pub struct BatchSampler<S = SequentialSampler> {
    pub sampler: S,
    pub batch_size: usize,
    pub drop_last: bool,
}
Expand description

Wraps another sampler to yield a mini-batch of indices.

Arguments

  • sampler - Base sampler.
  • batch_size - Size of mini-batch.
  • drop_last - If true, the sampler will drop the last batch if its size would be less than batch_size.

Examples:

use ai_dataloader::sampler::SequentialSampler;
use ai_dataloader::sampler::BatchSampler;

let dataset = vec![0, 1, 2, 3];
let batch_sampler = BatchSampler {
    sampler: SequentialSampler {
    data_source_len: dataset.len(),
    },
    batch_size: 2,
    drop_last: false,
};
let mut iter = batch_sampler.iter();
assert_eq!(iter.next(), Some(vec![0, 1]));
assert_eq!(iter.next(), Some(vec![2, 3]));

Fields§

§sampler: S

Base sampler.

§batch_size: usize

Size of mini batch.

§drop_last: bool

If true, the sampler will drop the last batch if its size were less than batch_size.

Implementations§

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impl<S: Sampler> BatchSampler<S>

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pub fn iter(&self) -> BatchIterator<S::IntoIter>

Return an iterator over the BatchSampler.

Trait Implementations§

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impl<S: Clone> Clone for BatchSampler<S>

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fn clone(&self) -> BatchSampler<S>

Returns a copy 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<S: Debug> Debug for BatchSampler<S>

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl<S: Hash> Hash for BatchSampler<S>

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fn hash<__H: Hasher>(&self, state: &mut __H)

Feeds this value into the given Hasher. Read more
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fn hash_slice<H>(data: &[Self], state: &mut H)where H: Hasher, Self: Sized,

Feeds a slice of this type into the given Hasher. Read more
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impl<S: Sampler> Len for BatchSampler<S>

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fn len(&self) -> usize

Returns the number of batch.

If drop_last is set to false, even an incomplete batch will be counted.

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fn is_empty(&self) -> bool

Return true if the collection has no element.
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impl<S: Ord> Ord for BatchSampler<S>

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fn cmp(&self, other: &BatchSampler<S>) -> Ordering

This method returns an Ordering between self and other. Read more
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fn max(self, other: Self) -> Selfwhere Self: Sized,

Compares and returns the maximum of two values. Read more
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fn min(self, other: Self) -> Selfwhere Self: Sized,

Compares and returns the minimum of two values. Read more
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fn clamp(self, min: Self, max: Self) -> Selfwhere Self: Sized + PartialOrd<Self>,

Restrict a value to a certain interval. Read more
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impl<S: PartialEq> PartialEq<BatchSampler<S>> for BatchSampler<S>

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fn eq(&self, other: &BatchSampler<S>) -> bool

This method tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

This method tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl<S: PartialOrd> PartialOrd<BatchSampler<S>> for BatchSampler<S>

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fn partial_cmp(&self, other: &BatchSampler<S>) -> Option<Ordering>

This method returns an ordering between self and other values if one exists. Read more
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fn lt(&self, other: &Rhs) -> bool

This method tests less than (for self and other) and is used by the < operator. Read more
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fn le(&self, other: &Rhs) -> bool

This method tests less than or equal to (for self and other) and is used by the <= operator. Read more
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fn gt(&self, other: &Rhs) -> bool

This method tests greater than (for self and other) and is used by the > operator. Read more
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fn ge(&self, other: &Rhs) -> bool

This method tests greater than or equal to (for self and other) and is used by the >= operator. Read more
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impl<S: Eq> Eq for BatchSampler<S>

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impl<S> StructuralEq for BatchSampler<S>

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impl<S> StructuralPartialEq for BatchSampler<S>

Auto Trait Implementations§

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impl<S> RefUnwindSafe for BatchSampler<S>where S: RefUnwindSafe,

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impl<S> Send for BatchSampler<S>where S: Send,

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impl<S> Sync for BatchSampler<S>where S: Sync,

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impl<S> Unpin for BatchSampler<S>where S: Unpin,

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impl<S> UnwindSafe for BatchSampler<S>where S: UnwindSafe,

Blanket Implementations§

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impl<T> Any for Twhere 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 Twhere 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 Twhere 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, U> Into<U> for Twhere 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> Pointable for T

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const ALIGN: usize = mem::align_of::<T>()

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> Same<T> for T

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type Output = T

Should always be Self
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impl<T> ToOwned for Twhere 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 Twhere 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 Twhere 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 Twhere V: MultiLane<T>,

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fn vzip(self) -> V