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-rw-r--r--candle-core/src/op.rs21
-rw-r--r--candle-core/src/quantized/mod.rs6
-rw-r--r--candle-core/src/storage.rs6
-rw-r--r--candle-core/src/tensor.rs65
4 files changed, 74 insertions, 24 deletions
diff --git a/candle-core/src/op.rs b/candle-core/src/op.rs
index 2b57f7f7..cf99f86e 100644
--- a/candle-core/src/op.rs
+++ b/candle-core/src/op.rs
@@ -118,13 +118,22 @@ pub enum Op {
ToDevice(Tensor),
Transpose(Tensor, usize, usize),
Elu(Tensor, f64),
- CustomOp1(Tensor, std::sync::Arc<Box<dyn CustomOp1>>),
- CustomOp2(Tensor, Tensor, std::sync::Arc<Box<dyn CustomOp2>>),
- CustomOp3(Tensor, Tensor, Tensor, std::sync::Arc<Box<dyn CustomOp3>>),
+ CustomOp1(Tensor, std::sync::Arc<Box<dyn CustomOp1 + Send + Sync>>),
+ CustomOp2(
+ Tensor,
+ Tensor,
+ std::sync::Arc<Box<dyn CustomOp2 + Send + Sync>>,
+ ),
+ CustomOp3(
+ Tensor,
+ Tensor,
+ Tensor,
+ std::sync::Arc<Box<dyn CustomOp3 + Send + Sync>>,
+ ),
}
/// Unary ops that can be defined in user-land.
-pub trait CustomOp1: Send + Sync {
+pub trait CustomOp1 {
// Box<dyn> does not support const yet, so use a function to get the name.
fn name(&self) -> &'static str;
@@ -148,7 +157,7 @@ pub trait CustomOp1: Send + Sync {
}
}
-pub trait CustomOp2: Send + Sync {
+pub trait CustomOp2 {
fn name(&self) -> &'static str;
/// The forward pass, as run on a cpu device. Note that the storage can use arbitrary strides,
@@ -186,7 +195,7 @@ pub trait CustomOp2: Send + Sync {
}
}
-pub trait CustomOp3: Send + Sync {
+pub trait CustomOp3 {
fn name(&self) -> &'static str;
/// The forward pass, as run on a cpu device. Note that the storage can use arbitrary strides,
diff --git a/candle-core/src/quantized/mod.rs b/candle-core/src/quantized/mod.rs
index a0ed5b4d..a334b2c1 100644
--- a/candle-core/src/quantized/mod.rs
+++ b/candle-core/src/quantized/mod.rs
@@ -147,11 +147,11 @@ impl QTensor {
}
}
-pub struct QMatMul(std::sync::Arc<Box<dyn crate::CustomOp1>>);
+pub struct QMatMul(QTensor);
impl QMatMul {
pub fn from_qtensor(qtensor: QTensor) -> Self {
- Self(std::sync::Arc::new(Box::new(qtensor)))
+ Self(qtensor)
}
}
@@ -196,6 +196,6 @@ impl crate::CustomOp1 for QTensor {
impl QMatMul {
pub fn forward(&self, xs: &Tensor) -> Result<Tensor> {
- xs.custom_op1_arc(self.0.clone())
+ xs.apply_op1_no_bwd(&self.0)
}
}
diff --git a/candle-core/src/storage.rs b/candle-core/src/storage.rs
index 791b65dd..4a6cdc34 100644
--- a/candle-core/src/storage.rs
+++ b/candle-core/src/storage.rs
@@ -138,7 +138,7 @@ impl Storage {
}
}
- pub(crate) fn custom_op1(&self, l: &Layout, c: &dyn CustomOp1) -> Result<(Self, Shape)> {
+ pub(crate) fn apply_op1(&self, l: &Layout, c: &dyn CustomOp1) -> Result<(Self, Shape)> {
match self {
Self::Cpu(storage) => {
let (storage, shape) = c.cpu_fwd(storage, l)?;
@@ -151,7 +151,7 @@ impl Storage {
}
}
- pub(crate) fn custom_op2(
+ pub(crate) fn apply_op2(
&self,
l1: &Layout,
t2: &Self,
@@ -172,7 +172,7 @@ impl Storage {
}
}
- pub(crate) fn custom_op3(
+ pub(crate) fn apply_op3(
&self,
l1: &Layout,
t2: &Self,
diff --git a/candle-core/src/tensor.rs b/candle-core/src/tensor.rs
index c14a4e39..c71ea5ec 100644
--- a/candle-core/src/tensor.rs
+++ b/candle-core/src/tensor.rs
@@ -1870,22 +1870,53 @@ impl Tensor {
std::ptr::eq(lhs, rhs)
}
+ /// Applies a unary custom op without backward support
+ pub fn apply_op1_no_bwd<C: CustomOp1>(&self, c: &C) -> Result<Self> {
+ let (storage, shape) = self.storage().apply_op1(self.layout(), c)?;
+ Ok(from_storage(storage, shape, BackpropOp::none(), false))
+ }
+
+ /// Applies a binary custom op without backward support
+ pub fn apply_op2_no_bwd<C: CustomOp2>(&self, rhs: &Self, c: &C) -> Result<Self> {
+ let (storage, shape) =
+ self.storage()
+ .apply_op2(self.layout(), &rhs.storage(), rhs.layout(), c)?;
+ Ok(from_storage(storage, shape, BackpropOp::none(), false))
+ }
+
+ /// Applies a ternary custom op without backward support
+ pub fn apply_op3_no_bwd<C: CustomOp3>(&self, t2: &Self, t3: &Self, c: &C) -> Result<Self> {
+ let (storage, shape) = self.storage().apply_op3(
+ self.layout(),
+ &t2.storage(),
+ t2.layout(),
+ &t3.storage(),
+ t3.layout(),
+ c,
+ )?;
+ Ok(from_storage(storage, shape, BackpropOp::none(), false))
+ }
+
/// Applies a unary custom op.
- pub fn custom_op1_arc(&self, c: Arc<Box<dyn CustomOp1>>) -> Result<Self> {
+ pub fn apply_op1_arc(&self, c: Arc<Box<dyn CustomOp1 + Send + Sync>>) -> Result<Self> {
let (storage, shape) = self
.storage()
- .custom_op1(self.layout(), c.as_ref().as_ref())?;
+ .apply_op1(self.layout(), c.as_ref().as_ref())?;
let op = BackpropOp::new1(self, |s| Op::CustomOp1(s, c.clone()));
Ok(from_storage(storage, shape, op, false))
}
- pub fn custom_op1<C: 'static + CustomOp1>(&self, c: C) -> Result<Self> {
- self.custom_op1_arc(Arc::new(Box::new(c)))
+ pub fn apply_op1<C: 'static + CustomOp1 + Send + Sync>(&self, c: C) -> Result<Self> {
+ self.apply_op1_arc(Arc::new(Box::new(c)))
}
/// Applies a binary custom op.
- pub fn custom_op2_arc(&self, rhs: &Self, c: Arc<Box<dyn CustomOp2>>) -> Result<Self> {
- let (storage, shape) = self.storage().custom_op2(
+ pub fn apply_op2_arc(
+ &self,
+ rhs: &Self,
+ c: Arc<Box<dyn CustomOp2 + Send + Sync>>,
+ ) -> Result<Self> {
+ let (storage, shape) = self.storage().apply_op2(
self.layout(),
&rhs.storage(),
rhs.layout(),
@@ -1895,13 +1926,18 @@ impl Tensor {
Ok(from_storage(storage, shape, op, false))
}
- pub fn custom_op2<C: 'static + CustomOp2>(&self, r: &Self, c: C) -> Result<Self> {
- self.custom_op2_arc(r, Arc::new(Box::new(c)))
+ pub fn apply_op2<C: 'static + CustomOp2 + Send + Sync>(&self, r: &Self, c: C) -> Result<Self> {
+ self.apply_op2_arc(r, Arc::new(Box::new(c)))
}
/// Applies a ternary custom op.
- pub fn custom_op3_arc(&self, t2: &Self, t3: &Self, c: Arc<Box<dyn CustomOp3>>) -> Result<Self> {
- let (storage, shape) = self.storage().custom_op3(
+ pub fn apply_op3_arc(
+ &self,
+ t2: &Self,
+ t3: &Self,
+ c: Arc<Box<dyn CustomOp3 + Send + Sync>>,
+ ) -> Result<Self> {
+ let (storage, shape) = self.storage().apply_op3(
self.layout(),
&t2.storage(),
t2.layout(),
@@ -1915,8 +1951,13 @@ impl Tensor {
Ok(from_storage(storage, shape, op, false))
}
- pub fn custom_op3<C: 'static + CustomOp3>(&self, t2: &Self, t3: &Self, c: C) -> Result<Self> {
- self.custom_op3_arc(t2, t3, Arc::new(Box::new(c)))
+ pub fn apply_op3<C: 'static + CustomOp3 + Send + Sync>(
+ &self,
+ t2: &Self,
+ t3: &Self,
+ c: C,
+ ) -> Result<Self> {
+ self.apply_op3_arc(t2, t3, Arc::new(Box::new(c)))
}
}