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CudaModel

Struct CudaModel 

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pub struct CudaModel<'a> {
    pub dag: Dag<CompiledNode>,
    pub names: HashMap<usize, String>,
    /* private fields */
}
Expand description

A compiled model: a DAG of CompiledNodes, not yet loaded into GPU memory. Call CudaModel::load to load it and get a runnable LoadedModel.

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§dag: Dag<CompiledNode>

The compiled node DAG.

§names: HashMap<usize, String>

DAG node index → dotted name (e.g. "model.0.conv"), populated from the source Graph::names field during compilation.

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impl<'a> CudaModel<'a>

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pub fn new(dag: Dag<CompiledNode>) -> Result<Self>

Wraps a compiled node DAG as a CudaModel, with no node names.

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pub fn with_names( dag: Dag<CompiledNode>, names: HashMap<usize, String>, ) -> Result<Self>

Wraps a compiled node DAG as a CudaModel, with the given node-index → name mapping.

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pub fn load( self, _device: &CudaDevice<'_>, batch_size: usize, ) -> Result<LoadedModel>

Load all compiled PTX kernels into GPU memory and pre-allocate zero-initialised parameter buffers, producing a LoadedModel ready for inference.

batch_size resolves dynamic (None) shape dimensions when computing parameter buffer sizes.

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impl<'a> Model<'a> for CudaModel<'a>

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type Input = TensorRef

This model’s input type.
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type Output = TensorRef

This model’s output type.
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fn forward(&self, _input: Self::Input) -> Result<Self::Output>

Runs inference, producing Output from input.

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impl<'a> Freeze for CudaModel<'a>

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impl<'a> !RefUnwindSafe for CudaModel<'a>

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impl<'a> Send for CudaModel<'a>

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impl<'a> Sync for CudaModel<'a>

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impl<'a> Unpin for CudaModel<'a>

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impl<'a> UnsafeUnpin for CudaModel<'a>

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impl<'a> !UnwindSafe for CudaModel<'a>

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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> Same for T

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type Output = T

Should always be Self
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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<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