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v18.6.0
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Highlights
New data converters for physical AI and colmap datasets, and made various improvements to existing tools and documentation.
Improve waymo converter performance by optimizing lidar processing, resulting in ~23x speedup.
Added ncore_vis, a viser-based tool for visualizing NCore datasets.
Performance improvements of the camera / lidar sensor models by skipping updates for hidden sensors and reducing redundant allocations and kernel launches.
➕ Added
(ncore_vis ) Allow metadata to color lidar points - (242f0bb ) - Michael Shelley
(ncore_vis ) Add up direction dropdown - (0cdbb5b ) - Michael Shelley
(ncore_vis ) Add ncore_vis, a viser-based tool for visualizing NCore datasets - (52a2fe4 ) - Janick Martinez Esturo
(viser ) cache CameraModel instances, add device selector - (3be074a ) - Janick Martinez Esturo
Add bazel binary for downloading clips for PAI - (8eaae76 ) - Michael Shelley
Add physical AI to ncore v4 converter - (43bec06 ) - Michael Shelley
Add colmap to ncore converter - (6a19ab4 ) - Michael Shelley
🪲 Fixed
(basedataconverter ) don't use paths in generic logic / switch to string IDs - (3230ce9 ) - Janick Martinez Esturo
(ci ) Also free up disk space for wheel deployment - (3628c2f ) - Janick Martinez Esturo
(ci ) Free up disc space also for export docs - (c909253 ) - Janick Martinez Esturo
(colmap ) Final cleanups (code / docs) - (14a172e ) - Janick Martinez Esturo
(colmap ) Prevent division by zero and crash on missing images - (54d729f ) - Michael Shelley
(docs ) Update bazel invocation in docs - (c100474 ) - Janick Martinez Esturo
(ncore_vis ) Prevent race conditions when removing nodes in scene - (a1a4ad4 ) - Michael Shelley
(pai ) use '--hf-token' consistently - (46a76c2 ) - Janick Martinez Esturo
(pai ) Update readme, default dataset revision to 'main', fix copyrights - (7cc4ffc ) - Janick Martinez Esturo
(pai ) Require DracoPy 2.0.0 or higher - (10bd676 ) - Janick Martinez Esturo
(pai ) Remove fallbacks, add platform_class to metadata, and close streaming provider - (7f1fe35 ) - Janick Martinez Esturo
(pai ) Licenses and static type updates - (7afbc85 ) - Janick Martinez Esturo
(pai ) Make sure to clean up temporary directories after conversion - (10a2437 ) - Janick Martinez Esturo
(waymo-converter ) add type annotations and enable mypy checking - (44dd7b2 ) - Janick Martinez Esturo
Add early exit on missing frames / minor cleanups - (0bc9282 ) - Janick Martinez Esturo
⚡ Performance
(ncore_vis ) skip updates for hidden cameras and lidars - (251a916 ) - Janick Martinez Esturo
(sensors ) reduce redundant allocations and kernel launches in sensor models - (625929f ) - Janick Martinez Esturo
(waymo-converter ) optimize lidar processing ~23x speedup - (644dc06 ) - Zan Gojcic, Cursor
🔄 Changed
(colmap ) Various improvements / cleanups - (476bd1c ) - Janick Martinez Esturo, Copilot, Copilot
(data_converter ) make --root-dir optional by introducing FileBasedDataConverter - (16acb07 ) - Janick Martinez Esturo
(ncore_vis ) Cleanup metadata colorization code, only find valid metadata at init - (62f0257 ) - Michael Shelley
(pai ) Add missing copyright, remove toml file - (75916b9 ) - Michael Shelley
(pai ) Remove unused code in bazel file - (a0f1039 ) - Michael Shelley
(pai ) Rename pai_remote, flatten structure, remove python module - (02e2740 ) - Michael Shelley
(pai ) Rename pai conversion commands - (95336a7 ) - Michael Shelley
(tools ) remove ncore_visualize_labels and open3d dependency - (6fc43b3 ) - Janick Martinez Esturo
(waymo-converter ) separate Waymo-derived and NVIDIA-original code - (c1b4b65 ) - Janick Martinez Esturo
split PAI converter into separate local and streaming variants with distinct config factory - (92a1729 ) - Janick Martinez Esturo
clean up unused code and rename input parameter and add readme - (f5cca96 ) - Michael Shelley
📚 Documentation
(contributing ) add conventional commits and linear history guidelines - (1355d88 ) - Janick Martinez Esturo
(converters ) Format updates - (da7f5f7 ) - Janick Martinez Esturo
(converters ) Updated converter docs to remove code samples; combined pai readmes into one. - (a525e0d ) - Michael Shelley
(pai ) indicate current default HuggingFace dataset revision - (d179209 ) - Janick Martinez Esturo
(pai ) Add PAI to NCore docs - (132e538 ) - Michael Shelley
(readme ) overhaul README.md for OSS readiness - (d763103 ) - Janick Martinez Esturo
(sphinx ) migrate to nvidia_sphinx_theme for NVIDIA corporate branding - (aa9c3bc ) - Janick Martinez Esturo
(waymo ) Update documentation for Waymo conversion tool - (cceee95 ) - Janick Martinez Esturo
comprehensive documentation overhaul - (3eda9b0 ) - Janick Martinez Esturo
fix duplicate data_conversions label in waymo.rst and colmap.rst - (35c02b7 ) - Janick Martinez Esturo
add SECURITY.md per SCM standard (NRE-2883) - (cbd904d ) - Jonas Toelke, Claude Opus 4.6 (1M context)
Minor readme updates - (1968e10 ) - Janick Martinez Esturo
update CHANGELOG and README for v18.5.0 release - (4a268ed ) - Janick Martinez Esturo
add CHANGELOG.md following Keep a Changelog format - (2097286 ) - Janick Martinez Esturo
fix typo - (bad48b1 ) - Janick Martinez Esturo
fix copyright year and add SIL Lab link in documentation - (ecc2290 ) - Janick Martinez Esturo
update commit signing requirements from DCO sign-off to GPG signatures - (3fde27a ) - Janick Martinez Esturo
update contributions on merge commits - (3ded866 ) - Janick Martinez Esturo
⚙️ CI
(bazel ) Cache external dependencies - (f97c1d6 ) - Janick Martinez Esturo
(bazel-setup ) Remove waymo modules repo cache and set bazelrc - (e2282ba ) - Janick Martinez Esturo
(pipy ) publish to regular PyPI - (a1a18d6 ) - Janick Martinez Esturo
support fork CI by falling back to NVIDIA_PACKAGES_TOKEN for GitHub Packages auth - (75ba65a ) - Janick Martinez Esturo
add GitHub issue and pull request templates - (5a7c905 ) - Janick Martinez Esturo
patch rules_python for --repo_contents_cache support - (3cd8809 ) - Janick Martinez Esturo
add conventional commits check for pull requests - (eb7bc62 ) - Janick Martinez Esturo
🏗️ Build
(bazel ) Update to bazel 8.5.1 - (60811b3 ) - Janick Martinez Esturo
(proto ) Update to latest rules_proto - (26972cc ) - Janick Martinez Esturo
Add cog configuration for conventional commit linting and changelog generation - (4822d29 ) - Janick Martinez Esturo
remove pyside6 dependency (LGPL-licensed) - (8c27d3d ) - Janick Martinez Esturo
🎨 Style
(waymo-converter ) modernize type annotations for Python 3.11 - (c01da20 ) - Janick Martinez Esturo
🔧 Chore
(waymo ) update Waymo Open Dataset to version 1.6.1 in MODULE.bazel and related files - (fb04dfa ) - Janick Martinez Esturo
Clean up Python code for public release - (21751a1 ) - Janick Martinez Esturo
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