Files
xtrain/Cargo.toml
Gahow Wang f22429f5b8 optim: hand-written AdamW (decoupled weight decay + bias correction)
New xtrain-optim crate. AdamW with per-param m/v moments keyed by params()
index, global bias correction, and decoupled weight decay (matches
torch.optim.AdamW). Split into a pure-host step_host (flat f32 buffers,
unit-testable on a GPU-less host) and a step(&[Var]) wrapper that round-trips
each param value/grad through the GPU tensor (gated not(no_cuda)). Per-step lr
argument leaves room for an LR schedule.

Host unit test checks the update against an independent reference recurrence
over 20 steps and the pure-decay (g=0) boundary.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-15 16:28:23 +08:00

19 lines
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TOML

[workspace]
resolver = "2"
members = [
"crates/xtrain-cuda",
"crates/xtrain-tensor",
"crates/xtrain-autodiff",
"crates/xtrain-model",
"crates/xtrain-optim",
]
[workspace.package]
version = "0.1.0"
edition = "2024"
license = "MIT"
[workspace.dependencies]
half = "2"
smallvec = "1"