spyre-kernels

Convert a raw-pointer or block_ptr Triton kernel to the tl.make_tensor_descriptor API, producing a tensor_descriptor.py. Backend-agnostic — no Spyre invariants. Use when asked to port a kernel to tensor descriptors or modernize block_ptr/raw-pointer loads.

Review a tensor-descriptor Triton kernel (tensor_descriptor.py) for correct tl.make_tensor_descriptor usage — deprecated APIs removed, valid shape/strides/block_shape, no redundant masking, 16-byte rule, correctness vs original. Backend-agnostic; does not check Spyre invariants. Use spyre-review for the full Spyre compliance review.

Convert a GPU-shaped Triton kernel into a full Spyre-aware kernel (spyre.py) — tensor descriptors plus the authoring invariants (see _shared/invariants/), scratchpad batching, and Spyre-compiler gap handling. Use when asked to make a kernel Spyre-aware or port to Spyre. For a plain raw->descriptor port with no invariants, use td-convert.

Review a Spyre-aware kernel (spyre.py) for compliance with the authoring invariants (see _shared/invariants/), scratchpad utilization, Spyre-compiler descriptor patterns, and correctness vs original. Use when asked to review/verify a Spyre kernel. For a plain descriptor-API review (no invariants), use td-review.

Write numerical equivalence tests for a Spyre-aware kernel (spyre.py) vs the original, including distribution invariance across core counts. Produces tests/triton/test_<name>_spyre.py. Use when asked to test a Spyre kernel. For plain _td kernels, use td-test.

Write numerical equivalence tests for a tensor-descriptor kernel (tensor_descriptor.py), comparing it against the original kernel. Produces tests/triton/test_<name>_td.py. Use when asked to test a _td kernel.