We are excited to announce the release of pyg-lib 0.5 🎉🎉🎉

What's Changed

• Increment subgraph id globally for all seed nodes by @kgajdamo in #304
• Fix tests on macOS ARM by @rusty1s in #305
• fix bug to add large tensor support by @kaixuanliu in #308
• Add macOS M1 support by @rusty1s in #310
• Fix macOS nightly build by @rusty1s in #312
• Fix macOS install (part2) by @rusty1s in #313
• Build for Windows by @rusty1s in #315
• Update Windows build by @rusty1s in #317
• Add PyTorch 2.3 support by @rusty1s in #322
• Load libpyg.so first to let torch.library.register_fake find custom operators by @akihironitta in #329
• Ensure consistent line endings in the repository by @akihironitta in #332
• Add PyTorch 2.4 support by @rusty1s in #338
• Add PyTorch 2.4 support by @rusty1s in #339
• Drop Windows/PyTorch 2.0.0/cu121 builds by @rusty1s in #340
• Add sphinx-lint by @rusty1s in #341
• Support for sphinx_copybutton by @rusty1s in #342
• Autodocument type hints by @rusty1s in #343
• Fix docs build in CI by @akihironitta in #351
• Drop Python 3.8 support by @akihironitta in #356
• Add PyTorch 2.5 support by @rusty1s in #360
• Fix typo in README by @rusty1s in #362
• Remove unused enumerate in fused_scatter_reduce by @akihironitta in #370
• Remove usage of torch::autograd::Variable by @akihironitta in #369
• Add cuCollections dependency by @rusty1s in #371
• Limit concurrency for nightly jobs by @akihironitta in #372
• Boilerplate for custom HashMap implementation by @rusty1s in #373
• Basic implementation of CPUHashMap by @rusty1s in #375
• Support various data types in CPUHashMap by @rusty1s in #376
• Add asserts and default get to HashMap by @rusty1s in #377
• Pybind support for CPUHashMap by @rusty1s in #378
• CPUHashMap benchmark by @rusty1s in #379
• Use multi-threading and parallel hash map in CPUHashMap by @rusty1s in #380
• Implement dynamic polymorphism in CPUHashMap by @rusty1s in #381
• Restructure file layout for HashMap - prepare CUDA version by @rusty1s in #382
• Fix documentation builds by @rusty1s in #384
• Update labeling procedure by @rusty1s in #385
• Re-structure includes by @rusty1s in #388
• Fix CI by @rusty1s in #390
• Add CUDAHashMapImpl via cuCollections by @rusty1s in #391
• Robustify CUDAHashMap implementation + add serialization by @rusty1s in #392
• Align CPUHashMap and CUDAHashMap implementations by @rusty1s in #393
• [Bug] Fixing bug in fused_scatter_reduce function. by @drivanov in #394
• Introduce load_factor - use dtype.int by default in HashMap benchmark by @rusty1s in #396
• Debug Windows build by @rusty1s in #397
• Disable Windows support in CUDAHashMap by @rusty1s in #398
• Support num_submaps in CPUHashMap by @rusty1s in #399
• Remove unnecessary argsort in CUDAHashMap.keys() by @rusty1s in #400
• Add tests for HashMap python bindings by @rusty1s in #401
• Update benchmark script to respect num_submaps by @rusty1s in #402
• Expose size, dtype and device in HashMap by @rusty1s in #403
• CI: Auto-merge PRs from bots by @akihironitta in #405
• Replace c10::optional with equivalent std::optional by @akihironitta in #406
• NeighborSampler boilerplate by @rusty1s in #413
• Revert: "Replace c10::optional with equivalent std::optional by @rusty1s in #416
• Implement a basic hetero sampler in the class by @vid-koci in #415
• Add MetapathTracker helper class to NeighborSampler by @vid-koci in #417
• Oversample metapaths where number of samples was lower than expected by @vid-koci in #419
• PyTorch 2.6 support by @rusty1s in #421
• Fix SetDevice by @rusty1s in #422
• Correctly set CUDA device by @rusty1s in #423
• Add pyproject.toml by @rusty1s in #426
• Move stylers/linters to pyproject.toml by @rusty1s in #428
• Python 3.13 support by @rusty1s in #429
• Replace random shuffle with a sort in MetapathAwareNeighborSampler by @vid-koci in #425
• Bump CI's ubuntu to latest by @Kh4L in #432
• Add CXX11 ABI build support by @Kh4L in #431
• Only trigger automerge workflow on opening a PR by @akihironitta in #434
• Add NO_METIS flag by @rusty1s in #436
• Include Dispatch.h by @rusty1s in #437
• Fix the NO_METIS env var by @vid-koci in #438
• Add a header for the Neighbor sampler class by @vid-koci in #439
• Additional 0 neighbor checks and a test by @vid-koci in #440
• Fix CUDA architectures to build for in CI by @akihironitta in #443
• ci: Tiny clean up by @akihironitta in #444
• Avoid deprecated format in project.license field in pyproject.toml by @akihironitta in #446
• Revert "Avoid deprecated format in project.license field in pyproject.toml (#446)" by @akihironitta in #449
• Fix typo in README.md by @akihironitta in #450
• Support PyTorch 2.7 and CUDA 12.8 by @akihironitta in #442
• ci: Set up dependabot by @akihironitta in #451
• Update README.md on PyTorch 2.7 and CUDA 12.8 support by @akihironitta in #456
• Remove PyTorch 1.12 handling from CI by @akihironitta in #459
• Build for all Python versions on Linux by @rusty1s in #465
• Fix Windows build by @rusty1s in #466
• ci: Cancel running jobs when a new commit is pushed to PR by @akihironitta in #469
• ci: Prepare for decoupling build configs from workflows by @akihironitta in #468
• ci: Add reusable workflow building Linux wheels by @akihironitta in #470
• Fix labeler by @akihironitta in #472
• Block commits to local master by @akihironitta in #473
• ci: Remove unnecessary install.yml by @akihironitta in #474
• ci: Remove unnecessary python_testing.yml by @akihironitta in #475
• ci: Shrink config matrix to run on PRs by @akihironitta in #476
• ci: Add reusable workflow building macOS wheels by @akihironitta in #471
• ci: Add reusable workflow building Windows wheels by @akihironitta in #477
• Trim macOS and Windows build matrix by @akihironitta in #482
• Skip test cases on CPU Windows due to PyTorch 2.4.0 bug by @akihironitta in #483
• Remove Python.h by @akihironitta in #462
• Fix automerge workflow by @akihironitta in #485
• ci: Build manylinux wheels by @akihironitta in #478
• Update GitHub-hosted Windows runners from windows-2019 to windows-2022 by @akihironitta in #490
• ci: Rename existing nightly workflow as legacy by @akihironitta in #479
• Support PyTorch 2.8 + CUDA 12.9 by @akihironitta in #494
• ci: Build nightly manylinux wheels for CPU backend by @akihironitta in #480
• Start pushing manylinux builds by @akihironitta in #495
• Start pushing manylinux wheels built with CUDA by @akihironitta in #496
• Document PyTorch 2.8 and CUDA 12.9 support by @akihironitta in #498
• Update index files on data.pyg.org by @akihironitta in #499
• ci: Don't use unsupported type: choice in workflow_call by @akihironitta in #500
• ci: Fix typo in upload index workflow by @akihironitta in #501
• Update dependabot.yml by @akihironitta in #502
• Update macOS nightly build workflow by @akihironitta in #503
• Update Windows nightly build workflow by @akihironitta in #504
• Update CMakeLists for cuda 13 by @Kh4L in #509
• Add manylinux dockerfile with CUDA tookit installed by @akihironitta in #512
• Add CUDA 13.0 support by @akihironitta in #511
• Use CUDA events to benchmark kernels more accurately by @akihironitta in #521
• Remove Python 3.9 support by @akihironitta in #525
• chore: fix typos by @co63oc in #523
• Remove support for PyTorch 1.13-2.5 by @akihironitta in #532
• Update README.md by @akihironitta in #533
• Update badges in README.md by @akihironitta in #534
• Prepare 0.5.0 release by @akihironitta in #535

New Contributors

• @kaixuanliu made their first contribution in #308
• @drivanov made their first contribution in #394
• @Kh4L made their first contribution in #432
• @dependabot[bot] made their first contribution in #452
• @co63oc made their first contribution in #523

Full Changelog: 0.4.0...0.5.0