Struct gad::graph::Value [−][src]
pub struct Value<D> { /* fields omitted */ }
A value tracked in a graph.
Implementations
impl<D> Value<D>
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pub fn constant(data: D) -> Self
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Create a constant valid in any graph-based algebra. This is safe because constants are not tracked in the graph.
pub fn data(&self) -> &D
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The data of a computation node.
pub fn id(&self) -> Option<GradientId<D>>
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The id of a computation node.
pub fn input(&self) -> Option<Id>
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The internal, untyped id of a computation node (used to track dependencies).
Trait Implementations
impl<D, E, Dims> AnalyticAlgebra<Value<D>> for Graph<Config1<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + AnalyticAlgebra<D> + ArithAlgebra<D> + ConstArithAlgebra<D, i16> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + AnalyticAlgebra<D> + ArithAlgebra<D> + ConstArithAlgebra<D, i16> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn exp(&mut self, v: &Value<D>) -> Value<D>
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fn log(&mut self, v: &Value<D>) -> Value<D>
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fn log1p(&mut self, v: &Value<D>) -> Value<D>
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fn sin(&mut self, v: &Value<D>) -> Value<D>
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fn cos(&mut self, v: &Value<D>) -> Value<D>
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fn tanh(&mut self, v: &Value<D>) -> Value<D>
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fn sigmoid(&mut self, v: &Value<D>) -> Value<D>
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fn reciprocal(&mut self, v: &Value<D>) -> Value<D>
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fn sqrt(&mut self, v: &Value<D>) -> Value<D>
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fn div(&mut self, v0: &Value<D>, v1: &Value<D>) -> Result<Value<D>>
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fn pow(&mut self, v: &Value, p: &Value) -> Result<Value> where
Self: ArithAlgebra<Value>,
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Self: ArithAlgebra<Value>,
impl<D, E, Dims> AnalyticAlgebra<Value<D>> for Graph<ConfigN<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + AnalyticAlgebra<D> + ArithAlgebra<D> + ConstArithAlgebra<D, i16> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + AnalyticAlgebra<D> + ArithAlgebra<D> + ConstArithAlgebra<D, i16> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn exp(&mut self, v: &Value<D>) -> Value<D>
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fn log(&mut self, v: &Value<D>) -> Value<D>
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fn log1p(&mut self, v: &Value<D>) -> Value<D>
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fn sin(&mut self, v: &Value<D>) -> Value<D>
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fn cos(&mut self, v: &Value<D>) -> Value<D>
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fn tanh(&mut self, v: &Value<D>) -> Value<D>
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fn sigmoid(&mut self, v: &Value<D>) -> Value<D>
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fn reciprocal(&mut self, v: &Value<D>) -> Value<D>
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fn sqrt(&mut self, v: &Value<D>) -> Value<D>
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fn div(&mut self, v0: &Value<D>, v1: &Value<D>) -> Result<Value<D>>
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fn pow(&mut self, v: &Value, p: &Value) -> Result<Value> where
Self: ArithAlgebra<Value>,
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Self: ArithAlgebra<Value>,
impl<D, E, Dims> ArithAlgebra<Value<D>> for Graph<Config1<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + ArithAlgebra<D> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + ArithAlgebra<D> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn zeros(&mut self, v: &Value<D>) -> Value<D>
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fn ones(&mut self, v: &Value<D>) -> Value<D>
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fn neg(&mut self, v: &Value<D>) -> Value<D>
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fn sub(&mut self, v0: &Value<D>, v1: &Value<D>) -> Result<Value<D>>
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fn mul(&mut self, v0: &Value<D>, v1: &Value<D>) -> Result<Value<D>>
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impl<D, E, Dims> ArithAlgebra<Value<D>> for Graph<ConfigN<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + ArithAlgebra<D> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + ArithAlgebra<D> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn zeros(&mut self, v: &Value<D>) -> Value<D>
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fn ones(&mut self, v: &Value<D>) -> Value<D>
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fn neg(&mut self, v: &Value<D>) -> Value<D>
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fn sub(&mut self, v0: &Value<D>, v1: &Value<D>) -> Result<Value<D>>
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fn mul(&mut self, v0: &Value<D>, v1: &Value<D>) -> Result<Value<D>>
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impl<D, E, T, Dims> ArrayAlgebra<Value<D>> for Graph<Config1<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + CoreAlgebra<T, Value = T> + LinkedAlgebra<Value<D>, D> + LinkedAlgebra<Value<T>, T> + ArrayAlgebra<D, Scalar = T, Dims = Dims>,
Dims: PartialEq + Clone + Copy + Debug + Default + 'static + Send + Sync,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
T: Number,
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E: Default + Clone + CoreAlgebra<D, Value = D> + CoreAlgebra<T, Value = T> + LinkedAlgebra<Value<D>, D> + LinkedAlgebra<Value<T>, T> + ArrayAlgebra<D, Scalar = T, Dims = Dims>,
Dims: PartialEq + Clone + Copy + Debug + Default + 'static + Send + Sync,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
T: Number,
type Dims = Dims
type Scalar = Value<T>
fn flat(&mut self, v: &Value<D>) -> Value<D>
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fn moddims(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn tile_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn sum_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn constant_as(&mut self, v: &Value<T>, dims: Dims) -> Value<D>
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fn as_scalar(&mut self, v: &Value<D>) -> Result<Value<T>>
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fn scale(&mut self, v1: &Value<T>, v2: &Value<D>) -> Value<D>
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fn dot(&mut self, v1: &Value<D>, v2: &Value<D>) -> Result<Value<T>>
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fn norm2(&mut self, v: &Value) -> Self::Scalar
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impl<D, E, T, Dims> ArrayAlgebra<Value<D>> for Graph<ConfigN<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + CoreAlgebra<T, Value = T> + LinkedAlgebra<Value<D>, D> + LinkedAlgebra<Value<T>, T> + ArrayAlgebra<D, Scalar = T, Dims = Dims>,
Dims: PartialEq + Clone + Copy + Debug + Default + 'static + Send + Sync,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
T: Number,
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E: Default + Clone + CoreAlgebra<D, Value = D> + CoreAlgebra<T, Value = T> + LinkedAlgebra<Value<D>, D> + LinkedAlgebra<Value<T>, T> + ArrayAlgebra<D, Scalar = T, Dims = Dims>,
Dims: PartialEq + Clone + Copy + Debug + Default + 'static + Send + Sync,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
T: Number,
type Dims = Dims
type Scalar = Value<T>
fn flat(&mut self, v: &Value<D>) -> Value<D>
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fn moddims(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn tile_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn sum_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn constant_as(&mut self, v: &Value<T>, dims: Dims) -> Value<D>
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fn as_scalar(&mut self, v: &Value<D>) -> Result<Value<T>>
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fn scale(&mut self, v1: &Value<T>, v2: &Value<D>) -> Value<D>
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fn dot(&mut self, v1: &Value<D>, v2: &Value<D>) -> Result<Value<T>>
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fn norm2(&mut self, v: &Value) -> Self::Scalar
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impl<D, E, T, Dims> ArrayCompareAlgebra<Value<D>> for Graph<Config1<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + CoreAlgebra<T, Value = T> + CompareAlgebra<D> + ArrayCompareAlgebra<D> + ArrayAlgebra<D, Dims = Dims> + ArithAlgebra<D> + ArrayAlgebra<D, Scalar = T, Dims = Dims> + LinkedAlgebra<Value<D>, D> + LinkedAlgebra<Value<T>, T>,
T: Number,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Default + Copy + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + CoreAlgebra<T, Value = T> + CompareAlgebra<D> + ArrayCompareAlgebra<D> + ArrayAlgebra<D, Dims = Dims> + ArithAlgebra<D> + ArrayAlgebra<D, Scalar = T, Dims = Dims> + LinkedAlgebra<Value<D>, D> + LinkedAlgebra<Value<T>, T>,
T: Number,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Default + Copy + Clone + 'static + Send + Sync,
fn max_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn argmax_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn softmax_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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impl<D, E, T, Dims> ArrayCompareAlgebra<Value<D>> for Graph<ConfigN<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + CoreAlgebra<T, Value = T> + CompareAlgebra<D> + ArrayCompareAlgebra<D> + ArrayAlgebra<D, Dims = Dims> + ArithAlgebra<D> + ArrayAlgebra<D, Scalar = T, Dims = Dims> + LinkedAlgebra<Value<D>, D> + LinkedAlgebra<Value<T>, T>,
T: Number,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Default + Copy + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + CoreAlgebra<T, Value = T> + CompareAlgebra<D> + ArrayCompareAlgebra<D> + ArrayAlgebra<D, Dims = Dims> + ArithAlgebra<D> + ArrayAlgebra<D, Scalar = T, Dims = Dims> + LinkedAlgebra<Value<D>, D> + LinkedAlgebra<Value<T>, T>,
T: Number,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Default + Copy + Clone + 'static + Send + Sync,
fn max_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn argmax_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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fn softmax_as(&mut self, v: &Value<D>, rdims: Dims) -> Result<Value<D>>
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impl<D: Clone> Clone for Value<D>
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impl<D, E, Dims> CompareAlgebra<Value<D>> for Graph<Config1<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + CompareAlgebra<D> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + CompareAlgebra<D> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn select_argmax(
&mut self,
v0: &Value<D>,
v1: &Value<D>,
r0: Option<&Value<D>>,
r1: Option<&Value<D>>
) -> Result<Value<D>>
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&mut self,
v0: &Value<D>,
v1: &Value<D>,
r0: Option<&Value<D>>,
r1: Option<&Value<D>>
) -> Result<Value<D>>
fn min(&mut self, v0: &Value, v1: &Value) -> Result<Value>
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fn max(&mut self, v0: &Value, v1: &Value) -> Result<Value>
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fn abs(&mut self, v: &Value) -> Value where
Self: ArithAlgebra<Value>,
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Self: ArithAlgebra<Value>,
fn sign(&mut self, v: &Value) -> Value where
Self: ArithAlgebra<Value>,
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Self: ArithAlgebra<Value>,
fn relu(&mut self, v: &Value) -> Value where
Self: ArithAlgebra<Value>,
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Self: ArithAlgebra<Value>,
impl<D, E, Dims> CompareAlgebra<Value<D>> for Graph<ConfigN<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + CompareAlgebra<D> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + CompareAlgebra<D> + LinkedAlgebra<Value<D>, D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn select_argmax(
&mut self,
v0: &Value<D>,
v1: &Value<D>,
r0: Option<&Value<D>>,
r1: Option<&Value<D>>
) -> Result<Value<D>>
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&mut self,
v0: &Value<D>,
v1: &Value<D>,
r0: Option<&Value<D>>,
r1: Option<&Value<D>>
) -> Result<Value<D>>
fn min(&mut self, v0: &Value, v1: &Value) -> Result<Value>
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fn max(&mut self, v0: &Value, v1: &Value) -> Result<Value>
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fn abs(&mut self, v: &Value) -> Value where
Self: ArithAlgebra<Value>,
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Self: ArithAlgebra<Value>,
fn sign(&mut self, v: &Value) -> Value where
Self: ArithAlgebra<Value>,
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Self: ArithAlgebra<Value>,
fn relu(&mut self, v: &Value) -> Value where
Self: ArithAlgebra<Value>,
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Self: ArithAlgebra<Value>,
impl<D, E, Dims, C> ConstArithAlgebra<Value<D>, C> for Graph<Config1<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + ArithAlgebra<D> + ConstArithAlgebra<D, C> + LinkedAlgebra<Value<D>, D>,
C: Sub<C, Output = C> + One + Clone + 'static + Send + Sync,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + ArithAlgebra<D> + ConstArithAlgebra<D, C> + LinkedAlgebra<Value<D>, D>,
C: Sub<C, Output = C> + One + Clone + 'static + Send + Sync,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn setc(&mut self, v: &Value<D>, c: C) -> Value<D>
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fn addc(&mut self, v: &Value<D>, c: C) -> Value<D>
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fn mulc(&mut self, v: &Value<D>, c: C) -> Value<D>
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fn powc(&mut self, v: &Value<D>, c: C) -> Value<D>
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impl<D, E, Dims, C> ConstArithAlgebra<Value<D>, C> for Graph<ConfigN<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + ArithAlgebra<D> + ConstArithAlgebra<D, C> + LinkedAlgebra<Value<D>, D>,
C: Sub<C, Output = C> + One + Clone + 'static + Send + Sync,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + ArithAlgebra<D> + ConstArithAlgebra<D, C> + LinkedAlgebra<Value<D>, D>,
C: Sub<C, Output = C> + One + Clone + 'static + Send + Sync,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn setc(&mut self, v: &Value<D>, c: C) -> Value<D>
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fn addc(&mut self, v: &Value<D>, c: C) -> Value<D>
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fn mulc(&mut self, v: &Value<D>, c: C) -> Value<D>
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fn powc(&mut self, v: &Value<D>, c: C) -> Value<D>
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impl<D: Debug> Debug for Value<D>
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impl<D: Default> Default for Value<D>
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impl<T: 'static> GradientReader<GradientId<T>, Value<T>> for GenericGradientMapN
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fn read(&self, id: GradientId<T>) -> Option<&Value<T>>
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impl<T: 'static> GradientStore<GradientId<T>, Value<T>> for GenericGradientMapN
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fn insert(&mut self, id: GradientId<T>, gradient: Value<T>)
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fn get_mut(&mut self, id: GradientId<T>) -> Option<&mut Value<T>>
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fn get(&self, id: Id) -> Option<&T>
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fn add_gradient<A, G: ?Sized>(
&mut self,
graph: &mut G,
id: Id,
value: &T
) -> Result<()> where
G: CoreAlgebra<A, Value = T>,
Id: Copy,
T: Clone + 'static,
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&mut self,
graph: &mut G,
id: Id,
value: &T
) -> Result<()> where
G: CoreAlgebra<A, Value = T>,
Id: Copy,
T: Clone + 'static,
impl<A> HasDims for Value<A> where
A: HasDims,
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A: HasDims,
impl<A> HasGradientId for Value<A>
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type GradientId = GradientId<A>
fn gid(&self) -> Result<Self::GradientId>
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impl<D, A> LinkedAlgebra<Value<D>, D> for A where
A: CoreAlgebra<D, Value = D>,
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A: CoreAlgebra<D, Value = D>,
Ignore the link when evaluating pure arrays.
impl<D, E, Dims> MatrixAlgebra<Value<D>> for Graph<Config1<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + LinkedAlgebra<Value<D>, D> + MatrixAlgebra<D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + LinkedAlgebra<Value<D>, D> + MatrixAlgebra<D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn matmul(
&mut self,
v1: &Value<D>,
v2: &Value<D>,
prop1: MatProp,
prop2: MatProp
) -> Result<Value<D>>
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&mut self,
v1: &Value<D>,
v2: &Value<D>,
prop1: MatProp,
prop2: MatProp
) -> Result<Value<D>>
fn transpose(&mut self, v: &Value<D>, conjugate: bool) -> Result<Value<D>>
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fn matmul_nn(&mut self, v1: &Value, v2: &Value) -> Result<Value>
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impl<D, E, Dims> MatrixAlgebra<Value<D>> for Graph<ConfigN<E>> where
E: Default + Clone + CoreAlgebra<D, Value = D> + LinkedAlgebra<Value<D>, D> + MatrixAlgebra<D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
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E: Default + Clone + CoreAlgebra<D, Value = D> + LinkedAlgebra<Value<D>, D> + MatrixAlgebra<D>,
D: HasDims<Dims = Dims> + Clone + 'static + Send + Sync,
Dims: PartialEq + Debug + Clone + 'static + Send + Sync,
fn matmul(
&mut self,
v1: &Value<D>,
v2: &Value<D>,
prop1: MatProp,
prop2: MatProp
) -> Result<Value<D>>
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&mut self,
v1: &Value<D>,
v2: &Value<D>,
prop1: MatProp,
prop2: MatProp
) -> Result<Value<D>>
fn transpose(&mut self, v: &Value<D>, conjugate: bool) -> Result<Value<D>>
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fn matmul_nn(&mut self, v1: &Value, v2: &Value) -> Result<Value>
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impl<D: PartialEq> PartialEq<Value<D>> for Value<D>
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impl<D> StructuralPartialEq for Value<D>
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Auto Trait Implementations
impl<D> RefUnwindSafe for Value<D> where
D: RefUnwindSafe,
D: RefUnwindSafe,
impl<D> Send for Value<D> where
D: Send,
D: Send,
impl<D> Sync for Value<D> where
D: Sync,
D: Sync,
impl<D> Unpin for Value<D> where
D: Unpin,
D: Unpin,
impl<D> UnwindSafe for Value<D> where
D: UnwindSafe,
D: UnwindSafe,
Blanket Implementations
impl<T> Any for T where
T: 'static + ?Sized,
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T: 'static + ?Sized,
impl<T> Borrow<T> for T where
T: ?Sized,
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T: ?Sized,
impl<T> BorrowMut<T> for T where
T: ?Sized,
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T: ?Sized,
pub fn borrow_mut(&mut self) -> &mut T
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impl<T> From<T> for T
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impl<T, U> Into<U> for T where
U: From<T>,
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U: From<T>,
impl<D, A> LinkedAlgebra<Value<D>, D> for A where
A: CoreAlgebra<D, Value = D>,
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A: CoreAlgebra<D, Value = D>,
impl<D, A> LinkedAlgebra<Value<D>, D> for A where
A: CoreAlgebra<D, Value = D>,
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A: CoreAlgebra<D, Value = D>,
impl<D, A> LinkedAlgebra<Value<D>, D> for A where
A: CoreAlgebra<D, Value = D>,
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A: CoreAlgebra<D, Value = D>,
impl<T> ToOwned for T where
T: Clone,
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T: Clone,
type Owned = T
The resulting type after obtaining ownership.
pub fn to_owned(&self) -> T
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pub fn clone_into(&self, target: &mut T)
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impl<T, U> TryFrom<U> for T where
U: Into<T>,
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U: Into<T>,
type Error = Infallible
The type returned in the event of a conversion error.
pub fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>
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impl<T, U> TryInto<U> for T where
U: TryFrom<T>,
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U: TryFrom<T>,