Files
foxhunt/crates/ml-ensemble
jgrusewski 0e3f7be856 feat: ZERO unannotated GPU→CPU downloads — every memcpy_dtoh accounted for
Eliminated 7 downloads:
- dqn.rs dead neuron: GPU abs→le→sum (test-only, marked #[cold])
- ppo.rs compute_losses: GPU gather_rows kernel for per-action log-prob
  (eliminated 3 full-batch downloads)
- ppo.rs update_gpu: GPU gather_rows + GpuTensor::symlog()
  (sign(x)*ln(|x|+1) via 6 elementwise GPU kernels)
- Test assertions: annotated with // test-only readback

Marked #[cold] + annotated 8 checkpoint/API methods:
- CudaLinear::get_weights(), CudaVec::to_vec(), GpuTensor::to_host(),
  GpuVarStore::{all_vars,flatten,export_to_host},
  GpuLinear::{weight_to_vec,bias_to_vec}

New GPU infrastructure:
- ElementwiseKernels: gather_rows + gather_rows_u32 CUDA kernels
- GpuTensor::symlog() — fully GPU-native sign*log transform

Every remaining memcpy_dtoh is annotated: // gpu-exit: or // test-only readback
Verification: `rg "memcpy_dtoh" | grep -v "gpu-exit\|test.*readback"` = 0

1,116 tests pass across 5 sub-crates. Zero failures.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-18 20:09:37 +01:00
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