Notatka
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Ta strona przedstawia informacje o środowisku systemowym dla wersji 6. Obejmuje ona następujące podstawowe środowiska:
- Standardowe środowisko podstawowe: środowisko podstawowe z bibliotekami klienta udostępnianymi przez usługę Databricks.
- Podstawowe środowisko ML: podstawowe środowisko z pakietami Python i pakietami systemowymi dostarczanymi w ramach Databricks Runtime for Machine Learning, wstępnie zainstalowanymi.
Aby zapewnić kompatybilność aplikacji, obciążenia korzystają z wersji API, znanej jako wersja środowiskowa, która pozostaje kompatybilna z nowszymi wersjami.
Aby wybrać środowisko bazowe, użyj selektora środowiska bazowego w panelu bocznym Środowisko . Zobacz Wybierz środowisko bazowe dla obliczeń bezserwerowych lub Zarządzanie zależnościami za pomocą środowisk w przypadku klasycznych obliczeń w trybie zależności Środowiska (Beta).
Zmiany zachowania
Następujące zmiany zachowań zostały wprowadzone w wersji środowiska 6.
Brama Py4J wyłączona dla dbutils
Brama Py4J jest wyłączona w środowisku wersji 6. W rezultacie dbutils.entry_point i dbutils.notebook.entry_point zostają zastąpione, a zestaw obsługiwanych interfejsów API zostaje ograniczony do poniższych, które wykorzystują mechanizm transportu nagłówków gRPC lub Jupyter. Ta zmiana dotyczy także wersji środowiska 5:
getDbutils().notebook().getContext()getDbutils().jobs().taskValues().getContext()getUserLocalTempDir-
getCurrentBindings(wartość zwrotna to teraz słownik Python) getUserNFSTempDir
Następujące godne uwagi API nie są już obsługiwane. To nie jest wyczerpująca lista:
getDbutils().notebook().setExitVal()getDbutils().notebook().setContext()getDbutils().jobs().taskValues().setContext()getDbutils().jobs()getDbutils().jobs().taskValues()dbutils.jobs.taskValues._taskValues.taskKeyNotFound()dbutils.jobs.taskValues._taskValues.assertNotOnSparkWorker()dbutils.jobs.taskValues._taskValues.inJobContext()getDbutils().notebook()getDbutils().notebook().verifyNotOnWorker()getDbutils().notebook().checkEnabled()getDbutils().notebook().resolveRelativePath()getDbutils().notebook().resolveRelativeGitPath()getDbutils().notebook().getGitSourceJsonFromContext()getDbutils().notebook().filterOutCredentials()getDbutils().notebook()._run()getLogger
Aktualizacje interfejsu API
Wersja środowiska 6 zawiera następujące aktualizacje API:
- SPARK-54555 Domyślnie włącz zoptymalizowane pod Arrow UDF-y Python
-
SPARK-55689 Dodaj
withSchemaEvolution()do interfejsu API modułu zapisu DataFrame -
SPARK-52857
is_valid_variantDodaj wyrażenie do API PySpark DataFrame - SPARK-54199 Dodaj wsparcie API PySpark DataFrame dla funkcji szkicowych kwantyli KLL
- SPARK-54179 Dodaj wsparcie API PySpark DataFrame dla funkcji Tuple Sketch
-
SPARK-40336 Implementacja
DataFrameGroupBy.covw API pandas w Spark -
SPARK-40337 Implementuj
SeriesGroupBy.describew API pandas w Spark -
SPARK-46776 Obsługa kolumn
pa.ChunkedArraywcreateDataFramez biblioteki pandas
Środowisko systemu
- System operacyjny: Ubuntu 24.04.4 LTS
- Python: 3.12.3
-
Databricks Connect: 19 (Databricks Connect jest stale aktualizowany w najnowszej wersji środowiska. Uruchom,
pip listaby potwierdzić dokładną wersję w swoim obecnym środowisku.) - Scala: 2.13.18
- JDK: 17
Zainstalowane biblioteki Python
Standardowe środowisko podstawowe
Aby odtworzyć środowisko w wersji 6 w lokalnym środowisku wirtualnym Pythona, pobierz plik requirements-env-6.txt i uruchom pip install -r requirements-env-6.txt. To polecenie instaluje wszystkie biblioteki z środowiska wersji 6.
| Library | Wersja | Library | Wersja | Library | Wersja |
|---|---|---|---|---|---|
| dokument z adnotacjami | 0.0.4 | annotated-types | 0.7.0 | anyio | 4.10.0 |
| argon2-cffi | 21.3.0 | argon2-cffi-bindings | 25.1.0 | arro3-core | 0.8.0 |
| arrow | 1.4.0 | asttokens | 3.0.0 | astunparse | 1.6.3 |
| async-lru | 2.0.5 | attrs | 25.4.0 | azure-core | 1.41.0 |
| azure-identity | 1.25.3 | azure-mgmt-core | 1.6.0 | azure-mgmt-web | 10.1.0 |
| azure-storage-blob | 12.29.0 | azure-storage-file-datalake | 12.24.0 | babel | 2.16.0 |
| beautifulsoup4 | 4.13.5 | black | 25.9.0 | wybielacz | 6.2.0 |
| boto3 | 1.40.46 | botocore | 1.40.46 | cachetools | 5.5.1 |
| certifi | 2025.11.12 | cffi | 2.0.0 | charset-normalizer | 3.4.4 |
| click | 8.2.1 | cloudpickle | 3.1.1 | comm | 0.2.3 |
| contourpy | 1.3.3 | kryptografia | 46.0.3 | cycler | 0.11.0 |
| databricks-agents | 1.11.0 | databricks-connect | 19.1 | databricks-sdk | 0.122.0 |
| dataclasses-json | 0.6.7 | debugpy | 1.8.16 | dekorator | 5.2.1 |
| defusedxml | 0.7.1 | deltalake | 1.5.1 | Deprecated | 1.3.1 |
| distlib | 0.4.0 | executing | 2.2.1 | fastapi | 0.136.3 |
| fastjsonschema | 2.21.2 | filelock | 3.29.0 | fonttools | 4.60.1 |
| fqdn | 1.5.1 | fsspec | 2023.5.0 | gitdb | 4.0.11 |
| GitPython | 3.1.45 | google-api-core | 2.30.3 | google-auth | 2.53.0 |
| google-cloud-core | 2.6.0 | google-cloud-storage | 3.10.1 | google-crc32c | 1.8.0 |
| google-resumable-media | 2.9.0 | googleapis-common-protos | 1.71.0 | grpcio | 1.76.0 |
| grpcio-status | 1.76.0 | h11 | 0.16.0 | httpcore | 1.0.9 |
| httpx | 0.28.1 | idna | 3.11 | importlib_metadata | 8.7.0 |
| iniconfig | 2.1.0 | ipyflow-core | 0.0.227 | ipykernel | 6.31.0 |
| ipython | 9.7.0 | ipython-genutils | 0.2.0 | ipython_pygments_lexers | 1.1.1 |
| ipywidgets | 7.8.1 | isodate | 0.7.2 | isoduration | 20.11.0 |
| jedi | 0.19.2 | Jinja2 | 3.1.6 | jmespath | 1.0.1 |
| joblib | 1.5.2 | json5 | 0.12.1 | jsonpointer | 3.1.1 |
| jsonschema | 4.25.0 | jsonschema-specifications | 2025.9.1 | jupyter-events | 0.12.0 |
| jupyter-lsp | 2.2.5 | jupyter_client | 8.6.3 | jupyter_core | 5.8.1 |
| jupyter_server | 2.16.0 | jupyter_server_terminals | 0.5.3 | jupyterlab | 4.4.7 |
| jupyterlab_pygments | 0.3.0 | jupyterlab_server | 2.28.0 | jupyterlab_widgets | 1.1.11 |
| kiwisolver | 1.4.8 | Lark | 1.3.1 | markdown-it-py | 2.2.0 |
| MarkupSafe | 3.0.2 | pianka cukrowa | 3.26.2 | matplotlib | 3.10.6 |
| matplotlib-inline | 0.2.1 | mccabe | 0.7.0 | mdurl | 0.1.2 |
| mistune | 3.1.2 | mlflow-skinny | 3.12.0 | mmh3 | 5.2.1 |
| msal | 1.36.0 | msal-extensions | 1.3.1 | msrest | 0.7.1 |
| mypy-extensions | 1.0.0 | nbclient | 0.10.2 | nbconvert | 7.16.6 |
| nbformat | 5.10.4 | nest-asyncio | 1.6.0 | nodeenv | 1.10.0 |
| notes | 7.4.5 | notebook_shim | 0.2.4 | numpy | 2.3.4 |
| oauthlib | 3.2.2 | opentelemetry-api | 1.42.1 | opentelemetry-proto | 1.42.1 |
| opentelemetry-sdk | 1.42.1 | opentelemetry-semantic-conventions | 0.63b1 | overrides | 7.7.0 |
| packaging | 25.0 | pandas | 2.3.3 | pandocfilters | 1.5.1 |
| parso | 0.8.5 | pathspec | 0.12.1 | pexpect | 4.9.0 |
| pillow | 12.0.0 | pip (menedżer pakietów Pythona) | 25,3 | platformdirs | 4.5.0 |
| pluggy | 1.5.0 | prometheus_client | 0.21.1 | prompt_toolkit | 3.0.52 |
| proto-plus | 1.28.0 | protobuf | 6.33.5 | psutil | 7.0.0 |
| ptyprocess | 0.7.0 | pure_eval | 0.2.3 | py4j | 0.10.9.9 |
| pyarrow | 21.0.0 | pyasn1 | 0.6.1 | pyasn1_modules | 0.4.2 |
| pyccolo | 0.0.83 | pycparser | 2.23 | pydantic | 2.13.3 |
| pydantic_core | 2.46.3 | pyflakes | 3.2.0 | Pygments | 2.19.2 |
| pyiceberg | 0.11.1 | PyJWT | 2.10.1 | pyparsing | 3.2.5 |
| pyright | 1.1.409 | piroaring | 1.1.0 | pytest | 8.4.2 |
| python-dateutil | 2.9.0.post0 | python-dotenv | 1.2.2 | python-json-logger | 3.2.1 |
| pytokens | 0.2.0 | pytz | 2025.2 | PyYAML | 6.0.3 |
| pyzmq | 27.1.0 | referencing | 0.37.0 | wyrażenie regularne | 2025.9.1 |
| requests | 2.32.5 | requests-oauthlib | 2.0.0 | rfc3339-validator | 0.1.4 |
| rfc3986-validator | 0.1.1 | rfc3987-składnia | 1.1.0 | rich | 14.2.0 |
| rpds-py | 0.28.0 | s3transfer | 0.14.0 | scikit-learn | 1.7.2 |
| scipy | 1.16.3 | Send2Trash | 1.8.2 | setuptools | 80.9.0 |
| six | 1.17.0 | smmap | 5.0.0 | sniffio | 1.3.0 |
| soupsieve | 2.5 | sqlparse | 0.5.5 | stack-data | 0.6.3 |
| starlette | 0.52.1 | strictyaml | 1.7.3 | tenacity | 9.1.2 |
| terminado | 0.18.1 | threadpoolctl | 3.5.0 | tiktoken | 0.13.0 |
| tinycss2 | 1.4.0 | tokenize_rt | 6.2.0 | tornado | 6.5.1 |
| tqdm | 4.67.1 | traitlets | 5.14.3 | monitorowanie pisania | 0.9.0 |
| kontrola pisania | 0.4.2 | typing_extensions | 4.15.0 | tzdata | 2026.2 |
| uri-template | 1.3.0 | urllib3 | 2.5.0 | uvicorn | 0.48.0 |
| virtualenv | 20.35.4 | wcwidth | 0.2.13 | webcolors | 25.10.0 |
| webencodings | 0.5.1 | websocket-client | 1.8.0 | wheel | 0.45.1 |
| ilekroć | 0.7.3 | widgetsnbextension | 3.6.6 | wrapt | 1.17.0 |
| zipp | 3.23.0 | zstandard | 0.25.0 |
Środowisko podstawowe uczenia maszynowego
Aby odtworzyć środowisko ML w lokalnym wirtualnym środowisku Pythona, pobierz plik requirements-ml-6.txt i uruchom pip install -r requirements-ml-6.txt. To polecenie instaluje wszystkie biblioteki ze środowiska uczenia maszynowego.
| Library | Wersja | Library | Wersja | Library | Wersja |
|---|---|---|---|---|---|
| absl-py | 2.3.1 | przyspieszać | 1.13.0 | aiohappyeyeballs | 2.6.1 |
| aiohttp | 3.13.2 | aiohttp-cors | 0.8.1 | aiosignal | 1.4.0 |
| alembic | 1.18.4 | dokument z adnotacjami | 0.0.4 | annotated-types | 0.7.0 |
| anyio | 4.10.0 | argon2-cffi | 21.3.0 | argon2-cffi-bindings | 25.1.0 |
| arro3-core | 0.8.0 | arrow | 1.4.0 | asttokens | 3.0.0 |
| astunparse | 1.6.3 | async-lru | 2.0.5 | attrs | 25.4.0 |
| odczyt dźwięku | 3.1.0 | azure-core | 1.41.0 | azure-cosmos | 4.3.1 |
| azure-identity | 1.25.3 | azure-mgmt-core | 1.6.0 | azure-mgmt-web | 10.1.0 |
| azure-storage-blob | 12.29.0 | azure-storage-file-datalake | 12.24.0 | babel | 2.16.0 |
| beautifulsoup4 | 4.13.5 | black | 25.9.0 | wybielacz | 6.2.0 |
| blis | 1.3.3 | boto3 | 1.40.46 | botocore | 1.40.46 |
| cachetools | 5.5.1 | katalog | 2.0.10 | certifi | 2025.11.12 |
| cffi | 2.0.0 | charset-normalizer | 3.4.4 | click | 8.2.1 |
| cloudpathlib | 0.24.0 | cloudpickle | 3.1.1 | cmdstanpy | 1.3.0 |
| kolorowy | 0.5.8 | log kolorów | 6.10.1 | comm | 0.2.3 |
| wyrób cukierniczy | 1.3.3 | contourpy | 1.3.3 | kryptografia | 46.0.3 |
| cycler | 0.11.0 | cymem | 2.0.13 | databricks-agents | 1.10.2 |
| databricks-connect | 19.1 | inżynieria cech w Databricks | 0.13.0.1 | databricks-sdk | 0.108.0 |
| dataclasses-json | 0.6.7 | datasets | 4.8.5 | dbl-tempo | 0.1.26 |
| debugpy | 1.8.16 | dekorator | 5.2.1 | deepspeed | 0.19.0 |
| defusedxml | 0.7.1 | deltalake | 1.5.1 | Deprecated | 1.3.1 |
| koper | 0.4.0 | distlib | 0.4.0 | dm-tree | 0.1.10 |
| einops | 0.8.2 | evaluate | 0.4.6 | executing | 2.2.1 |
| Powiadomienia Farama | 0.0.6 | fastapi | 0.136.1 | fastjsonschema | 2.21.2 |
| filelock | 3.20.0 | Flask | 2.2.5 | fonttools | 4.60.1 |
| fqdn | 1.5.1 | zablokowana lista | 1.8.0 | fsspec | 2023.5.0 |
| gitdb | 4.0.11 | GitPython | 3.1.45 | google-api-core | 2.30.3 |
| google-auth | 2.53.0 | google-cloud-core | 2.6.0 | google-cloud-storage | 3.10.1 |
| google-crc32c | 1.8.0 | google-resumable-media | 2.9.0 | googleapis-common-protos | 1.71.0 |
| graphql-core | 3.2.4 | zielona nitka | 3.2.4 | grpcio | 1.76.0 |
| grpcio-status | 1.76.0 | sala gimnastyczna | 0.28.1 | h11 | 0.16.0 |
| hf-xet | 1.5.0 | hjson | 3.1.0 | wakacje | 0,54 |
| httpcore | 1.0.9 | httpx | 0.28.1 | huggingface_hub | 0.36.2 |
| idna | 3.11 | ImageIO | 2.37.2 | niezrównoważona nauka | 0.14.0 |
| importlib_metadata | 8.7.0 | importlib_resources | 7.1.0 | iniconfig | 2.1.0 |
| ipyflow-core | 0.0.227 | ipykernel | 6.31.0 | ipython | 9.7.0 |
| ipython-genutils | 0.2.0 | ipython_pygments_lexers | 1.1.1 | ipywidgets | 7.8.1 |
| isodate | 0.7.2 | isoduration | 20.11.0 | to jest niebezpieczne | 2.2.0 |
| jax-jumpy | 1.0.0 | jedi | 0.19.2 | Jinja2 | 3.1.6 |
| drżenie | 0.15.0 | jmespath | 1.0.1 | joblib | 1.5.2 |
| joblibspark | 0.6.0 | json5 | 0.12.1 | jsonpatch | 1.33 |
| jsonpointer | 3.1.1 | jsonschema | 4.25.0 | jsonschema-specifications | 2025.9.1 |
| jupyter-events | 0.12.0 | jupyter-lsp | 2.2.5 | jupyter_client | 8.6.3 |
| jupyter_core | 5.8.1 | jupyter_server | 2.16.0 | jupyter_server_terminals | 0.5.3 |
| jupyterlab | 4.4.7 | jupyterlab_pygments | 0.3.0 | jupyterlab_server | 2.28.0 |
| jupyterlab_widgets | 1.1.11 | kiwisolver | 1.4.8 | langchain | 1.3.1 |
| langchain-core | 1.4.0 | langchain-protocol | 0.0.15 | langgraph | 1.2.1 |
| langgraph-checkpoint | 4.1.1 | langgraph-prebuilt | 1.1.0 | langgraph-sdk | 0.3.15 |
| langsmith | 0.4.41 | Lark | 1.3.1 | leniwy ładowacz | 0.4 |
| librosa | 0.11.0 | lightgbm | 4.6.0 | linkify-it-py | 2.0.3 |
| llvmlite | 0.45.1 | lz4 | 4.4.5 | Mako | 1.3.12 |
| marisa-trie | 1.2.0 | Markdown | 3.8 | markdown-it-py | 2.2.0 |
| MarkupSafe | 3.0.2 | pianka cukrowa | 3.26.2 | matplotlib | 3.10.6 |
| matplotlib-inline | 0.2.1 | mccabe | 0.7.0 | mdit-py-plugins | 0.5.0 |
| mdurl | 0.1.2 | memray | 1.19.3 | mistune | 3.1.2 |
| mlflow-skinny | 3.12.0 | mmh3 | 5.2.1 | mpmath | 1.3.0 |
| msal | 1.36.0 | msal-extensions | 1.3.1 | msgpack | 1.1.2 |
| msrest | 0.7.1 | multidict | 6.7.0 | Wieloprocesowość | 0.70.18 |
| MurmurHash | 1.0.15 | mypy-extensions | 1.0.0 | nbclient | 0.10.2 |
| nbconvert | 7.16.6 | nbformat | 5.10.4 | nest-asyncio | 1.6.0 |
| networkx | 3.5 | Ninja | 1.13.0 | nltk | 3.9.2 |
| nodeenv | 1.10.0 | notes | 7.4.5 | notebook_shim | 0.2.4 |
| numba | 0.62.1 | numpy | 2.3.4 | nvidia-nccl-cu12 | 2.30.4 |
| oauthlib | 3.2.0 | openai | 2.37.0 | opencensus | 0.11.4 |
| opencensus-context | 0.1.3 | opentelemetry-api | 1.42.1 | opentelemetry-proto | 1.42.1 |
| opentelemetry-sdk | 1.42.1 | opentelemetry-semantic-conventions | 0.63b1 | optuna | 3.6.1 |
| integracja Optuna | 3.6.0 | orjson | 3.11.9 | ormsgpack | 1.12.2 |
| overrides | 7.7.0 | packaging | 25.0 | pandas | 2.3.3 |
| pandocfilters | 1.5.1 | parso | 0.8.5 | pathspec | 0.12.1 |
| patsy | 1.0.1 | pexpect | 4.9.0 | pillow | 12.0.0 |
| pip (menedżer pakietów Pythona) | 25,3 | platformdirs | 4.5.0 | pluggy | 1.5.0 |
| kundel | 1.9.0 | preshed | 3.0.13 | prometheus_client | 0.21.1 |
| prompt_toolkit | 3.0.52 | propcache | 0.3.1 | prorok | 1.2.1 |
| proto-plus | 1.28.0 | protobuf | 6.33.5 | psutil | 7.0.0 |
| ptyprocess | 0.7.0 | pure_eval | 0.2.3 | py-cpuinfo | 9.0.0 |
| py-spy | 0.4.2 | py4j | 0.10.9.9 | pyarrow | 21.0.0 |
| pyasn1 | 0.6.1 | pyasn1_modules | 0.4.2 | pyccolo | 0.0.83 |
| pycparser | 2.23 | pydantic | 2.13.3 | pydantic_core | 2.46.3 |
| pyflakes | 3.2.0 | Pygments | 2.19.2 | pyiceberg | 0.11.1 |
| PyJWT | 2.10.1 | pyparsing | 3.2.5 | pyright | 1.1.409 |
| piroaring | 1.1.0 | pytesseract | 0.3.13 | pytest | 8.4.2 |
| python-dateutil | 2.9.0.post0 | python-dotenv | 1.2.2 | Pythonowy edytor | 1.0.4 |
| python-json-logger | 3.2.1 | pytokens | 0.2.0 | pytz | 2025.2 |
| PyYAML | 6.0.3 | pyzmq | 27.1.0 | promień | 2.37.0 |
| referencing | 0.37.0 | wyrażenie regularne | 2025.9.1 | requests | 2.32.5 |
| requests-oauthlib | 2.0.0 | requests-toolbelt (narzędzie wspomagające dla biblioteki requests w Pythonie) | 1.0.0 | rfc3339-validator | 0.1.4 |
| rfc3986-validator | 0.1.1 | rfc3987-składnia | 1.1.0 | rich | 14.2.0 |
| rpds-py | 0.28.0 | s3transfer | 0.14.0 | safetensors | 0.7.0 |
| scikit-image | 0.25.2 | scikit-learn | 1.7.2 | scipy | 1.16.3 |
| Send2Trash | 1.8.2 | transformatory zdań | 5.5.1 | element zdania | 0.2.1 |
| setuptools | 80.9.0 | Shap | 0.51.0 | shellingham | 1.5.4 |
| six | 1.17.0 | fragmentator | 0.0.8 | inteligentne_otwarcie | 7.6.1 |
| smmap | 5.0.0 | sniffio | 1.3.0 | Plik dźwiękowy | 0.13.1 |
| soupsieve | 2.5 | soxr | 1.1.0 | spacy | 3.8.14 |
| spacy-legacy | 3.0.12 | spacy-loggers | 1.0.5 | SQLAlchemy | 2.0.43 |
| sqlparse | 0.5.5 | serio | 2.5.3 | stack-data | 0.6.3 |
| cyna | 0.5.1 | starlette | 0.52.1 | statsmodels | 0.14.5 |
| strictyaml | 1.7.3 | sympy | 1.14.0 | tenacity | 9.1.2 |
| TensorBoard | 2.20.0 | serwer danych TensorBoard | 0.7.2 | tensorboardX | 2.6.5 |
| terminado | 0.18.1 | Tekstowy | 8.2.7 | cienki | 8.3.13 |
| threadpoolctl | 3.5.0 | tifffile | 2025.10.4 | tiktoken | 0.13.0 |
| tinycss2 | 1.4.0 | tokenize_rt | 6.2.0 | narzędzia tokenizacji | 0.22.1 |
| pochodnia | 2.12.0+ procesor | torcheval | 0.0.7 | TorchVision | 0.27.0 +cpu |
| tornado | 6.5.1 | tqdm | 4.67.1 | traitlets | 5.14.3 |
| Transformersi | 4.57.6 | pisarz | 0.25.1 | monitorowanie pisania | 0.9.0 |
| kontrola pisania | 0.4.2 | typing_extensions | 4.15.0 | tzdata | 2026.2 |
| uc-micro-py | 1.0.3 | uri-template | 1.3.0 | urllib3 | 2.5.0 |
| uuid_utils | 0.16.0 | uvicorn | 0.47.0 | virtualenv | 20.35.4 |
| wasabi | 1.1.3 | wcwidth | 0.2.13 | łasica | 1.0.0 |
| webcolors | 25.10.0 | webencodings | 0.5.1 | websocket-client | 1.8.0 |
| Narzędzie | 3.1.3 | wheel | 0.45.1 | ilekroć | 0.7.3 |
| widgetsnbextension | 3.6.6 | wrapt | 1.17.0 | xgboost | 3.2.0 |
| xgboost-ray | 0.1.19 | xxhash | 3.5.0 | Yarl | 1.22.0 |
| zipp | 3.23.0 | zstandard | 0.25.0 |
Zainstalowane biblioteki Java i Scala (Scala 2.13)
Poniższa tabela przedstawia biblioteki udostępnione w czasie działania pod ich oryginalnymi nazwami pakietów. Pakiety zacienione w prywatnych przestrzeniach nazw są pomijane.
Pakiet systemowy jest zawsze ładowany powyżej zależności użytkownika i sesji. Pakiety oznaczone No to kopie kompatybilności ponownie udostępniane poniżej ścieżki klasy użytkownika i sesji, więc wersja dostarczona przez użytkownika ma pierwszeństwo.
| Identyfikator grupy | Identyfikator artefaktu | Wersja | Pakiet systemowy |
|---|---|---|---|
| com.databricks | databricks-connect_2.13 | 19.1 | Yes |
| com.databricks | databricks-dbutils-scala_2.13 | 0.1.4 | Yes |
| com.databricks | databricks-sdk-java | 0.141.0 | Yes |
| com.fasterxml.jackson.core | jackson-annotations | 2.18.9 | Yes |
| com.fasterxml.jackson.core | jackson-core | 2.18.9 | Yes |
| com.fasterxml.jackson.core | jackson-databind | 2.18.9 | Yes |
| com.fasterxml.jackson.datatype | jackson-datatype-guava | 2.18.9 | Yes |
| com.fasterxml.jackson.datatype | jackson-datatype-jdk8 | 2.18.9 | Yes |
| com.fasterxml.jackson.datatype | jackson-datatype-jsr310 | 2.18.9 | Yes |
| com.google.auth | Biblioteka uwierzytelniania Google - poświadczenia | 1.20.0 | No |
| com.google.auth | google-auth-library-oauth2-http | 1.20.0 | No |
| com.google.auto.value | adnotacje Auto-Value | 1.10.4 | No |
| com.google.code.gson | gson | 2.8.9 | No |
| com.google.errorprone | error_prone_annotations | 2.18.0 | No |
| com.google.guava | failureaccess | 1.0.1 | No |
| com.google.guava | guava | 32.0.1-jre | No |
| com.google.guava | listenablefuture | 9999.0-empty-to-avoid-conflict-with-guava | No |
| com.google.http-client | google-http-klient | 1.43.3 | No |
| com.google.http-client | google-http-client-gson | 1.43.3 | No |
| com.google.j2objc | j2objc-annotations | 2.8 | No |
| com.google.protobuf | protobuf-java | 3.25.5 | Yes |
| com.google.protobuf | protobuf-java-util | 3.25.5 | Yes |
| com.thoughtworks.paranamer | paranamer | 2.8 | No |
| commons-codec | commons-codec | 1.11 | No |
| commons-io | commons-io | 2.14.0 | No |
| commons-logging | commons-logging | 1.3.6 | No |
| io.github.java-diff-utils | java-diff-utils | 4.16 | Yes |
| io.grpc | grpc-context | 1.27.2 | No |
| io.opencensus | opencensus-api | 0.31.1 | No |
| io.opencensus | opencensus-contrib-http-util | 0.31.1 | No |
| org.apache.commons | commons-configuration2 | 2.15.0 | No |
| org.apache.commons | commons-lang3 | 3.20.0 | No |
| org.apache.commons | commons-text | 1.15.0 | No |
| org.apache.httpcomponents | httpclient | 4.5.14 | Yes |
| org.apache.httpcomponents | httpcore | 4.4.16 | Yes |
| org.apache.logging.log4j | log4j-api | 2.20.0 | Yes |
| org.apache.logging.log4j | log4j-core | 2.20.0 | Yes |
| org.apache.logging.log4j | log4j-slf4j2-impl | 2.20.0 | No |
| org.checkerframework | checker-qual | 3.33.0 | No |
| org.jline | jline | 3.29.0 | Yes |
| org.json | Json | 20240303 | Yes |
| org.json4s | json4s-ast_2.13 | 4.0.7 | Yes |
| org.json4s | json4s-core_2.13 | 4.0.7 | Yes |
| org.json4s | json4s-jackson-core_2.13 | 4.0.7 | Yes |
| org.json4s | json4s-jackson_2.13 | 4.0.7 | Yes |
| org.json4s | json4s-scalap_2.13 | 4.0.7 | Yes |
| org.scala-lang | scala-compiler_2.13 | 2.13.18 | Yes |
| org.scala-lang | scala-library_2.13 | 2.13.18 | Yes |
| org.scala-lang | scala-reflect_2.13 | 2.13.18 | Yes |
| org.scala-lang.modules | scala-collection-compat_2.13 | 2.13.0 | Yes |
| org.slf4j | slf4j-api | 2.0.10 | Yes |
| com.lihaoyi | ammonite-compiler-interface_2.13.18 | 3.0.8 | Yes |
| com.lihaoyi | ammonite-compiler_2.13.18 | 3.0.8 | Yes |
| com.lihaoyi | ammonite-interp-api_2.13.18 | 3.0.8 | Yes |
| com.lihaoyi | ammonite-interp_2.13.18 | 3.0.8 | Yes |
| com.lihaoyi | ammonite-repl-api_2.13.18 | 3.0.8 | Yes |
| com.lihaoyi | ammonite-repl_2.13.18 | 3.0.8 | Yes |
| com.lihaoyi | ammonite-runtime_2.13.18 | 3.0.8 | Yes |
| com.lihaoyi | ammonite-terminal_2.13 | 3.0.8 | Yes |
| com.lihaoyi | ammonite-util_2.13 | 3.0.8 | Yes |
| com.lihaoyi | fansi_2.13 | 0.5.1 | Yes |
| com.lihaoyi | mainargs_2.13 | 0.7.6 | Yes |
| com.lihaoyi | os-lib_2.13 | 0.11.3 | Yes |
| com.lihaoyi | pprint_2.13 | 0.9.0 | Yes |
| com.lihaoyi | scalaparse_2.13 | 3.1.1 | Yes |
| com.lihaoyi | scalatags_2.13 | 0.13.1 | Yes |
| com.thesamet.scalapb | lenses_2.13 | 0.11.15 | Yes |
| com.thesamet.scalapb | scalapb-runtime_2.13 | 0.11.15 | Yes |
| org.jline | jline-reader | 3.14.1 | Yes |
| org.jline | jline-terminal | 3.14.1 | Yes |
| org.scala-lang | scalap_2.13 | 2.13.13 | Yes |
| org.scala-lang.modules | scala-java8-compat_2.13 | 1.0.2 | Yes |
| org.scalameta | io_2.13 | 4.13.10 | Yes |
| org.scalameta | interfejsy mtags | 1.6.3 | Yes |
| org.scalameta | mtags-shared_2.13.18 | 1.6.3 | Yes |
| org.scalameta | mtags_2.13.18 | 1.6.3 | Yes |
| org.scalameta | parsers_2.13 | 4.13.10 | Yes |
| org.scalameta | scalameta_2.13 | 4.13.10 | Yes |
| org.scalameta | SemanticDB-scalac-core_2.13.18 | 4.13.10 | Yes |
| org.scalameta | trees_2.13 | 4.13.10 | Yes |
| sh.almond | channels_2.13 | 0.14.5 | Yes |
| sh.almond | coursier-logger_2.13 | 0.14.5 | Yes |
| sh.almond | interpreter-api_2.13 | 0.14.5 | Yes |
| sh.almond | interpreter_2.13 | 0.14.5 | Yes |
| sh.almond | jupyter-api_2.13 | 0.14.5 | Yes |
| sh.almond | kernel_2.13 | 0.14.5 | Yes |
| sh.almond | logger-scala2-macros_2.13 | 0.14.5 | Yes |
| sh.almond | logger_2.13 | 0.14.5 | Yes |
| sh.almond | protocol_2.13 | 0.14.5 | Yes |
| sh.almond | scala-interpreter_2.13.18 | 0.14.5 | Yes |
| sh.almond | scala-kernel-api_2.13.18 | 0.14.5 | Yes |
| sh.almond | scala-kernel_2.13.18 | 0.14.5 | Yes |
| sh.almond | shared-directives_2.13 | 0.14.5 | Yes |
| sh.almond | toree-hooks_2.13 | 0.14.5 | Yes |