BasicInferer

Struct BasicInferer 

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pub struct BasicInferer { /* private fields */ }
Expand description

The most basic inferer provided will deal with a single element at a time, at the cost of reduced (but predictable) performance per element.

§Pros

  • Requires no tuning
  • Very predictable performance across different workloads

§Cons

  • Scales linearly unless it’s the only code executing

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impl BasicInferer

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pub fn from_model(model: InferenceModel) -> TractResult<Self>

Create an inferer for the provided inference model.

§Errors

Will only forward errors from the tract_core::model::Graph optimization and graph building steps.

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pub fn from_typed(model: TypedModel) -> TractResult<Self>

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impl Inferer for BasicInferer

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fn select_batch_size(&self, _: usize) -> usize

Query the inferer for how many elements it can deal with in a single batch.
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fn infer_raw(&self, pad: &mut ScratchPadView<'_>) -> Result<(), Error>

Execute the model on the provided pre-batched data.
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fn raw_input_shapes(&self) -> &[(String, Vec<usize>)]

Retrieve the name and shapes of the model inputs.
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fn raw_output_shapes(&self) -> &[(String, Vec<usize>)]

Retrieve the name and shapes of the model outputs.
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fn begin_agent(&self, _id: u64)

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fn end_agent(&self, _id: u64)

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fn input_shapes(&self) -> &[(String, Vec<usize>)]

Retrieve the name and shapes of the model inputs. This API only contains the external API, so code-based transforms outside the model are hidden.
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fn output_shapes(&self) -> &[(String, Vec<usize>)]

Retrieve the name and shapes of the model outputs. This API only contains the external API, so code-based transforms outside the model are hidden.
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impl IntoStateful for BasicInferer

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fn into_stateful<WrapStack: InfererWrapper>( self, wrapper_stack: WrapStack, ) -> StatefulInferer<WrapStack, Self>

Construct a StatefulInferer by wrapping this concrete inferer with the given wrapper stack.

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> Downcast for T
where T: Any,

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fn into_any(self: Box<T>) -> Box<dyn Any>

Convert Box<dyn Trait> (where Trait: Downcast) to Box<dyn Any>. Box<dyn Any> can then be further downcast into Box<ConcreteType> where ConcreteType implements Trait.
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fn into_any_rc(self: Rc<T>) -> Rc<dyn Any>

Convert Rc<Trait> (where Trait: Downcast) to Rc<Any>. Rc<Any> can then be further downcast into Rc<ConcreteType> where ConcreteType implements Trait.
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fn as_any(&self) -> &(dyn Any + 'static)

Convert &Trait (where Trait: Downcast) to &Any. This is needed since Rust cannot generate &Any’s vtable from &Trait’s.
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fn as_any_mut(&mut self) -> &mut (dyn Any + 'static)

Convert &mut Trait (where Trait: Downcast) to &Any. This is needed since Rust cannot generate &mut Any’s vtable from &mut Trait’s.
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impl<T> DowncastSync for T
where T: Any + Send + Sync,

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fn into_any_arc(self: Arc<T>) -> Arc<dyn Any + Send + Sync>

Convert Arc<Trait> (where Trait: Downcast) to Arc<Any>. Arc<Any> can then be further downcast into Arc<ConcreteType> where ConcreteType implements Trait.
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T> InfererExt for T
where T: Inferer,

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fn with_default_epsilon(self, key: &str) -> Result<EpsilonInjector<Self>>

Add an epsilon injector using the default noise kind.
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fn with_epsilon<G: NoiseGenerator>( self, generator: G, key: &str, ) -> Result<EpsilonInjector<Self, G>>

Add an epsilon injector with a specific noise generator.
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fn into_batched(self) -> Batched<Self>

Wrap in a batching interface.
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fn infer( &mut self, observations: HashMap<u64, State<'_>>, ) -> Result<HashMap<u64, Response<'_>>, Error>

👎Deprecated since 0.3.0: Please use the more explicit ‘infer_batch’ instead.
Execute the model on the provided batch of elements.
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fn infer_batch<'this>( &'this self, batch: HashMap<u64, State<'_>>, ) -> Result<HashMap<u64, Response<'this>>, Error>

Execute the model on the provided pre-batched data.
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fn infer_single<'this>( &'this self, input: State<'_>, ) -> Result<Response<'this>, Error>

Execute the model on the provided pre-batched data.
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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V