp-ID | Artefakt-ID | Version |
|---|---|---|
| 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 | 2.9.2 |
| org.scala-lang.modules | scala-java8-compat_2.12 | 0.8.0 |
| org.tensorflow | spark-tensorflow-connector_2.12 | 1.15.0 |