Struct tract_pulse::internal::tract_core::ops::cnn::ConvUnary

pub struct ConvUnary {
    pub pool_spec: PoolSpec,
    pub kernel_fmt: KernelFormat,
    pub kernel: Arc<Tensor>,
    pub group: usize,
    pub bias: Option<Arc<Tensor>>,
    pub q_params: Option<DatumType>,
}

Fields

pool_spec: PoolSpec

kernel_fmt: KernelFormat

kernel: Arc<Tensor>

group: usize

bias: Option<Arc<Tensor>>

q_params: Option<DatumType>

Implementations

impl ConvUnary

pub fn new( pool_spec: PoolSpec, kernel_fmt: KernelFormat, kernel: Arc<Tensor>, group: usize, bias: Option<Arc<Tensor>>, q_params: Option<DatumType> ) -> ConvUnary

Constructs a new ConvUnary.

impl ConvUnary

pub fn kernel_as_group_o_ihw(&self) -> Result<Arc<Tensor>, Error>

pub fn kernel_offset_u8_as_i8( &self, inputs: &mut [OutletId], model: &mut Graph<TypedFact, Box<dyn TypedOp + 'static, Global>> ) -> Result<Option<ConvUnary>, Error>

pub unsafe fn wire_as_quant_im2col( &self, model: &mut Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, name: &str, wires: &[OutletId] ) -> Result<SmallVec<[OutletId; 4]>, Error>

pub fn wire_remove_group<D>( &self, model: &mut Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, name: &str, wire: &[OutletId], mmm_output_shape: &[D], c_axis: usize ) -> Result<SmallVec<[OutletId; 4]>, Error>where D: DimLike,

pub unsafe fn wire_as_im2col_pair( &self, model: &mut Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, name: &str, wire: &[OutletId] ) -> Result<SmallVec<[OutletId; 4]>, Error>

pub unsafe fn wire_as_lazy_im2col( &self, model: &mut Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, name: &str, wire: OutletId ) -> Result<SmallVec<[OutletId; 4]>, Error>

pub fn to_depth_wise<T>( &self, input: &TypedFact ) -> Result<Box<dyn TypedOp + 'static, Global>, Error>where T: Datum + Clone + LinalgScalar + PartialEq<T> + Sum<T>,

Trait Implementations

impl Clone for ConvUnary

fn clone(&self) -> ConvUnary

Returns a copy of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for ConvUnary

fn fmt(&self, f: &mut Formatter<'_>) -> Result<(), Error>

Formats the value using the given formatter.

impl EvalOp for ConvUnary

fn is_stateless(&self) -> bool

fn eval( &self, inputs: SmallVec<[TValue; 4]> ) -> Result<SmallVec<[TValue; 4]>, Error>

fn state( &self, session: &mut SessionState, node_id: usize ) -> Result<Option<Box<dyn OpState + 'static, Global>>, Error>

impl Hash for ConvUnary

fn hash<__H>(&self, state: &mut __H)where __H: Hasher,

Feeds this value into the given Hasher.

fn hash_slice<H>(data: &[Self], state: &mut H)where H: Hasher, Self: Sized,

Feeds a slice of this type into the given Hasher.

impl Op for ConvUnary

fn name(&self) -> Cow<'_, str>

fn info(&self) -> Result<Vec<String, Global>, Error>

Short (one-line) strings giving hints on internal implementation or important configuration details to be displayed in dumps.

fn validation(&self) -> Validation

The kind of accuracy check that should be performed on operation when testing them.

fn as_typed(&self) -> Option<&(dyn TypedOp + 'static)>

fn same_as(&self, _other: &(dyn Op + 'static)) -> bool

Compare two ops.

impl PulsedOp for ConvUnary

fn pulsed_output_facts( &self, inputs: &[&PulsedFact] ) -> TractResult<TVec<PulsedFact>>

Deduce output facts from input facts.

fn as_op(&self) -> &dyn Op

Reinterpret the PulsedOp as an Op.

fn as_op_mut(&mut self) -> &mut dyn Op

Reinterpret the PulsedOp as an Op, mutably.

fn to_typed(&self) -> Box<dyn TypedOp>

Reinterpret the PulsedOp as an TypedOp.

impl TypedOp for ConvUnary

fn output_facts( &self, inputs: &[&TypedFact] ) -> Result<SmallVec<[TypedFact; 4]>, Error>

Deduce output facts from input facts.

fn axes_mapping( &self, inputs: &[&TypedFact], outputs: &[&TypedFact] ) -> Result<AxesMapping, Error>

fn declutter( &self, model: &Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, node: &Node<TypedFact, Box<dyn TypedOp + 'static, Global>> ) -> Result<Option<ModelPatch<TypedFact, Box<dyn TypedOp + 'static, Global>>>, Error>

Declutter the op to the tract_core operator set as much as possible.

fn cost( &self, inputs: &[&TypedFact] ) -> Result<SmallVec<[(Cost, TDim); 4]>, Error>

Computes a cost hint of the operation.

fn change_axes( &self, model: &Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, node: &Node<TypedFact, Box<dyn TypedOp + 'static, Global>>, _io: InOut, change: &AxisOp ) -> Result<Option<AxisChangeConsequence>, Error>

fn codegen( &self, model: &Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, node: &Node<TypedFact, Box<dyn TypedOp + 'static, Global>> ) -> Result<Option<ModelPatch<TypedFact, Box<dyn TypedOp + 'static, Global>>>, Error>

Translate the op into the most efficient form possible for execution.

fn as_op(&self) -> &(dyn Op + 'static)

Reinterpret the TypedOp as an Op.

fn as_op_mut(&mut self) -> &mut (dyn Op + 'static)

Reinterpret the TypedOp as an Op, mutably.

fn fuse( &self, _model: &Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, _node: &Node<TypedFact, Box<dyn TypedOp + 'static, Global>> ) -> Result<Option<ModelPatch<TypedFact, Box<dyn TypedOp + 'static, Global>>>, Error>

Fuse op after codegen to deal with local optimisations.

fn declutter_with_session( &self, session: &mut OptimizerSession<'_>, model: &Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, node: &Node<TypedFact, Box<dyn TypedOp + 'static, Global>> ) -> Result<Option<ModelPatch<TypedFact, Box<dyn TypedOp + 'static, Global>>>, Error>

Declutter the op to the tract_core operator set as much as possible.

fn suggested_axis_changes( &self ) -> Result<SmallVec<[(InOut, AxisOp); 4]>, Error>

fn slice( &self, patch: &mut ModelPatch<TypedFact, Box<dyn TypedOp + 'static, Global>>, prefix: &str, inputs: &[OutletId], output_axis: usize, start: usize, end: usize ) -> Result<Option<SmallVec<[OutletId; 4]>>, Error>

fn quantize( &self, model: &Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, node: &Node<TypedFact, Box<dyn TypedOp + 'static, Global>>, dt: DatumType, scale: f32, zero_point: i32 ) -> Result<Option<Box<dyn TypedOp + 'static, Global>>, Error>

Transforms the op in an equivalent one, operating on dt (i8 or u8).

fn concretize_dims( &self, source: &Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, node: &Node<TypedFact, Box<dyn TypedOp + 'static, Global>>, target: &mut Graph<TypedFact, Box<dyn TypedOp + 'static, Global>>, mapping: &HashMap<OutletId, OutletId, RandomState>, values: &SymbolValues ) -> Result<SmallVec<[OutletId; 4]>, Error>

Transform the op into by providing a value to one or more symbols.

fn nested_model_multipliers( &self, inputs: &[&TypedFact] ) -> Vec<(Cow<'_, str>, f64), Global>

Nested model multipliers, with label (for profiling).