Serverless GPU environment version 3 (beta)
Serverless GPU compute on Databricks is in Beta. During Beta, the contents of the supported environments, including the list of packages or versions of installed packages, may change.
This article outlines the system environment information for Serverless GPU environment version 3.
To ensure compatibility for the application, Serverless GPU workloads use a versioned API, known as the environment version, which remains compatible with newer server versions.
You can select the environment version using the Environment side panel in your serverless notebooks. See Set up serverless GPU compute.
New features and improvements
Serverless GPU environment 3 is built on top of serverless environment 3 (CPU). See what's new in serverless environment 3 (CPU).
System environment
- Operating System: Ubuntu 24.04.2 LTS
- Python: 3.12.3
- Databricks Connect: 16.4.2
- NVIDIA CUDA Toolkit: 12.4
Installed Python libraries
In addition to what's included in serverless environment 3 (CPU), serverless GPU environment 3 includes the following:
torch 2.6.0torchvision 0.21.0
To reproduce serverless GPU environment 3 in your local Python virtual environment, download the requirements-env-gpu-3.txt file and run pip install -r requirements-env-gpu-3.txt. This command installs all of the open source libraries from serverless GPU environment 3.
Library | Version | Library | Version | Library | Version |
|---|---|---|---|---|---|
annotated-types | 0.7.0 | anyio | 4.2.0 | asttokens | 2.0.5 |
astunparse | 1.6.3 | azure-core | 1.33.0 | azure-storage-blob | 12.23.0 |
azure-storage-file-datalake | 12.17.0 | black | 24.4.2 | blinker | 1.7.0 |
boto3 | 1.34.69 | botocore | 1.34.69 | cachetools | 5.3.3 |
certifi | 2024.6.2 | cffi | 1.16.0 | chardet | 4.0.0 |
charset-normalizer | 2.0.4 | click | 8.1.7 | cloudpickle | 3.0.0 |
comm | 0.2.1 | contourpy | 1.2.0 | cryptography | 42.0.5 |
cycler | 0.11.0 | Cython | 3.0.11 | databricks-connect | 16.4.4 |
databricks-sdk | 0.49.0 | databricks.serverless_gpu | 0.5.3 | dbus-python | 1.3.2 |
debugpy | 1.6.7 | decorator | 5.1.1 | Deprecated | 1.2.18 |
dill | 0.3.8 | distlib | 0.3.8 | executing | 0.8.3 |
facets-overview | 1.1.1 | fastapi | 0.115.12 | filelock | 3.13.1 |
fonttools | 4.51.0 | fsspec | 2024.3.1 | future | 1.0.0 |
gitdb | 4.0.11 | GitPython | 3.1.37 | google-api-core | 2.20.0 |
google-auth | 2.38.0 | google-cloud-core | 2.4.3 | google-cloud-storage | 3.1.0 |
google-crc32c | 1.7.1 | google-resumable-media | 2.7.2 | googleapis-common-protos | 1.69.2 |
grpcio | 1.71.0 | grpcio-status | 1.71.0 | h11 | 0.14.0 |
httplib2 | 0.20.4 | idna | 3.7 | importlib-metadata | 7.0.1 |
iniconfig | 1.1.1 | ipyflow-core | 0.0.206 | ipykernel | 6.29.5 |
ipython | 8.32.0 | ipython-genutils | 0.2.0 | ipywidgets | 7.7.2 |
isodate | 0.7.2 | jedi | 0.19.1 | Jinja2 | 3.1.4 |
jmespath | 1.0.1 | joblib | 1.4.2 | jupyter_client | 8.6.0 |
jupyter_core | 5.7.2 | kiwisolver | 1.4.4 | launchpadlib | 1.11.0 |
lazr.restfulclient | 0.14.6 | lazr.uri | 1.0.6 | MarkupSafe | 2.1.3 |
matplotlib | 3.8.4 | matplotlib-inline | 0.1.6 | mlflow-skinny | 2.21.3 |
mpmath | 1.3.0 | mypy-extensions | 1.0.0 | nest-asyncio | 1.6.0 |
networkx | 3.2.1 | numpy | 1.26.4 | nvidia-cublas-cu12 | 12.4.5.8 |
nvidia-cuda-cupti-cu12 | 12.4.127 | nvidia-cuda-nvrtc-cu12 | 12.4.127 | nvidia-cuda-runtime-cu12 | 12.4.127 |
nvidia-cudnn-cu12 | 9.1.0.70 | nvidia-cufft-cu12 | 11.2.1.3 | nvidia-curand-cu12 | 10.3.5.147 |
nvidia-cusolver-cu12 | 11.6.1.9 | nvidia-cusparse-cu12 | 12.3.1.170 | nvidia-cusparselt-cu12 | 0.6.2 |
nvidia-nccl-cu12 | 2.21.5 | nvidia-nvjitlink-cu12 | 12.4.127 | nvidia-nvtx-cu12 | 12.4.127 |
oauthlib | 3.2.2 | opentelemetry-api | 1.31.1 | opentelemetry-sdk | 1.31.1 |
opentelemetry-semantic-conventions | 0.52b1 | packaging | 24.1 | pandas | 1.5.3 |
parambench-train-comms | 0.0.0 | parso | 0.8.3 | pathspec | 0.10.3 |
patsy | 0.5.6 | pexpect | 4.8.0 | pillow | 10.3.0 |
pip | 25.0.1 | platformdirs | 3.10.0 | plotly | 5.22.0 |
pluggy | 1.5.0 | prompt-toolkit | 3.0.43 | proto-plus | 1.26.1 |
protobuf | 5.29.4 | psutil | 5.9.0 | psycopg2 | 2.9.3 |
ptyprocess | 0.7.0 | pure-eval | 0.2.2 | py4j | 0.10.9.9 |
pyarrow | 15.0.2 | pyarrow-hotfix | 0.6 | pyasn1 | 0.4.8 |
pyasn1-modules | 0.2.8 | pyccolo | 0.0.68 | pycparser | 2.21 |
pydantic | 2.8.2 | pydantic_core | 2.20.1 | pydot | 3.0.4 |
Pygments | 2.15.1 | PyGObject | 3.48.2 | PyJWT | 2.7.0 |
pyodbc | 5.0.1 | pyparsing | 3.0.9 | pyspark | 3.5.2+databricks.connect.16.4.2 |
pytest | 8.3.0 | python-dateutil | 2.9.0.post0 | python-lsp-jsonrpc | 1.1.2 |
pytz | 2024.1 | PyYAML | 6.0.1 | pyzmq | 25.1.2 |
requests | 2.32.2 | rsa | 4.9 | s3transfer | 0.10.4 |
scikit-learn | 1.4.2 | scipy | 1.13.1 | seaborn | 0.13.2 |
setuptools | 69.5.1 | six | 1.16.0 | smmap | 5.0.0 |
sniffio | 1.3.0 | sqlparse | 0.5.3 | ssh-import-id | 5.11 |
stack-data | 0.2.0 | starlette | 0.46.1 | statsmodels | 0.14.2 |
sympy | 1.13.1 | tenacity | 8.2.2 | threadpoolctl | 2.2.0 |
tokenize-rt | 4.2.1 | torch | 2.6.0+cu124 | torchvision | 0.21.0+cu124 |
tornado | 6.4.1 | traitlets | 5.14.3 | triton | 3.2.0 |
typing_extensions | 4.12.1 | tzdata | 2024.1 | ujson | 5.10.0 |
unattended-upgrades | 0.1 | urllib3 | 2.2.2 | uvicorn | 0.34.0 |
virtualenv | 20.29.2 | wadllib | 1.3.6 | wcwidth | 0.2.5 |
wheel | 0.45.1 | wrapt | 1.14.1 | zipp | 3.17.0 |
zstandard | 0.23.0 |