Catatan
Akses ke halaman ini memerlukan otorisasi. Anda dapat mencoba masuk atau mengubah direktori.
Akses ke halaman ini memerlukan otorisasi. Anda dapat mencoba mengubah direktori.
Halaman ini menguraikan informasi lingkungan sistem untuk versi lingkungan 6. Ini termasuk lingkungan dasar berikut:
- Lingkungan dasar standar: lingkungan dasar dengan pustaka klien yang disediakan Databricks.
- lingkungan dasar ML: lingkungan dasar dengan Python dan paket sistem dari Databricks Runtime untuk Pembelajaran Mesin yang telah diinstal sebelumnya.
Untuk memastikan kompatibilitas aplikasi, beban kerja menggunakan API berversi, yang dikenal sebagai versi lingkungan, yang tetap kompatibel dengan versi terbaru.
Untuk memilih lingkungan dasar, gunakan pemilih lingkungan dasar di panel samping Lingkungan . Lihat Pilih lingkungan dasar untuk komputasi serverless, atau Kelola ketergantungan menggunakan lingkungan untuk komputasi klasik dengan mode ketergantungan Lingkungan (Beta).
Perubahan perilaku
Perubahan perilaku berikut diperkenalkan dalam versi lingkungan 6.
Gateway Py4J dinonaktifkan untuk dbutils
Gateway Py4J dimatikan pada versi lingkungan 6. Akibatnya, dbutils.entry_point dan dbutils.notebook.entry_point digantikan, dan kumpulan API yang didukung dipersempit menjadi berikut, yang menggunakan mekanisme transport header gRPC atau Jupyter. Perubahan ini juga berlaku untuk versi lingkungan 5:
getDbutils().notebook().getContext()getDbutils().jobs().taskValues().getContext()getUserLocalTempDir-
getCurrentBindings(nilai balik sekarang adalah kamus Python) getUserNFSTempDir
API penting berikut tidak lagi didukung. Ini bukan daftar yang lengkap:
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
/databricks/runtime/info.json tidak lagi tersedia
Untuk lingkungan komputasi serverless versi 6 dan ke atas, file tersebut /databricks/runtime/info.json tidak lagi tersedia.
Untuk mengambil ID REPL notebook di notebook Python, gunakan get_context():
from dbruntime.databricks_repl_context import get_context
print(get_context().clusterId)
Untuk mengambil ID klaster Spark yang terlampir, gunakan spark.conf:
print(spark.conf.get("spark.databricks.clusterUsageTags.clusterId"))
Pembaruan API
Versi lingkungan 6 mencakup pembaruan API berikut:
- SPARK-54555 Aktifkan UDF Python yang dioptimalkan Arrow secara default
-
SPARK-55689 Tambahkan
withSchemaEvolution()ke API penulisan DataFrame -
SPARK-52857 Tambahkan
is_valid_variantekspresi ke API DataFrame PySpark - SPARK-54199 Tambahkan dukungan API DataFrame PySpark untuk fungsi sketsa kuantil KLL
- SPARK-54179 Tambahkan dukungan API DataFrame PySpark untuk fungsi Tuple Sketch
-
SPARK-40336 Implementasikan
DataFrameGroupBy.covdi API pandas di Spark -
SPARK-40337 Implementasikan
SeriesGroupBy.describedi API pandas di Spark -
SPARK-46776 Mendukung kolom
pa.ChunkedArraydicreateDataFramedari pandas
Lingkungan sistem
- Sistem Operasi: Ubuntu 24.04.4 LTS
- Python: 3.12.3
-
Databricks Connect: 19 (Databricks Connect terus diperbarui di versi lingkungan terbaru. Jalankan
pip listuntuk mengonfirmasi versi persis di lingkungan Anda saat ini.) - Scala: 2.13.18
- JDK: 17
Pustaka Python yang diinstal
Lingkungan dasar standar
Untuk mereproduksi versi lingkungan 6 di lingkungan virtual Python lokal Anda, unduh file requirements-env-6.txt dan jalankan pip install -r requirements-env-6.txt. Perintah ini menginstal semua pustaka dari versi lingkungan 6.
| Library | Version | Library | Version | Library | Version |
|---|---|---|---|---|---|
| anotasi-doc | 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 | bleach | 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 |
| klik | 8.2.1 | cloudpickle | 3.1.1 | comm | 0.2.3 |
| contourpy | 1.3.3 | cryptography | 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 | decorator | 5.2.1 |
| defusedxml | 0.7.1 | deltalake | 1.5.1 | Deprecated | 1.3.1 |
| distlib | 0.4.0 | Mengeksekusi | 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 | kembang gula (marshmallow) | 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 |
| ekstensi mypy | 1.0.0 | nbclient | 0.10.2 | nbconvert | 7.16.6 |
| nbformat | 5.10.4 | nest-asyncio | 1.6.0 | nodeenv | 1.10.0 |
| notebook | 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 | Mengabaikan | 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 | 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 | pyroaring | 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 | regex | 2025.9.1 |
| requests | 2.32.5 | requests-oauthlib | 2.0.0 | rfc3339-validator | 0.1.4 |
| rfc3986-validator | 0.1.1 | rfc3987-sintaks | 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 | mengetik-memeriksa | 0.9.0 |
| inspeksi-pengetikan | 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 |
| Setiap kali | 0.7.3 | widgetsnbextension | 3.6.6 | wrapt | 1.17.0 |
| zipp | 3.23.0 | zstandard | 0.25.0 |
Lingkungan dasar ML
Untuk mereproduksi lingkungan ML di lingkungan virtual Python lokal Anda, unduh file requirements-ml-6.txt dan jalankan pip install -r requirements-ml-6.txt. Perintah ini menginstal semua pustaka dari lingkungan ML.
| Library | Version | Library | Version | Library | Version |
|---|---|---|---|---|---|
| absl-py | 2.3.1 | Percepat | 1.13.0 | aiohappyeyeballs | 2.6.1 |
| aiohttp | 3.13.2 | aiohttp-cors | 0.8.1 | aiosignal | 1.4.0 |
| alembic | 1.18.4 | anotasi-doc | 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 |
| audioread | 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 | bleach | 6.2.0 |
| kebahagiaan | 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 | klik | 8.2.1 |
| cloudpathlib | 0.24.0 | cloudpickle | 3.1.1 | cmdstanpy | 1.3.0 |
| berwarna-warni | 0.5.8 | colorlog | 6.10.1 | comm | 0.2.3 |
| makanan manis | 1.3.3 | contourpy | 1.3.3 | cryptography | 46.0.3 |
| cycler | 0.11.0 | cymem | 2.0.13 | databricks-agents | 1.10.2 |
| databricks-connect | 19.1 | Databricks-rekayasa fitur | 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 | decorator | 5.2.1 | deepspeed | 0.19.0 |
| defusedxml | 0.7.1 | deltalake | 1.5.1 | Deprecated | 1.3.1 |
| dill | 0.4.0 | distlib | 0.4.0 | dm-tree | 0.1.10 |
| einops | 0.8.2 | evaluate | 0.4.6 | Mengeksekusi | 2.2.1 |
| Pemberitahuan Farama | 0.0.6 | fastapi | 0.136.1 | fastjsonschema | 2.21.2 |
| filelock | 3.20.0 | Labu Erlenmeyer | 2.2.5 | fonttools | 4.60.1 |
| fqdn | 1.5.1 | daftar yang dibekukan | 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 | greenlet | 3.2.4 | grpcio | 1.76.0 |
| grpcio-status | 1.76.0 | gedung olahraga | 0.28.1 | h11 | 0.16.0 |
| hf-xet | 1.5.0 | hjson | 3.1.0 | Liburan | 0.54 |
| httpcore | 1.0.9 | httpx | 0.28.1 | huggingface_hub | 0.36.2 |
| idna | 3.11 | ImageIO | 2.37.2 | pembelajaran-tidak-seimbang | 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 | itu berbahaya | 2.2.0 |
| jax-jumpy | 1.0.0 | jedi | 0.19.2 | Jinja2 | 3.1.6 |
| jiter | 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 | protokol langchain | 0.0.15 | langgraph | 1.2.1 |
| titik pemeriksaan langgraf | 4.1.1 | langgraph-prebuilt | 1.1.0 | langgraph-sdk | 0.3.15 |
| langsmith | 0.4.41 | Lark | 1.3.1 | lazy_loader | 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 | kembang gula (marshmallow) | 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 (teknologi atau konsep terkait memori) | 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 | multiproses | 0.70.18 |
| Murmur Hash | 1.0.15 | ekstensi mypy | 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 | notebook | 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-konteks | 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 |
| Integrasi Optuna | 3.6.0 | orjson | 3.11.9 | ormsgpack | 1.12.2 |
| Mengabaikan | 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 | 25,3 | platformdirs | 4.5.0 | pluggy | 1.5.0 |
| anjing peliharaan | 1.9.0 | tanpa informasi tambahan mengenai konteks yang berarti bagi istilah "preshed", mungkin terpikir untuk menggambarkan istilah tersebut sebagai langkah atau proses yang sedang terjadi sebelum sesuatu diselesaikan atau diproses lebih lanjut. | 3.0.13 | prometheus_client | 0.21.1 |
| prompt_toolkit | 3.0.52 | propcache | 0.3.1 | nabi | 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 |
| pyroaring | 1.1.0 | pytesseract | 0.3.13 | pytest | 8.4.2 |
| python-dateutil | 2.9.0.post0 | python-dotenv | 1.2.2 | python-editor | 1.0.4 |
| python-json-logger | 3.2.1 | pytokens | 0.2.0 | pytz | 2025.2 |
| PyYAML | 6.0.3 | pyzmq | 27.1.0 | ikan pari | 2.37.0 |
| referencing | 0.37.0 | regex | 2025.9.1 | requests | 2.32.5 |
| requests-oauthlib | 2.0.0 | requests-toolbelt | 1.0.0 | rfc3339-validator | 0.1.4 |
| rfc3986-validator | 0.1.1 | rfc3987-sintaks | 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 | pemodel kalimat | 5.5.1 | sentencepiece | 0.2.1 |
| setuptools | 80.9.0 | bentuk | 0.51.0 | shellingham | 1.5.4 |
| six | 1.17.0 | pemotong | 0.0.8 | smart_open | 7.6.1 |
| smmap | 5.0.0 | sniffio | 1.3.0 | soundfile | 0.13.1 |
| soupsieve | 2.5 | soxr | 1.1.0 | lapang | 3.8.14 |
| spacy-legacy | 3.0.12 | spacy-loggers | 1.0.5 | SQLAlchemy | 2.0.43 |
| sqlparse | 0.5.5 | Seriusan | 2.5.3 | stack-data | 0.6.3 |
| stanio | 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 | tensorboard-data-server | 0.7.2 | tensorboardX | 2.6.5 |
| terminado | 0.18.1 | Tekstual | 8.2.7 | Thinc | 8.3.13 |
| threadpoolctl | 3.5.0 | tifffile | 2025.10.4 | tiktoken | 0.13.0 |
| tinycss2 | 1.4.0 | tokenize_rt | 6.2.0 | tokenisasi | 0.22.1 |
| obor/senter | 2.12.0+cpu | torcheval | 0.0.7 | torchvision | 0.27.0+cpu |
| tornado | 6.5.1 | tqdm | 4.67.1 | traitlets | 5.14.3 |
| Trafo | 4.57.6 | Typer | 0.25.1 | mengetik-memeriksa | 0.9.0 |
| inspeksi-pengetikan | 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 | Musang | 1.0.0 |
| webcolors | 25.10.0 | webencodings | 0.5.1 | websocket-client | 1.8.0 |
| Alat kerja | 3.1.3 | wheel | 0.45.1 | Setiap kali | 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 |
Pustaka Java dan Scala terinstal (Scala 2.13)
Tabel berikut mencantumkan pustaka yang tersedia pada saat runtime dengan nama paket aslinya. Paket yang direlokasikan ke namespace privat tidak disertakan.
Paket sistem selalu dimuat di atas ketergantungan pengguna dan sesi. Paket yang ditandai Tidak adalah salinan kompatibilitas yang diekspos ulang di bawah jalur kelas pengguna dan sesi, sehingga versi yang disediakan pengguna menjadi prioritas.
| ID Kelompok | Identifikasi Artefak | Version | Paket sistem |
|---|---|---|---|
| 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 | google-auth-library-credentials | 1.20.0 | No |
| com.google.auth | google-auth-library-oauth2-http | 1.20.0 | No |
| com.google.auto.value | anotasi nilai otomatis | 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-client | 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 | konteks gRPC | 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 | kompilator amonit-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 | mtags-interfaces | 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 |