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Relax the requirements on CustomOp. (#486)
* Relax the requirements on CustomOp. * Simplify the custom-ops when no backward is required.
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@ -1870,22 +1870,53 @@ impl Tensor {
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std::ptr::eq(lhs, rhs)
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}
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/// Applies a unary custom op without backward support
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pub fn apply_op1_no_bwd<C: CustomOp1>(&self, c: &C) -> Result<Self> {
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let (storage, shape) = self.storage().apply_op1(self.layout(), c)?;
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Ok(from_storage(storage, shape, BackpropOp::none(), false))
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}
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/// Applies a binary custom op without backward support
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pub fn apply_op2_no_bwd<C: CustomOp2>(&self, rhs: &Self, c: &C) -> Result<Self> {
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let (storage, shape) =
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self.storage()
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.apply_op2(self.layout(), &rhs.storage(), rhs.layout(), c)?;
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Ok(from_storage(storage, shape, BackpropOp::none(), false))
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}
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/// Applies a ternary custom op without backward support
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pub fn apply_op3_no_bwd<C: CustomOp3>(&self, t2: &Self, t3: &Self, c: &C) -> Result<Self> {
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let (storage, shape) = self.storage().apply_op3(
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self.layout(),
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&t2.storage(),
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t2.layout(),
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&t3.storage(),
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t3.layout(),
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c,
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)?;
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Ok(from_storage(storage, shape, BackpropOp::none(), false))
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}
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/// Applies a unary custom op.
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pub fn custom_op1_arc(&self, c: Arc<Box<dyn CustomOp1>>) -> Result<Self> {
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pub fn apply_op1_arc(&self, c: Arc<Box<dyn CustomOp1 + Send + Sync>>) -> Result<Self> {
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let (storage, shape) = self
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.storage()
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.custom_op1(self.layout(), c.as_ref().as_ref())?;
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.apply_op1(self.layout(), c.as_ref().as_ref())?;
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let op = BackpropOp::new1(self, |s| Op::CustomOp1(s, c.clone()));
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Ok(from_storage(storage, shape, op, false))
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}
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pub fn custom_op1<C: 'static + CustomOp1>(&self, c: C) -> Result<Self> {
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self.custom_op1_arc(Arc::new(Box::new(c)))
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pub fn apply_op1<C: 'static + CustomOp1 + Send + Sync>(&self, c: C) -> Result<Self> {
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self.apply_op1_arc(Arc::new(Box::new(c)))
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}
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/// Applies a binary custom op.
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pub fn custom_op2_arc(&self, rhs: &Self, c: Arc<Box<dyn CustomOp2>>) -> Result<Self> {
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let (storage, shape) = self.storage().custom_op2(
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pub fn apply_op2_arc(
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&self,
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rhs: &Self,
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c: Arc<Box<dyn CustomOp2 + Send + Sync>>,
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) -> Result<Self> {
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let (storage, shape) = self.storage().apply_op2(
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self.layout(),
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&rhs.storage(),
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rhs.layout(),
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@ -1895,13 +1926,18 @@ impl Tensor {
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Ok(from_storage(storage, shape, op, false))
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}
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pub fn custom_op2<C: 'static + CustomOp2>(&self, r: &Self, c: C) -> Result<Self> {
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self.custom_op2_arc(r, Arc::new(Box::new(c)))
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pub fn apply_op2<C: 'static + CustomOp2 + Send + Sync>(&self, r: &Self, c: C) -> Result<Self> {
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self.apply_op2_arc(r, Arc::new(Box::new(c)))
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}
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/// Applies a ternary custom op.
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pub fn custom_op3_arc(&self, t2: &Self, t3: &Self, c: Arc<Box<dyn CustomOp3>>) -> Result<Self> {
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let (storage, shape) = self.storage().custom_op3(
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pub fn apply_op3_arc(
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&self,
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t2: &Self,
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t3: &Self,
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c: Arc<Box<dyn CustomOp3 + Send + Sync>>,
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) -> Result<Self> {
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let (storage, shape) = self.storage().apply_op3(
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self.layout(),
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&t2.storage(),
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t2.layout(),
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@ -1915,8 +1951,13 @@ impl Tensor {
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Ok(from_storage(storage, shape, op, false))
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}
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pub fn custom_op3<C: 'static + CustomOp3>(&self, t2: &Self, t3: &Self, c: C) -> Result<Self> {
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self.custom_op3_arc(t2, t3, Arc::new(Box::new(c)))
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pub fn apply_op3<C: 'static + CustomOp3 + Send + Sync>(
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&self,
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t2: &Self,
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t3: &Self,
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c: C,
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) -> Result<Self> {
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self.apply_op3_arc(t2, t3, Arc::new(Box::new(c)))
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}
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}
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