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BatchDataLoader

Struct BatchDataLoader 

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pub struct BatchDataLoader<B: Backend, I, O> { /* private fields */ }
Available on crate features std and dataset only.
Expand description

A data loader that can be used to iterate over a dataset in batches.

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impl<B: Backend, I, O> BatchDataLoader<B, I, O>

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pub fn new( strategy: Box<dyn BatchStrategy<I>>, dataset: Arc<dyn Dataset<I>>, batcher: Arc<dyn Batcher<B, I, O>>, device: B::Device, rng: Option<StdRng>, ) -> Self

Creates a new batch data loader.

§Arguments
  • strategy - The batch strategy.
  • dataset - The dataset.
  • batcher - The batcher.
  • device - The device to use when loading a batch.
  • rng - The rng determining if the dataset is shuffled each time a dataloader iterator is created.
§Returns

The batch data loader.

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impl<B: Backend, I, O> Clone for BatchDataLoader<B, I, O>

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fn clone(&self) -> Self

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<B, I, O> DataLoader<B, O> for BatchDataLoader<B, I, O>
where B: Backend, I: Send + Sync + Clone + 'static, O: Send + 'static,

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fn iter<'a>(&'a self) -> Box<dyn DataLoaderIterator<O> + 'a>

Returns a boxed iterator to iterate over the data loader.
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fn num_items(&self) -> usize

The number of items (not the number of batches nor the number of iterations), corresponding to the items_total of the progress returned by the iterator.
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fn to_device(&self, device: &B::Device) -> Arc<dyn DataLoader<B, O>>

Move the data loader to the given device, ensuring the batches are assigned to the correct device.
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fn slice(&self, start: usize, end: usize) -> Arc<dyn DataLoader<B, O>>

Returns a new data loader containing a subset of the data. Read more

Auto Trait Implementations§

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impl<B, I, O> Freeze for BatchDataLoader<B, I, O>
where <B as Backend>::Device: Freeze,

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impl<B, I, O> !RefUnwindSafe for BatchDataLoader<B, I, O>

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impl<B, I, O> Send for BatchDataLoader<B, I, O>

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impl<B, I, O> Sync for BatchDataLoader<B, I, O>

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impl<B, I, O> Unpin for BatchDataLoader<B, I, O>
where <B as Backend>::Device: Unpin,

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impl<B, I, O> !UnwindSafe for BatchDataLoader<B, I, O>

Blanket Implementations§

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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> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. 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, 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> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. 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