Catatan
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Catatan rilis berikut memberikan informasi tentang Databricks Runtime 18.1 ML.
Azure Databricks merilis versi ini pada Februari 2026.
Databricks Runtime 18.1 ML dibangun di atas Databricks Runtime 18.1. Untuk informasi tentang apa yang baru di Databricks Runtime 18.1, termasuk Apache Spark MLlib dan SparkR, lihat catatan rilis Databricks Runtime 18.1 .
Fitur dan peningkatan baru
Beberapa pembaruan pustaka meliputi:
- Pembaruan CUDA ke 12.9
- flash_attn 2.8.3
- keras 3.12.0
- langchain 1.0.3
- mlflow-skinny 3.8.1
- openai 2.7.0
- torch 2.9.0
- torchvision 0.24.0
- transformers 4.57.1
- triton 3.5.0
- xgboost 3.1.1
Lingkungan sistem
Lingkungan sistem di Databricks Runtime 18.1 ML berbeda dari Databricks Runtime 18.1 sebagai berikut.
- Untuk kluster GPU, Databricks Runtime ML menyertakan pustaka GPU NVIDIA berikut:
- CUDA 12.9
- cublas 12.9.1.4-1
- cusolver 11.7.5.82
- cupti 12.9.79
- cusparse 12.5.10.65
- cuDNN 9.15.1.9-1
- NCCL 2.27.5
Perpustakaan
Bagian berikut mencantumkan daftar pustaka yang disertakan dalam Databricks Runtime 18.1 ML yang berbeda dengan pustaka yang disertakan dalam Databricks Runtime 18.1.
Pustaka tingkat atas
Databricks Runtime 18.1 ML menyertakan pustaka tingkat atas berikut:
Perpustakaan Python
Databricks Runtime 18.1 ML menggunakan virtualenv untuk manajemen paket Python dan mencakup banyak paket ML populer.
Untuk mereproduksi lingkungan Databricks Runtime ML Python di lingkungan virtual Python lokal Anda, unduh requirements-cpu-18.1.txt untuk kluster CPU atau requirements-gpu-18.1.txt untuk kluster GPU. Kemudian jalankan pip install -r requirements-<cpu|gpu>-18.1.txt. Perintah ini menginstal semua pustaka sumber terbuka yang digunakan Databricks Runtime ML, tetapi tidak menginstal pustaka yang dikembangkan oleh Databricks.
Pustaka Python pada kluster CPU
| Perpustakaan | Versi | Perpustakaan | Versi | Perpustakaan | Versi |
|---|---|---|---|---|---|
| absl-py | 2.3.1 | Percepat | 1.11.0 | aiohappyeyeballs | 2.4.4 |
| aiohttp | 3.11.10 | aiohttp-cors | 0.8.1 | aiosignal | 1.2.0 |
| alembic | 1.17.1 | anotasi-doc | 0.0.4 | tipe beranotasi | 0.7.0 |
| anyio | 4.7.0 | argon2-cffi | 21.3.0 | Pengikatan Argon2-cffi | 21.2.0 |
| arro3-core | 0.6.5 | anak panah | 1.3.0 | asttoken | 3.0.0 |
| astunparse | 1.6.3 | asinkron-lru | 2.0.4 | atribut | 24.3.0 |
| audioread | 3.1.0 | perintah otomatis | 2.2.2 | azure-common | 1.1.28 |
| azure-core | 1.36.0 | azure-cosmos | 4.3.1 | azure-identity | 1.20.0 |
| azure-mgmt-core | 1.6.0 | azure-mgmt-web | 8.0.0 | Azure Storage Blob | 12.27.1 |
| Azure Storage File Data Lake | 12.22.0 | babel | 2.16.0 | backports.tarfile | 1.2.0 |
| bcrypt | 4.3.0 | beautifulsoup4 | 4.12.3 | hitam | 24.10.0 |
| pemutih | 6.2.0 | blinker | 1.7.0 | kebahagiaan | 0.7.11 |
| boto3 | 1.40.45 | botocore | 1.40.45 | brotli | 1.2.0 |
| cachetools (perangkat untuk caching) | 5.5.1 | katalog | 2.0.10 | sertifikat | 2025.4.26 |
| cffi | 1.17.1 | chardet | 4.0.0 | charset-normalizer | 3.3.2 |
| pemutus sirkuit | 2.1.3 | klik | 8.1.8 | cloudpathlib | 0.23.0 |
| cloudpickle (perpustakaan Python untuk serialisasi objek) | 3.0.0 | cmdstanpy | 1.3.0 | berwarna-warni | 0.5.8 |
| colorlog | 6.10.1 | Komunikasi | 0.2.1 | makanan manis | 0.1.5 |
| Contourpy | 1.3.1 | cramjam | 2.11.0 | Kriptografi | 44.0.1 |
| pengendara sepeda | 0.11.0 | cymem | 2.0.12 | Cython | 3.1.5 |
| batu vulkanik dacite | 1.9.2 | databricks-agents | 1.9.1 | Databricks-rekayasa fitur | 0.13.0.1 |
| databricks-sdk | 0.67.0 | dataclasses-json | 0.6.7 | kumpulan data | 4.3.0 |
| dbl-tempo | 0.1.26 | dbus-python | 1.3.2 | debugpy | 1.8.11 |
| penghias | 5.1.1 | deepspeed | 0.18.1 | defusedxml | 0.7.1 |
| deltalake | 1.1.4 | Deprecated | 1.2.18 | adas | 0.3.8 |
| distlib | 0.3.9 | dm-tree | 0.1.9 | konversi docstring ke markdown | 0.11 |
| einops | 0.8.1 | menilai | 0.4.6 | eksekusi | 1.2.0 |
| gambaran umum aspek | 1.1.1 | Pemberitahuan Farama | 0.0.4 | fastapi | 0.121.2 |
| fastjsonschema | 2.21.1 | filelock | 3.17.0 | tipe file | 1.2.0 |
| Botol | 2.2.5 | FlatBuffers | 25.9.23 | alat pengelola font | 4.55.3 |
| Fqdn | 1.5.1 | daftar yang dibekukan | 1.5.0 | fsspec | 2023.5.0 |
| gast | 0.6.0 | gitdb | 4.0.11 | GitPython | 3.1.43 |
| google-api-core | 2.28.1 | google-auth (autentikasi Google) | 2.43.0 | google-cloud-core | 2.5.0 |
| penyimpanan awan Google | 3.2.0 | google-crc32c | 1.7.1 | Google Pasta | 0.2.0 |
| google-resumable-media (layanan media berkelanjutan dari Google) | 2.7.2 | googleapis-common-protos | 1.65.0 | graphql-core | 3.2.4 |
| greenlet | 3.1.1 | grpcio | 1.67.0 | grpcio-status | 1.67.0 |
| gedung olahraga | 0.28.1 | h11 | 0.16.0 | h5py | 3.12.1 |
| hf-xet | 1.2.0 | hjson | 3.1.0 | Liburan | 0.54 |
| httpcore | 1.0.9 | httplib2 | 0.20.4 | httpx | 0.28.1 |
| huggingface-hub (platform dari Hugging Face) | 0.36.0 | IDNA | 3.7 | Hash Gambar | 4.3.1 |
| imageio | 2.37.0 | pembelajaran-tidak-seimbang | 0.13.0 | importlib_metadata | 8.5.0 |
| importlib_resources | 6.5.2 | memfleksi | 7.3.1 | iniconfig | 1.1.1 |
| ipyflow-core | 0.0.209 | ipykernel | 6.29.5 | ipython | 8.30.0 |
| ipython-genutils | 0.2.0 | ipywidgets | 7.8.1 | isodate | 0.7.2 |
| isodurasi | 20.11.0 | itu berbahaya | 2.2.0 | jaraco.collections | 5.1.0 |
| jaraco.context | 5.3.0 | jaraco.functools | 4.0.1 | jaraco.teks | 3.12.1 |
| jax-jumpy | 1.0.0 | Jedi | 0.19.2 | Jinja2 | 3.1.6 |
| jiter | 0.12.0 | jmespath | 1.0.1 | joblib | 1.4.2 |
| joblibspark | 0.6.0 | json5 | 0.9.25 | jsonpatch | 1,33 |
| jsonpointer | 3.0.0 | jsonschema | 4.23.0 | Spesifikasi JSON Schema | 2023.7.1 |
| jupyter | 1.1.1 | jupyter-console | 6.6.3 | peristiwa Jupyter | 0.12.0 |
| jupyter-lsp | 2.2.5 | jupyter_client | 8.6.3 | jupyter_core | 5.7.2 |
| jupyter_server | 2.15.0 | Terminal Jupyter Server | 0.5.3 | jupyterlab | 4.3.4 |
| jupyterlab_pygments | 0.3.0 | jupyterlab_server | 2.27.3 | jupyterlab_widgets | 1.1.11 |
| keras | 3.12.0 | kiwisolver | 1.4.8 | langchain | 1.0.3 |
| langchain-core | 1.0.4 | langchain-openai | 1.0.2 | langkode | 3.5.0 |
| langgraph | 1.0.3 | titik pemeriksaan langgraf | 3.0.1 | langgraph-prebuilt | 1.0.4 |
| langgraph-sdk | 0.2.9 | langsmith | 0.4.41 | data bahasa | 1.3.0 |
| launchpadlib | 1.11.0 | lazr.restfulclient (klien layanan web yang menggunakan RESTful) | 0.14.6 | lazr.uri | 1.0.6 |
| lazy_loader | 0,4 | libclang | 15.0.6.1 | librosa | 0.11.0 |
| lightgbm | 4.6.0 | linkify-it-py | 2.0.0 | litellm | 1.75.9 |
| llvmlite | 0.44.0 | lz4 | 4.3.2 | Mako | 1.3.10 |
| marisa-trie | 1.2.0 | Markdown | 3.8 | markdown-it-py | 2.2.0 |
| MarkupSafe | 3.0.2 | kembang gula (marshmallow) | 3.26.1 | matplotlib | 3.10.0 |
| matplotlib-inline (modul untuk menampilkan grafik secara inline) | 0.1.7 | Mccabe | 0.7.0 | mdit-py-plugins | 0.3.0 |
| mdurl | 0.1.0 | memray (teknologi atau konsep terkait memori) | 1.19.1 | minify_html | 0.18.1 |
| penyetelan salah | 3.1.2 | ml_dtypes | 0.5.3 | mlflow-skinny (versi ringan) | 3.8.1 |
| mmh3 | 5.2.0 | more-itertools | 10.3.0 | mosaicml-streaming | 0.13.0 |
| mpmath | 1.3.0 | msal | 1.34.0 | msal-extensions | 1.3.1 |
| msgpack | 1.1.2 | multidict | 6.1.0 | metode ganda | 1.12 |
| multiproses | 0.70.16 | Murmur Hash | 1.0.14 | ekstensi mypy | 1.0.0 |
| namex | 0.1.0 | nbclient | 0.10.2 | nbconvert | 7.16.6 |
| nbformat | 5.10.4 | nest-asyncio | 1.6.0 | networkx | 3.4.2 |
| ninja | 1.13.0 | nltk | 3.9.1 | nodeenv | 1.9.1 |
| buku catatan | 7.3.2 | buku_catatan_shim | 0.2.4 | numba | 0.61.0 |
| numpy (perpustakaan Python untuk operasi numerik) | 2.1.3 | nvidia-nccl-cu12 | 2.28.7 | oauthlib | 3.2.0 |
| oci | 2.163.1 | OpenAI | 2.7.0 | opencensus | 0.11.4 |
| opencensus-konteks | 0.1.3 | opentelemetry-api | 1.38.0 | opentelemetry-proto | 1.38.0 |
| opentelemetry-sdk | 1.38.0 | opentelemetry-konvensi-semantik | 0,59b0 | opt_einsum | 3.4.0 |
| optree | 0.17.0 | optuna | 3.6.1 | Integrasi Optuna | 3.6.0 |
| orjson | 3.11.4 | ormsgpack | 1.12.0 | Mengabaikan | 7.4.0 |
| pengemasan | 24,2 | Panda | 2.2.3 | Pandocfilters | 1.5.0 |
| paramiko | 3.5.1 | pengurai | 0.8.4 | spesifikasi jalur | 0.10.3 |
| kambing hitam | 1.0.1 | pexpect | 4.8.0 | phik | 0.12.5 |
| bantal | 11.1.0 | pipa | 25.0.1 | platformdirs | 4.3.7 |
| plotly | 5.24.1 | pengaya | 1.5.0 | anjing peliharaan | 1.8.2 |
| 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. | 3.0.11 | prometheus_client | 0.21.1 | prompt-toolkit | 3.0.43 |
| propcache | 0.3.1 | nabi | 1.2.1 | proto-plus | 1.26.1 |
| protobuf | 5.29.4 | psutil | 5.9.0 | psycopg2 | 2.9.11 |
| ptyprocess | 0.7.0 | pure-eval | 0.2.2 | puremagik | 1.30 |
| py-cpuinfo | 9.0.0 | py-spy | 0.4.1 | pyarrow | 21.0.0 |
| pyasn1 | 0.4.8 | pyasn1-modules | 0.2.8 | pyccolo | 0.0.71 |
| pycparser | 2.21 | pydantic (perpustakaan Python untuk validasi data) | 2.10.6 | pydantic_core | 2.27.2 |
| pyflakes | 3.2.0 | Pygments | 2.19.1 | PyGObject | 3.48.2 |
| pyiceberg | 0.10.0 | PyJWT | 2.10.1 | PyNaCl | 1.5.0 |
| pyodbc | 5.2.0 | pyOpenSSL | 25.0.0 | pyparsing | 3.2.0 |
| pyright | 1.1.394 | pyroaring | 1.0.3 | pytesseract | 0.3.10 |
| pytest | 8.3.5 | python-dateutil | 2.9.0.post0 | python-dotenv | 1.2.1 |
| python-editor | 1.0.4 | python-json-logger | 3.2.1 | python-lsp-jsonrpc | 1.1.2 |
| python-lsp-server | 1.12.2 | python-snappy | 0.7.3 | pytoolconfig | 1.2.6 |
| pytz | 2024.1 | PyWavelets | 1.8.0 | PyYAML (paket untuk memproses bahasa YAML dalam Python) | 6.0.2 |
| pyzmq | 26.2.0 | ikan pari | 2.37.0 | Merujuk | 0.30.2 |
| regex | 2024.11.6 | requests | 2.32.3 | requests-toolbelt | 1.0.0 |
| rfc3339-validator | 0.1.4 | rfc3986-validator | 0.1.1 | kaya | 13.9.4 |
| tali | 1.13.0 | rpds-py | 0.22.3 | rsa | 4.9.1 |
| s3transfer | 0.14.0 | safetensors | 0.6.2 | scikit-image | 0.25.0 |
| scikit-learn | 1.6.1 | scipy (perpustakaan Python untuk komputasi ilmiah) | 1.15.3 | Seaborn (perpustakaan Python untuk visualisasi data) | 0.13.2 |
| Send2Trash | 1.8.2 | pemodel kalimat | 5.1.2 | sentencepiece | 0.2.1 |
| setuptools | 78.1.1 | bentuk | 0.49.1 | shellingham | 1.5.4 |
| Enam | 1.17.0 | sklearn-compat | 0.1.3 | pemotong | 0.0.8 |
| smart_open | 7.5.0 | smmap | 5.0.0 | Sniffio | 1.3.0 |
| sortedcontainers | 2.4.0 | berkas suara | 0.13.1 | alat penyaring sup | 2.5 |
| soxr | 1.0.0 | lapang | 3.7.5 | spacy-legacy | 3.0.12 |
| spacy-loggers | 1.0.5 | SQLAlchemy | 2.0.39 | sqlparse | 0.5.3 |
| Seriusan | 2.5.1 | ssh-import-id | 5.11 | stack-data | 0.6.3 |
| stanio | 0.5.1 | starlette | 0.49.3 | statsmodels (paket Python untuk pemodelan statistik) | 0.14.4 |
| strictyaml | 1.7.3 | sympy | 1.13.3 | kegigihan | 9.0.0 |
| TensorBoard | 2.20.0 | tensorboard-data-server | 0.7.2 | tensorboardX | 2.6.4 |
| TensorFlow | 2.20.0 | Termcolor | 3.2.0 | selesai | 0.17.1 |
| Tekstual | 4.0.0 | tf_keras | 2.20.1 | Thinc | 8.2.4 |
| threadpoolctl | 3.5.0 | tifffile | 2025.2.18 | tiktoken | 0.9.0 |
| tinycss2 | 1.4.0 | tokenize_rt | 6.1.0 | tokenisasi | 0.22.1 |
| tomli | 2.0.1 | obor/senter | 2.9.0+cpu | torcheval | 0.0.7 |
| torchvision | 0.24.0+cpu | Tornado | 6.5.1 | tqdm | 4.67.1 |
| traitlets | 5.14.3 | Trafo | 4.57.1 | typeguard (penjaga tipe) | 4.4.2 |
| Typer | 0.20.0 | typer-slim | 0.20.0 | type-python-dateutil | 2.9.0.20251108 |
| mengetik-memeriksa | 0.9.0 | ekstensi pengetikan (typing_extensions) | 4.12.2 | tzdata | 2024.1 |
| uc-micro-py | 1.0.1 | ujson | 5.10.0 | pembaruan otomatis tanpa pengawasan | 0.1 |
| templat URI | 1.3.0 | urllib3 | 2.3.0 | uvicorn | 0.38.0 |
| virtualenv | 20.29.3 | Visi | 0.8.1 | wadllib | 1.3.6 |
| wasabi | 1.1.3 | wcwidth | 0.2.5 | Musang | 0.4.3 |
| warna web | 25.10.0 | webencodings=0.5.1 | 0.5.1 | websocket-klien | 1.8.0 |
| Alat kerja | 3.1.3 | apa itu patch | 1.0.2 | wheel | 0.45.1 |
| Setiap kali | 0.7.3 | widgetsnbextension | 3.6.6 | wordcloud | 1.9.4 |
| terbungkus | 1.17.0 | xgboost | 3.1.1 | xgboost-ray | 0.1.19 |
| xxhash | 3.5.0 | yapf | 0.40.2 | yarl | 1.18.0 |
| Pembuatan profil ydata | 4.17.0 | zipp | 3.21.0 | zstandard | 0.23.0 |
| zstd | 1.5.5.1 |
Pustaka Python pada kluster GPU
Nota
PyTorch menggunakan dependensi CUDA PyPI untuk memberikan dukungan CUDA alih-alih versi pustaka CUDA yang terintegrasi ke dalam Databricks Runtime 18.1 ML.
| Perpustakaan | Versi | Perpustakaan | Versi | Perpustakaan | Versi |
|---|---|---|---|---|---|
| absl-py | 2.3.1 | Percepat | 1.11.0 | aiohappyeyeballs | 2.4.4 |
| aiohttp | 3.11.10 | aiohttp-cors | 0.8.1 | aiosignal | 1.2.0 |
| anotasi-doc | 0.0.4 | tipe beranotasi | 0.7.0 | anyio | 4.7.0 |
| argon2-cffi | 21.3.0 | Pengikatan Argon2-cffi | 21.2.0 | arro3-core | 0.6.5 |
| anak panah | 1.3.0 | asttoken | 3.0.0 | astunparse | 1.6.3 |
| asinkron-lru | 2.0.4 | atribut | 24.3.0 | audioread | 3.1.0 |
| perintah otomatis | 2.2.2 | azure-common | 1.1.28 | azure-core | 1.36.0 |
| azure-cosmos | 4.3.1 | azure-identity | 1.20.0 | azure-mgmt-core | 1.6.0 |
| azure-mgmt-web | 8.0.0 | Azure Storage Blob | 12.27.1 | Azure Storage File Data Lake | 12.22.0 |
| babel | 2.16.0 | backports.tarfile | 1.2.0 | bcrypt | 4.3.0 |
| beautifulsoup4 | 4.12.3 | hitam | 24.10.0 | pemutih | 6.2.0 |
| blinker | 1.7.0 | kebahagiaan | 0.7.11 | boto3 | 1.40.45 |
| botocore | 1.40.45 | brotli | 1.2.0 | cachetools (perangkat untuk caching) | 5.5.1 |
| katalog | 2.0.10 | sertifikat | 2025.4.26 | cffi | 1.17.1 |
| chardet | 4.0.0 | charset-normalizer | 3.3.2 | pemutus sirkuit | 2.1.3 |
| klik | 8.1.8 | cloudpathlib | 0.23.0 | cloudpickle (perpustakaan Python untuk serialisasi objek) | 3.0.0 |
| cmdstanpy | 1.3.0 | berwarna-warni | 0.5.8 | colorlog | 6.10.1 |
| Komunikasi | 0.2.1 | makanan manis | 0.1.5 | Contourpy | 1.3.1 |
| cramjam | 2.11.0 | Kriptografi | 44.0.1 | pengendara sepeda | 0.11.0 |
| cymem | 2.0.12 | Cython | 3.1.5 | batu vulkanik dacite | 1.9.2 |
| databricks-agents | 1.9.1 | Databricks-rekayasa fitur | 0.13.0.1 | databricks-sdk | 0.67.0 |
| dataclasses-json | 0.6.7 | kumpulan data | 4.3.0 | dbl-tempo | 0.1.26 |
| dbus-python | 1.3.2 | debugpy | 1.8.11 | penghias | 5.1.1 |
| deepspeed | 0.18.1 | defusedxml | 0.7.1 | deltalake | 1.1.4 |
| Deprecated | 1.2.18 | adas | 0.3.8 | distlib | 0.3.9 |
| dm-tree | 0.1.9 | konversi docstring ke markdown | 0.11 | einops | 0.8.1 |
| menilai | 0.4.6 | eksekusi | 1.2.0 | gambaran umum aspek | 1.1.1 |
| Pemberitahuan Farama | 0.0.4 | fastapi | 0.121.2 | fastjsonschema | 2.21.1 |
| filelock | 3.17.0 | tipe file | 1.2.0 | flash_attn | 2.8.3 |
| Botol | 2.2.5 | FlatBuffers | 25.9.23 | alat pengelola font | 4.55.3 |
| Fqdn | 1.5.1 | daftar yang dibekukan | 1.5.0 | fsspec | 2023.5.0 |
| gast | 0.6.0 | gitdb | 4.0.11 | GitPython | 3.1.43 |
| google-api-core | 2.28.1 | google-auth (autentikasi Google) | 2.43.0 | google-cloud-core | 2.5.0 |
| penyimpanan awan Google | 3.2.0 | google-crc32c | 1.7.1 | Google Pasta | 0.2.0 |
| google-resumable-media (layanan media berkelanjutan dari Google) | 2.7.2 | googleapis-common-protos | 1.65.0 | graphql-core | 3.2.4 |
| greenlet | 3.1.1 | grpcio | 1.67.0 | grpcio-status | 1.67.0 |
| gedung olahraga | 0.28.1 | h11 | 0.16.0 | h5py | 3.12.1 |
| hf-xet | 1.2.0 | hjson | 3.1.0 | Liburan | 0.54 |
| httpcore | 1.0.9 | httplib2 | 0.20.4 | httpx | 0.28.1 |
| huggingface-hub (platform dari Hugging Face) | 0.36.0 | IDNA | 3.7 | Hash Gambar | 4.3.1 |
| imageio | 2.37.0 | pembelajaran-tidak-seimbang | 0.13.0 | importlib_metadata | 8.5.0 |
| importlib_resources | 6.5.2 | memfleksi | 7.3.1 | iniconfig | 1.1.1 |
| ipyflow-core | 0.0.209 | ipykernel | 6.29.5 | ipython | 8.30.0 |
| ipython-genutils | 0.2.0 | ipywidgets | 7.8.1 | isodate | 0.7.2 |
| isodurasi | 20.11.0 | itu berbahaya | 2.2.0 | jaraco.collections | 5.1.0 |
| jaraco.context | 5.3.0 | jaraco.functools | 4.0.1 | jaraco.teks | 3.12.1 |
| jax-jumpy | 1.0.0 | Jedi | 0.19.2 | Jinja2 | 3.1.6 |
| jiter | 0.12.0 | jmespath | 1.0.1 | joblib | 1.4.2 |
| joblibspark | 0.6.0 | json5 | 0.9.25 | jsonpatch | 1,33 |
| jsonpointer | 3.0.0 | jsonschema | 4.23.0 | Spesifikasi JSON Schema | 2023.7.1 |
| jupyter | 1.1.1 | jupyter-console | 6.6.3 | peristiwa Jupyter | 0.12.0 |
| jupyter-lsp | 2.2.5 | jupyter_client | 8.6.3 | jupyter_core | 5.7.2 |
| jupyter_server | 2.15.0 | Terminal Jupyter Server | 0.5.3 | jupyterlab | 4.3.4 |
| jupyterlab_pygments | 0.3.0 | jupyterlab_server | 2.27.3 | jupyterlab_widgets | 1.1.11 |
| keras | 3.12.0 | kiwisolver | 1.4.8 | langchain | 1.0.3 |
| langchain-core | 1.0.4 | langchain-openai | 1.0.2 | langkode | 3.5.0 |
| langgraph | 1.0.3 | titik pemeriksaan langgraf | 3.0.1 | langgraph-prebuilt | 1.0.4 |
| langgraph-sdk | 0.2.9 | langsmith | 0.4.41 | data bahasa | 1.3.0 |
| launchpadlib | 1.11.0 | lazr.restfulclient (klien layanan web yang menggunakan RESTful) | 0.14.6 | lazr.uri | 1.0.6 |
| lazy_loader | 0,4 | libclang | 15.0.6.1 | librosa | 0.11.0 |
| lightgbm | 4.6.0 | linkify-it-py | 2.0.0 | litellm | 1.75.9 |
| llvmlite | 0.44.0 | lz4 | 4.3.2 | Mako | 1.3.10 |
| marisa-trie | 1.2.0 | Markdown | 3.8 | markdown-it-py | 2.2.0 |
| MarkupSafe | 3.0.2 | kembang gula (marshmallow) | 3.26.1 | matplotlib | 3.10.0 |
| matplotlib-inline (modul untuk menampilkan grafik secara inline) | 0.1.7 | Mccabe | 0.7.0 | mdit-py-plugins | 0.3.0 |
| mdurl | 0.1.0 | memray (teknologi atau konsep terkait memori) | 1.19.1 | minify_html | 0.18.1 |
| penyetelan salah | 3.1.2 | ml_dtypes | 0.5.3 | mlflow-skinny (versi ringan) | 3.8.1 |
| mmh3 | 5.2.0 | more-itertools | 10.3.0 | mosaicml-streaming | 0.13.0 |
| mpmath | 1.3.0 | msal | 1.34.0 | msal-extensions | 1.3.1 |
| msgpack | 1.1.2 | multidict | 6.1.0 | metode ganda | 1.12 |
| multiproses | 0.70.16 | Murmur Hash | 1.0.14 | ekstensi mypy | 1.0.0 |
| namex | 0.1.0 | nbclient | 0.10.2 | nbconvert | 7.16.6 |
| nbformat | 5.10.4 | nest-asyncio | 1.6.0 | networkx | 3.4.2 |
| ninja | 1.13.0 | nltk | 3.9.1 | nodeenv | 1.9.1 |
| buku catatan | 7.3.2 | buku_catatan_shim | 0.2.4 | numba | 0.61.0 |
| numpy (perpustakaan Python untuk operasi numerik) | 2.1.3 | nvidia-cublas-cu12 | 12.9.1.4 | nvidia-cuda-cupti-cu12 | 12.9.79 |
| nvidia-cuda-nvrtc-cu12 | 12.9.86 | nvidia-cuda-runtime-cu12 | 12.9.79 | nvidia-cudnn-cu12 | 9.10.2.21 |
| nvidia-cufft-cu12 | 11.4.1.4 | nvidia-cufile-cu12 | 1.14.1.1 | nvidia-curand-cu12 | 10.3.10.19 |
| nvidia-cusolver-cu12 | 11.7.5.82 | nvidia-cusparse-cu12 | 12.5.10.65 | nvidia-cusparselt-cu12 | 0.7.1 |
| nvidia-ml-py | 13.580.82 | nvidia-nccl-cu12 | 2.27.5 | nvidia-nvjitlink-cu12 | 12.9.86 |
| nvidia-nvshmem-cu12 | 3.3.20 | nvidia-nvtx-cu12 | 12.9.79 | oauthlib | 3.2.0 |
| oci | 2.163.1 | OpenAI | 2.7.0 | opencensus | 0.11.4 |
| opencensus-konteks | 0.1.3 | opentelemetry-api | 1.38.0 | opentelemetry-proto | 1.38.0 |
| opentelemetry-sdk | 1.38.0 | opentelemetry-konvensi-semantik | 0,59b0 | opt_einsum | 3.4.0 |
| optree | 0.17.0 | optuna | 3.6.1 | Integrasi Optuna | 3.6.0 |
| orjson | 3.11.4 | ormsgpack | 1.12.0 | Mengabaikan | 7.4.0 |
| pengemasan | 24,2 | Panda | 2.2.3 | Pandocfilters | 1.5.0 |
| paramiko | 3.5.1 | pengurai | 0.8.4 | spesifikasi jalur | 0.10.3 |
| kambing hitam | 1.0.1 | pexpect | 4.8.0 | phik | 0.12.5 |
| bantal | 11.1.0 | pipa | 25.0.1 | platformdirs | 4.3.7 |
| plotly | 5.24.1 | pengaya | 1.5.0 | anjing peliharaan | 1.8.2 |
| 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. | 3.0.11 | prometheus_client | 0.21.1 | prompt-toolkit | 3.0.43 |
| propcache | 0.3.1 | nabi | 1.2.1 | proto-plus | 1.26.1 |
| protobuf | 5.29.4 | psutil | 5.9.0 | psycopg2 | 2.9.11 |
| ptyprocess | 0.7.0 | pure-eval | 0.2.2 | puremagik | 1.30 |
| py-cpuinfo | 9.0.0 | py-spy | 0.4.1 | pyarrow | 21.0.0 |
| pyasn1 | 0.4.8 | pyasn1-modules | 0.2.8 | pyccolo | 0.0.71 |
| pycparser | 2.21 | pydantic (perpustakaan Python untuk validasi data) | 2.10.6 | pydantic_core | 2.27.2 |
| pyflakes | 3.2.0 | Pygments | 2.19.1 | PyGObject | 3.48.2 |
| pyiceberg | 0.10.0 | PyJWT | 2.10.1 | PyNaCl | 1.5.0 |
| pyodbc | 5.2.0 | pyOpenSSL | 25.0.0 | pyparsing | 3.2.0 |
| pyright | 1.1.394 | pyroaring | 1.0.3 | pytesseract | 0.3.10 |
| pytest | 8.3.5 | python-dateutil | 2.9.0.post0 | python-dotenv | 1.2.1 |
| python-editor | 1.0.4 | python-json-logger | 3.2.1 | python-lsp-jsonrpc | 1.1.2 |
| python-lsp-server | 1.12.2 | python-snappy | 0.7.3 | pytoolconfig | 1.2.6 |
| pytz | 2024.1 | PyWavelets | 1.8.0 | PyYAML (paket untuk memproses bahasa YAML dalam Python) | 6.0.2 |
| pyzmq | 26.2.0 | ikan pari | 2.37.0 | Merujuk | 0.30.2 |
| regex | 2024.11.6 | requests | 2.32.3 | requests-toolbelt | 1.0.0 |
| rfc3339-validator | 0.1.4 | rfc3986-validator | 0.1.1 | kaya | 13.9.4 |
| tali | 1.13.0 | rpds-py | 0.22.3 | rsa | 4.9.1 |
| s3transfer | 0.14.0 | safetensors | 0.6.2 | scikit-image | 0.25.0 |
| scikit-learn | 1.6.1 | scipy (perpustakaan Python untuk komputasi ilmiah) | 1.15.3 | Seaborn (perpustakaan Python untuk visualisasi data) | 0.13.2 |
| Send2Trash | 1.8.2 | pemodel kalimat | 5.1.2 | sentencepiece | 0.2.1 |
| setuptools | 78.1.1 | bentuk | 0.49.1 | shellingham | 1.5.4 |
| Enam | 1.17.0 | sklearn-compat | 0.1.3 | pemotong | 0.0.8 |
| smart_open | 7.5.0 | smmap | 5.0.0 | Sniffio | 1.3.0 |
| sortedcontainers | 2.4.0 | berkas suara | 0.13.1 | alat penyaring sup | 2.5 |
| soxr | 1.0.0 | lapang | 3.7.5 | spacy-legacy | 3.0.12 |
| spacy-loggers | 1.0.5 | SQLAlchemy | 2.0.39 | sqlparse | 0.5.3 |
| Seriusan | 2.5.1 | ssh-import-id | 5.11 | stack-data | 0.6.3 |
| stanio | 0.5.1 | starlette | 0.49.3 | statsmodels (paket Python untuk pemodelan statistik) | 0.14.4 |
| strictyaml | 1.7.3 | sympy | 1.13.3 | kegigihan | 9.0.0 |
| TensorBoard | 2.20.0 | tensorboard-data-server | 0.7.2 | tensorboardX | 2.6.4 |
| TensorFlow | 2.20.0 | Termcolor | 3.2.0 | selesai | 0.17.1 |
| Tekstual | 4.0.0 | tf_keras | 2.20.1 | Thinc | 8.2.4 |
| threadpoolctl | 3.5.0 | tifffile | 2025.2.18 | tiktoken | 0.9.0 |
| tinycss2 | 1.4.0 | tokenize_rt | 6.1.0 | tokenisasi | 0.22.1 |
| tomli | 2.0.1 | obor/senter | 2.9.0+cu129 | torcheval | 0.0.7 |
| torchvision | 0.24.0+cu129 | Tornado | 6.5.1 | tqdm | 4.67.1 |
| traitlets | 5.14.3 | Trafo | 4.57.1 | Triton | 3.5.0 |
| typeguard (penjaga tipe) | 4.4.2 | Typer | 0.20.0 | typer-slim | 0.20.0 |
| type-python-dateutil | 2.9.0.20251108 | mengetik-memeriksa | 0.9.0 | ekstensi pengetikan (typing_extensions) | 4.12.2 |
| tzdata | 2024.1 | uc-micro-py | 1.0.1 | ujson | 5.10.0 |
| pembaruan otomatis tanpa pengawasan | 0.1 | templat URI | 1.3.0 | urllib3 | 2.3.0 |
| uvicorn | 0.38.0 | virtualenv | 20.29.3 | Visi | 0.8.1 |
| wadllib | 1.3.6 | wasabi | 1.1.3 | wcwidth | 0.2.5 |
| Musang | 0.4.3 | warna web | 25.10.0 | webencodings=0.5.1 | 0.5.1 |
| websocket-klien | 1.8.0 | Alat kerja | 3.1.3 | apa itu patch | 1.0.2 |
| wheel | 0.45.1 | Setiap kali | 0.7.3 | widgetsnbextension | 3.6.6 |
| wordcloud | 1.9.4 | terbungkus | 1.17.0 | xgboost | 3.1.1 |
| xgboost-ray | 0.1.19 | xxhash | 3.5.0 | yapf | 0.40.2 |
| yarl | 1.18.0 | Pembuatan profil ydata | 4.17.0 | zipp | 3.21.0 |
| zstandard | 0.23.0 | zstd | 1.5.5.1 |
Pustaka Bahasa Pemrograman R
Pustaka R identik dengan Pustaka R di Databricks Runtime 18.1.
Pustaka Java dan Scala (kluster Scala 2.13)
Selain pustaka Java dan Scala di Databricks Runtime 18.1, Databricks Runtime 18.1 ML berisi JAR berikut:
Kluster CPU
| ID Grup | Identifikasi Artefak | Versi |
|---|---|---|
| ml.dmlc | xgboost4j-spark_2.13 | 2.1.3 |
| ml.dmlc | xgboost4j_2.13 | 2.1.3 |
| org.graphframes | graphframes_2.13 | 0.8.4-db1-spark3.5 |
| org.mlflow | mlflow-client | 2.15.1 |
| org.scala-lang.modules | scala-collection-compat_2.13 | 2.12.0 |
| org.tensorflow | spark-tensorflow-connector_2.13 | 1.15.0 |
Kluster GPU
| ID Grup | Identifikasi Artefak | Versi |
|---|---|---|
| ml.dmlc | xgboost4j-spark_2.13 | 2.1.3 |
| ml.dmlc | xgboost4j_2.13 | 2.1.3 |
| org.graphframes | graphframes_2.13 | 0.8.4-db1-spark3.5 |
| org.mlflow | mlflow-client | 2.15.1 |
| org.scala-lang.modules | scala-collection-compat_2.13 | 2.12.0 |
| org.tensorflow | spark-tensorflow-connector_2.13 | 1.15.0 |
Rilis yang tidak didukung
Tip
Untuk melihat catatan rilis untuk versi Databricks Runtime yang telah mencapai akhir masa dukungan (EoS), lihat Catatan rilis Databricks Runtime yang telah mencapai akhir masa dukungan. Versi EoS Databricks Runtime telah dihentikan dan mungkin tidak diperbarui.