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OnnxModel

iris::dnn

Struct OnnxModel 

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pub struct OnnxModel<B: Backend> {
    pub model_path: String,
    /* private fields */
}
Expand description

Represents an imported or executed deep learning model.

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§model_path: String

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impl<B: Backend> OnnxModel<B>

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pub fn load(path: impl AsRef<Path>, device: &B::Device) -> Result<Self>

Loads a neural network model from the specified file path.

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pub fn predict_raw<const D1: usize, const D2: usize>( &self, input: Tensor<B, D1>, ) -> Result<Tensor<B, D2>>

Predicts/evaluates a raw input tensor, returning an output tensor.

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pub fn preprocess(&self, image: &Image<B>) -> Result<Tensor<B, 4>>

Helper to convert a standardized image into a model-compatible input tensor of shape [1, C, H, W].

Auto Trait Implementations§

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impl<B> Freeze for OnnxModel<B>
where <B as BackendTypes>::Device: Freeze,

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impl<B> RefUnwindSafe for OnnxModel<B>
where <B as BackendTypes>::Device: RefUnwindSafe,

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impl<B> Send for OnnxModel<B>

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impl<B> Sync for OnnxModel<B>

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impl<B> Unpin for OnnxModel<B>
where <B as BackendTypes>::Device: Unpin,

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impl<B> UnsafeUnpin for OnnxModel<B>
where <B as BackendTypes>::Device: UnsafeUnpin,

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impl<B> UnwindSafe for OnnxModel<B>
where <B as BackendTypes>::Device: UnwindSafe,

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impl<T> Adaptor<()> for T

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fn adapt(&self)

Adapt the type to be passed to a metric.
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impl<T> Any for T
where T: 'static + ?Sized,

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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

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impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
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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>

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fn into(self) -> U

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fn comptime(self) -> Self

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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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impl<T> Pointable for T

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const ALIGN: usize

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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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