Databricks Runtime 15.2 voor Machine Learning
Databricks Runtime 15.2 voor Machine Learning biedt een kant-en-klare omgeving voor machine learning en gegevenswetenschap op basis van Databricks Runtime 15.2. Databricks Runtime ML bevat veel populaire machine learning-bibliotheken, waaronder TensorFlow, PyTorch en XGBoost. Databricks Runtime ML bevat AutoML, een hulpprogramma voor het automatisch trainen van machine learning-pijplijnen. Databricks Runtime ML biedt ook ondersteuning voor gedistribueerde Deep Learning-training met behulp van Horovod.
Tip
Als u releaseopmerkingen voor Databricks Runtime-versies wilt zien die end-of-support (EoS) hebben bereikt, raadpleegt u de releaseopmerkingen voor Databricks Runtime. De EoS Databricks Runtime-versies zijn buiten gebruik gesteld en worden mogelijk niet bijgewerkt.
Nieuwe functies en verbeteringen
Databricks Runtime 15.2 ML is gebouwd op Databricks Runtime 15.2. Zie de releaseopmerkingen van Databricks Runtime 15.2, waaronder Apache Spark MLlib en SparkR, voor informatie over wat er nieuw is in Databricks Runtime 15.2 .
StreamingDataset toevoegen
StreamingDataset wordt gebruikt om zo snel, goedkoop en schaalbaar mogelijk te trainen op grote gegevenssets vanuit cloudopslag. Het is vooraf geïnstalleerd in Databricks Runtime 15.2 ML.
Photon-ondersteuning op Databricks Runtime ML-CPU-clusters
Vanaf Databricks Runtime 15.2 ML kunt u uw Spark SQL- en Spark DataFrame-workloads versnellen door Photon in te schakelen op uw CPU-cluster.
Voor machine learning-toepassingen biedt Photon snellere prestaties voor gebruiksvoorbeelden, zoals:
- Gegevensvoorbereiding met behulp van SQL of DataFrame-API.
- Functie-engineering met zoekactie naar een bepaald tijdstip.
- Grafiekanalyse met GraphFrames.
Photon verbetert niet de prestaties van Python-bibliotheken, zoals TensorFlow, PyTorch en XGBoost.
Spark RDD-API's en Spark MLlib hebben beperkte compatibiliteit met Photon. Wanneer u grote gegevenssets verwerkt met Behulp van Spark RDD of Spark MLlib, kunnen er problemen met spark-geheugen optreden. Bekijk problemen met Spark-geheugen.
Systeemomgeving
De systeemomgeving in Databricks Runtime 15.2 ML verschilt als volgt van Databricks Runtime 15.2:
- Voor GPU-clusters bevat Databricks Runtime ML de volgende NVIDIA GPU-bibliotheken:
- 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
Bibliotheken
In de volgende secties worden de bibliotheken vermeld die zijn opgenomen in Databricks Runtime 15.2 ML die verschillen van de bibliotheken die zijn opgenomen in Databricks Runtime 15.2.
In deze sectie:
- Bibliotheken met de hoogste laag
- Python-bibliotheken
- R-bibliotheken
- Java- en Scala-bibliotheken (Scala 2.12-cluster)
Bibliotheken met de hoogste laag
Databricks Runtime 15.2 ML bevat de volgende bibliotheken met de hoogste laag:
- gegevenssets
- GraphFrames
- MLflow
- PyTorch
- spark-tensorflow-connector
- Scikit-learn
- TensorFlow
- TensorBoard
- Transformers
Python-bibliotheken
Databricks Runtime 15.2 ML gebruikt virtualenv voor Python-pakketbeheer en bevat veel populaire ML-pakketten.
Naast de pakketten die in de volgende secties zijn opgegeven, bevat Databricks Runtime 15.2 ML ook de volgende pakketten:
- hyperopt 0.2.7+db3
- sparkdl-3.0.0_db1
- automl 1.26.0
Als u de Databricks Runtime ML Python-omgeving in uw lokale virtuele Python-omgeving wilt reproduceren, downloadt u het requirements-15.2.txt-bestand en voert u het uitpip install -r requirements-15.2.txt. Met deze opdracht worden alle opensourcebibliotheken geïnstalleerd die door Databricks Runtime ML worden gebruikt, maar worden er geen bibliotheken geïnstalleerd die zijn ontwikkeld door Databricks, zoals databricks-automl, databricks-feature-engineeringof de Databricks-fork van hyperopt.
Python-bibliotheken op CPU-clusters
| Bibliotheek | Versie | Bibliotheek | Versie | Bibliotheek | Versie |
|---|---|---|---|---|---|
| absl-py | 1.0.0 | versnellen | 0.28.0 | aiohttp | 3.8.5 |
| aiohttp-cors | 0.7.0 | aiosignal | 1.2.0 | anyio | 3.5.0 |
| argon2-cffi | 21.3.0 | argon2-cffi-bindingen | 21.2.0 | Astor | 0.8.1 |
| asttokens | 2.0.5 | astunparse | 1.6.3 | asynchrone time-out | 4.0.2 |
| attrs | 22.1.0 | audioread | 3.0.1 | azure-core | 1.30.1 |
| azure-cosmos | 4.3.1 | azure-identity | 1.16.0 | 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 | zwart | 23.3.0 | bleken | 4.1.0 |
| oogklep | 1.4 | blis | 0.7.11 | boto3 | 1.34.39 |
| botocore | 1.34.39 | Brotli | 1.0.9 | cachetools | 5.3.3 |
| catalogus | 2.0.10 | category-encoders | 2.6.3 | certifi | 2023.7.22 |
| cffiffi | 1.15.1 | chardet | 4.0.0 | charset-normalizer | 2.0.4 |
| circuitbreaker | 1.4.0 | klikken | 8.0.4 | cloudpathlib | 0.16.0 |
| cloudpickle | 2.2.1 | cmdstanpy | 1.2.2 | kleurrijk | 0.5.6 |
| comm | 0.1.2 | suikergoed | 0.1.4 | configparser | 5.2.0 |
| contourpy | 1.0.5 | cryptografie | 41.0.3 | wielrijder | 0.11.0 |
| cymem | 2.0.8 | Cython | 0.29.32 | daciet | 1.8.1 |
| databricks-automl-runtime | 0.2.21 | databricks-feature-engineering | 0.4.0 | databricks-sdk | 0.20.0 |
| dataclasses-json | 0.6.4 | gegevenssets | 2.18.0 | dbl-tempo | 0.1.26 |
| dbus-python | 1.2.18 | foutopsporing | 1.6.7 | decorateur | 5.1.1 |
| deepspeed | 0.14.0 | defusedxml | 0.7.1 | dille | 0.3.6 |
| diskcache | 5.6.3 | distlib | 0.3.8 | dm-tree | 0.1.8 |
| invoerpunten | 0,4 | evaluate | 0.4.1 | Uitvoeren | 0.8.3 |
| facets-overview | 1.1.1 | Farama-Meldingen | 0.0.4 | fastjsonschema | 2.19.1 |
| fasttext | 0.9.2 | filelock | 3.9.0 | Flask | 2.2.5 |
| flatbuffers | 24.3.25 | fonttools | 4.25.0 | geblokkeerde lijst | 1.3.3 |
| fsspec | 2023.5.0 | toekomst | 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 | 2.7.0 | 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 | gymnastiekzaal | 0.28.1 | h11 | 0.14.0 |
| h5py | 3.10.0 | hjson | 3.1.0 | vakantie | 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 | 0.20.2 |
| idna | 3.4 | ImageHash | 4.3.1 | imageio | 2.31.1 |
| onevenwichtig leren | 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 | 8.0.4 | 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 | 2.4 | jsonschema | 4.17.3 | jupyter-server | 1.23.4 |
| jupyter_client | 7.4.9 | jupyter_core | 5.3.0 | jupyterlab-pygments | 0.1.2 |
| jupyterlab-widgets | 3.0.5 | keras | 3.1.1 | sleutelhanger | 23.5.0 |
| kiwisolver | 1.4.4 | langchain | 0.1.13 | langchain-community | 0.0.32 |
| langchain-core | 0.1.41 | langchain-text-splitters | 0.0.1 | langcodes | 3.3.0 |
| langsmith | 0.1.45 | 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 | llvmlite | 0.40.0 |
| lxml | 4.9.2 | lz4 | 4.3.2 | Mako | 1.2.0 |
| Markdown | 3.4.1 | markdown-it-py | 2.2.0 | MarkupSafe | 2.1.1 |
| marshmallow | 3.21.1 | matplotlib | 3.7.2 | matplotlib-inline | 0.1.6 |
| mdurl | 0.1.0 | mistune | 0.8.4 | ml-dtypes | 0.3.2 |
| mlflow-skinny | 2.11.3 | more-itertools | 8.10.0 | mozaïekml-streaming | 0.7.4 |
| mpmath | 1.3.0 | msal | 1.28.0 | msal-extensions | 1.1.0 |
| msgpack | 1.0.8 | multidict | 6.0.2 | multimethod | 1.11.2 |
| meerdere processen | 0.70.14 | murmurhash | 1.0.10 | mypy-extensions | 0.4.3 |
| namex | 0.0.7 | 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 |
| notebook | 6.5.4 | notebook_shim | 0.2.2 | numba | 0.57.1 |
| numpy | 1.23.5 | oauthlib | 3.2.0 | Oci | 2.125.2 |
| openai | 1.14.3 | opencensus | 0.11.4 | opencensus-context | 0.1.3 |
| opt-einsum | 3.3.0 | optree | 0.11.0 | orjson | 3.10.0 |
| verpakking | 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 | Kussen | 9.4.0 |
| pit | 23.2.1 | platformdirs | 3.10.0 | plotly | 5.9.0 |
| pmdarima | 2.0.4 | Pooch | 1.8.1 | portalocker | 2.8.2 |
| vooraf geslagen | 3.0.9 | prometheus-client | 0.14.1 | prompt-toolkit | 3.0.36 |
| profeet | 1.1.5 | proto-plus | 1.23.0 | 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 | 2.12.0 | 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 |
| pynvml | 11.5.0 | 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 | straal | 2.10.0 |
| regex | 2022.7.9 | requests | 2.31.0 | requests-oauthlib | 1.3.1 |
| Reacties | 0.13.3 | rich | 13.7.1 | RSA | 4.9 |
| s3transfer | 0.10.1 | 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 | zinstransformatoren | 2.6.1 |
| zinsstuk | 0.1.99 | setuptools | 68.0.0 | Shap | 0.44.0 |
| simplejson | 3.17.6 | Zes | 1.16.0 | Slicer | 0.0.7 |
| slim openen | 5.2.1 | smmap | 5.0.0 | sniffio | 1.2.0 |
| soundfile | 0.12.1 | soepsieve | 2.4 | soxr | 0.3.7 |
| spatie | 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 | 0.5.0 | statsmodels | 0.14.0 | sympy | 1.11.1 |
| tangled-up-in-unicode | 0.2.0 | vasthoudendheid | 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-cpu | 2.16.1 | tensorflow-estimator | 2.15.0 | tensorflow-io-gcs-filesystem | 0.36.0 |
| termcolor | 2.4.0 | terminado | 0.17.1 | 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 | 0.15.0 |
| fakkel | 2.2.2+cpu | torcheval | 0.0.7 | torchvision | 0.17.2+cpu |
| tornado | 6.3.2 | tqdm | 4.65.0 | traitlets | 5.7.1 |
| Transformers | 4.39.2 | typeguard | 2.13.3 | Typer | 0.9.4 |
| typen-inspecteren | 0.9.0 | typing_extensions | 4.10.0 | tzdata | 2022.1 |
| ujson | 5.4.0 | upgrades zonder toezicht | 0,1 | urllib3 | 1.26.16 |
| virtualenv | 20.21.0 | Visioenen | 0.7.5 | wadllib | 1.3.6 |
| wasabi | 1.1.2 | wcwidth | 0.2.5 | wezel | 0.3.4 |
| webencodings | 0.5.1 | websocket-client | 0.58.0 | Werkzeug | 2.2.3 |
| wiel | 0.38.4 | widgetsnbextension | 4.0.5 | wordcloud | 1.9.3 |
| wrapt | 1.14.1 | xgboost | 2.0.3 | xxhash | 3.4.1 |
| yarl | 1.8.1 | ydata-profilering | 4.5.1 | zipp | 3.11.0 |
Python-bibliotheken op GPU-clusters
| Bibliotheek | Versie | Bibliotheek | Versie | Bibliotheek | Versie |
|---|---|---|---|---|---|
| absl-py | 1.0.0 | versnellen | 0.28.0 | aiohttp | 3.8.5 |
| aiohttp-cors | 0.7.0 | aiosignal | 1.2.0 | anyio | 3.5.0 |
| argon2-cffi | 21.3.0 | argon2-cffi-bindingen | 21.2.0 | Astor | 0.8.1 |
| asttokens | 2.0.5 | astunparse | 1.6.3 | asynchrone time-out | 4.0.2 |
| attrs | 22.1.0 | audioread | 3.0.1 | azure-core | 1.30.1 |
| azure-cosmos | 4.3.1 | azure-identity | 1.16.0 | 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 | zwart | 23.3.0 | bleken | 4.1.0 |
| oogklep | 1.4 | blis | 0.7.11 | boto3 | 1.34.39 |
| botocore | 1.34.39 | Brotli | 1.0.9 | cachetools | 5.3.3 |
| catalogus | 2.0.10 | category-encoders | 2.6.3 | certifi | 2023.7.22 |
| cffiffi | 1.15.1 | chardet | 4.0.0 | charset-normalizer | 2.0.4 |
| circuitbreaker | 1.4.0 | klikken | 8.0.4 | cloudpathlib | 0.16.0 |
| cloudpickle | 2.2.1 | cmdstanpy | 1.2.2 | kleurrijk | 0.5.6 |
| comm | 0.1.2 | suikergoed | 0.1.4 | configparser | 5.2.0 |
| contourpy | 1.0.5 | cryptografie | 41.0.3 | wielrijder | 0.11.0 |
| cymem | 2.0.8 | Cython | 0.29.32 | daciet | 1.8.1 |
| databricks-automl-runtime | 0.2.21 | databricks-feature-engineering | 0.4.0 | databricks-sdk | 0.20.0 |
| dataclasses-json | 0.6.4 | gegevenssets | 2.18.0 | dbl-tempo | 0.1.26 |
| dbus-python | 1.2.18 | foutopsporing | 1.6.7 | decorateur | 5.1.1 |
| deepspeed | 0.14.0 | defusedxml | 0.7.1 | dille | 0.3.6 |
| diskcache | 5.6.3 | distlib | 0.3.8 | dm-tree | 0.1.8 |
| einops | 0.7.0 | invoerpunten | 0,4 | evaluate | 0.4.1 |
| Uitvoeren | 0.8.3 | facets-overview | 1.1.1 | Farama-Meldingen | 0.0.4 |
| fastjsonschema | 2.19.1 | fasttext | 0.9.2 | filelock | 3.9.0 |
| flash-attn | 2.5.6 | Flask | 2.2.5 | flatbuffers | 24.3.25 |
| fonttools | 4.25.0 | geblokkeerde lijst | 1.3.3 | fsspec | 2023.5.0 |
| toekomst | 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 | 2.7.0 |
| 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 |
| gymnastiekzaal | 0.28.1 | h11 | 0.14.0 | h5py | 3.10.0 |
| hjson | 3.1.0 | vakantie | 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 | 0.20.2 | idna | 3.4 |
| ImageHash | 4.3.1 | imageio | 2.31.1 | onevenwichtig leren | 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 | 8.0.4 | 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 | 2.4 |
| jsonschema | 4.17.3 | jupyter-server | 1.23.4 | jupyter_client | 7.4.9 |
| jupyter_core | 5.3.0 | jupyterlab-pygments | 0.1.2 | jupyterlab-widgets | 3.0.5 |
| keras | 3.1.1 | sleutelhanger | 23.5.0 | kiwisolver | 1.4.4 |
| langchain | 0.1.13 | langchain-community | 0.0.32 | langchain-core | 0.1.41 |
| langchain-text-splitters | 0.0.1 | langcodes | 3.3.0 | langsmith | 0.1.45 |
| 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 | llvmlite | 0.40.0 | lxml | 4.9.2 |
| lz4 | 4.3.2 | Mako | 1.2.0 | Markdown | 3.4.1 |
| markdown-it-py | 2.2.0 | MarkupSafe | 2.1.1 | marshmallow | 3.21.1 |
| matplotlib | 3.7.2 | matplotlib-inline | 0.1.6 | mdurl | 0.1.0 |
| mistune | 0.8.4 | ml-dtypes | 0.3.2 | mlflow-skinny | 2.11.3 |
| more-itertools | 8.10.0 | mozaïekml-streaming | 0.7.4 | mpmath | 1.3.0 |
| msal | 1.28.0 | msal-extensions | 1.1.0 | msgpack | 1.0.8 |
| multidict | 6.0.2 | multimethod | 1.11.2 | meerdere processen | 0.70.14 |
| murmurhash | 1.0.10 | mypy-extensions | 0.4.3 | namex | 0.0.7 |
| 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 | notebook | 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-nccl-cu12 | 2.19.3 | nvidia-nvjitlink-cu12 | 12.4.127 | nvidia-nvtx-cu12 | 12.1.105 |
| oauthlib | 3.2.0 | Oci | 2.125.2 | openai | 1.14.3 |
| opencensus | 0.11.4 | opencensus-context | 0.1.3 | opt-einsum | 3.3.0 |
| optree | 0.11.0 | orjson | 3.10.0 | verpakking | 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 | Kussen | 9.4.0 | pit | 23.2.1 |
| platformdirs | 3.10.0 | plotly | 5.9.0 | pmdarima | 2.0.4 |
| Pooch | 1.8.1 | portalocker | 2.8.2 | vooraf geslagen | 3.0.9 |
| prometheus-client | 0.14.1 | prompt-toolkit | 3.0.36 | profeet | 1.1.5 |
| proto-plus | 1.23.0 | 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 | 2.12.0 | 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 | pynvml | 11.5.0 |
| 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 | straal | 2.10.0 | regex | 2022.7.9 |
| requests | 2.31.0 | requests-oauthlib | 1.3.1 | Reacties | 0.13.3 |
| rich | 13.7.1 | RSA | 4.9 | s3transfer | 0.10.1 |
| 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 | zinstransformatoren | 2.6.1 | zinsstuk | 0.1.99 |
| setuptools | 68.0.0 | Shap | 0.44.0 | simplejson | 3.17.6 |
| Zes | 1.16.0 | Slicer | 0.0.7 | slim openen | 5.2.1 |
| smmap | 5.0.0 | sniffio | 1.2.0 | soundfile | 0.12.1 |
| soepsieve | 2.4 | soxr | 0.3.7 | spatie | 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 | 0.5.0 |
| statsmodels | 0.14.0 | sympy | 1.11.1 | tangled-up-in-unicode | 0.2.0 |
| vasthoudendheid | 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 | 0.36.0 | termcolor | 2.4.0 |
| terminado | 0.17.1 | 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 | 0.15.0 | fakkel | 2.2.2+cu121 |
| torcheval | 0.0.7 | torchvision | 0.17.2+cu121 | tornado | 6.3.2 |
| tqdm | 4.65.0 | traitlets | 5.7.1 | Transformers | 4.39.2 |
| Triton | 2.2.0 | typeguard | 2.13.3 | Typer | 0.9.4 |
| typen-inspecteren | 0.9.0 | typing_extensions | 4.10.0 | tzdata | 2022.1 |
| ujson | 5.4.0 | upgrades zonder toezicht | 0,1 | urllib3 | 1.26.16 |
| virtualenv | 20.21.0 | Visioenen | 0.7.5 | wadllib | 1.3.6 |
| wasabi | 1.1.2 | wcwidth | 0.2.5 | wezel | 0.3.4 |
| webencodings | 0.5.1 | websocket-client | 0.58.0 | Werkzeug | 2.2.3 |
| wiel | 0.38.4 | widgetsnbextension | 4.0.5 | wordcloud | 1.9.3 |
| wrapt | 1.14.1 | xgboost | 2.0.3 | xxhash | 3.4.1 |
| yarl | 1.8.1 | ydata-profilering | 4.5.1 | zipp | 3.11.0 |
| zstd | 1.5.5.1 |
R-bibliotheken
De R-bibliotheken zijn identiek aan de R-bibliotheken in Databricks Runtime 15.2.
Java- en Scala-bibliotheken (Scala 2.12-cluster)
Naast Java- en Scala-bibliotheken in Databricks Runtime 15.2 bevat Databricks Runtime 15.2 ML de volgende JAR's:
CPU-clusters
| Groeps-id | Artefact-id | Versie |
|---|---|---|
| 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 | 0.8.3-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-clusters
| Groeps-id | Artefact-id | Versie |
|---|---|---|
| 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 | 0.8.3-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 |