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Model

Struct Model 

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

Represents a loaded ML model

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impl Model

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pub fn load<P: AsRef<Path>>(path: P) -> Result<Self>

Load a model from an ONNX file

§Example
use ronn_api::Model;

let model = Model::load("model.onnx")?;
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pub fn from_bytes(bytes: &[u8]) -> Result<Self>

Load a model from bytes

§Example
use ronn_api::Model;

let bytes = std::fs::read("model.onnx")?;
let model = Model::from_bytes(&bytes)?;
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pub fn create_session_default(&self) -> Result<InferenceSession>

Create an inference session with default options

§Example
use ronn_api::Model;

let model = Model::load("model.onnx")?;
let session = model.create_session_default()?;
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pub fn create_session( &self, options: SessionOptions, ) -> Result<InferenceSession>

Create an inference session with custom options

§Example
use ronn_api::{Model, SessionOptions, OptimizationLevel};
use ronn_providers::ProviderType;

let model = Model::load("model.onnx")?;
let options = SessionOptions::new()
    .with_optimization_level(OptimizationLevel::O3)
    .with_provider(ProviderType::GPU);
let session = model.create_session(options)?;
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pub fn producer_name(&self) -> Option<&str>

Get model metadata

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pub fn ir_version(&self) -> i64

Get IR version

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pub fn input_names(&self) -> Vec<&str>

Get input names

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pub fn output_names(&self) -> Vec<&str>

Get output names

Auto Trait Implementations§

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impl Freeze for Model

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impl !RefUnwindSafe for Model

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impl Send for Model

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impl Sync for Model

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impl Unpin for Model

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impl !UnwindSafe for Model

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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> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more
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fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
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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> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. 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

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impl<T> WithSubscriber for T

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fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more
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fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more
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impl<T> ErasedDestructor for T
where T: 'static,