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use std::cell::Cell;
use {ParameterNode, Variable};
mod adagrad;
mod adam;
mod barrier;
mod sgd;
pub use self::adagrad::Adagrad;
pub use self::adam::Adam;
use self::barrier::SynchronizationBarrier;
pub use self::sgd::SGD;
pub trait Optimizer {
fn step(&self, parameters: &[Variable<ParameterNode>]);
}
pub trait Synchronizable {
fn synchronized(&self, num_threads: usize) -> Vec<SynchronizedOptimizer<Self>>
where
Self: Sized,
{
self.synchronized_with_step(num_threads, 8)
}
fn synchronized_with_step(
&self,
num_threads: usize,
step_size: usize,
) -> Vec<SynchronizedOptimizer<Self>>
where
Self: Sized;
}
pub struct SynchronizedOptimizer<'a, T: 'a> {
step_size: usize,
num_updates: Cell<usize>,
optimizer: &'a T,
barrier_guard: barrier::SynchronizationBarrierGuard,
}
impl<'a, T: 'a> SynchronizedOptimizer<'a, T> {
fn new(
optimizer: &'a T,
barrier_guard: barrier::SynchronizationBarrierGuard,
step_size: usize,
) -> Self {
SynchronizedOptimizer {
step_size: step_size,
num_updates: Cell::new(0),
optimizer: optimizer,
barrier_guard: barrier_guard,
}
}
}
impl<'a, T> Optimizer for SynchronizedOptimizer<'a, T>
where
T: Optimizer,
{
fn step(&self, parameters: &[Variable<ParameterNode>]) {
self.num_updates.set(self.num_updates.get() + 1);
if self.num_updates.get() == self.step_size {
let _barrier = self.barrier_guard.synchronize();
self.optimizer.step(parameters);
self.num_updates.set(0);
}
}
}
impl<T> Synchronizable for T
where
T: Optimizer + Sized,
{
fn synchronized_with_step(
&self,
num_threads: usize,
step_size: usize,
) -> Vec<SynchronizedOptimizer<T>> {
let barrier = SynchronizationBarrier::default();
(0..num_threads)
.map(|_| SynchronizedOptimizer::new(self, barrier.register_thread(), step_size))
.collect()
}
}
macro_rules! impl_optimizer_enum {
($(($tag:ident, $type:ty)),*) => {
pub enum Optimizers {
$(
#[allow(missing_docs)]
$tag($type),
)*
}
impl Optimizer for Optimizers {
fn step(&self, parameters: &[Variable<ParameterNode>]) {
match self {
$(
Optimizers::$tag(val) => val.step(parameters),
)*
}
}
}
}
}
impl_optimizer_enum!((SGD, SGD), (Adagrad, Adagrad), (Adam, Adam));