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osobh 5c2ee63d53 GPU Mamba forward + rtx-tensor device-pointer API + matrix exponential
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Persist accumulated WIP across rtx-tensor / rtx-transformers / rtx-runtime.
Two related feature groups:

GPU enablement (unblocks the Phase-3 spec §8 CUDA Mamba path):
- rtx-tensor: `Tensor::cuda_device_ptr()` + storage GPU-buffer accessors
  (`raw_ptr.rs`) expose the raw CUdeviceptr that kernel launches need —
  the "rtx-tensor GPU memory access API" the Mamba CUDA kernels were
  blocked on.
- rtx-transformers: `MambaBlock::forward_cuda` runs the four linear
  projections through cuBLAS on-device (in/out/x/dt_proj), keeping the
  selective scan + conv1d + activations on CPU; dispatched automatically
  from `forward` when on a CUDA device under the `cuda` feature. Updated
  `mamba_cuda_kernels.rs` accordingly.
- supporting plumbing in rtx-runtime stream/bridge and rtx-tensor
  storage/conversion/concatenation/creation + rtx-flash-attention.

Linear algebra (rtx-tensor):
- `linalg/matrix_exp.rs`: real matrix exponential via scaling-and-squaring
  with a degree-13 Padé approximant (Higham 2005), f64 internally.
- `complex/linalg.rs`: complex matmul/adjoint, Hermitian eigendecomposition
  (`ComplexEigenResult`), and the complex matrix exponential, nalgebra-backed.
- tests for both.

Builds verified on the CPU path (`cargo check -p rtx-tensor -p rtx-transformers
-p rtx-runtime -p rtx-flash-attention` clean). The `cuda` feature and the
rtx-backend-cuda NVCC build remain unbuildable on this host (CUDA/glibc header
mismatch) — pre-existing and unrelated to these changes.
2026-06-15 18:51:30 -07:00
redclawsystems 4d88dc0584 Initial commit 2026-03-04 00:08:42 +00:00