pytorch-knowledge-patch
PyTorch Knowledge Patch
Claude's baseline knowledge covers PyTorch through 2.5. This skill provides changes from PyTorch 2.6 through 2.11 (2025-01 to 2026-03).
Quick Reference — Key API Changes
| Feature | API | Since |
|---|---|---|
| Safe loading default | torch.load() now weights_only=True |
2.6 |
| Compile stance control | torch.compiler.set_stance("eager_on_recompile") |
2.6 |
| Custom Triton ops | @torch.library.triton_op("lib::name", mutates_args=()) |
2.6 |
| Auto dynamic shapes | Dim.AUTO in torch.export |
2.6 |
| Mega cache (portable) | torch.compiler.save_cache_artifacts() / load_cache_artifacts() |
2.7 |
| Context parallelism | context_parallel(mesh) context manager for SDPA |
2.7 |
| Foreach map | torch._foreach_map(fn, tensors, ...) |
2.7 |
| Control flow ops | cond, while_loop, scan, associative_scan |
2.8 |
| Hierarchical compile | torch.compiler.nested_compile_region() |
2.8 |
| DCP SafeTensors | dcp.FileSystemWriter(path, format="safetensors") |
2.8 |
| FSDP1 deprecated | Use fully_shard() (FSDP2) instead |
2.8 |
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