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ViTConfig

Struct ViTConfig 

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pub struct ViTConfig {
    pub img_size: usize,
    pub patch_size: usize,
    pub in_chans: usize,
    pub embed_dim: usize,
    pub depth: usize,
    pub n_heads: usize,
    pub mlp_ratio: usize,
    pub n_classes: usize,
}
Expand description

Top-level ViT configuration.

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§img_size: usize

Square spatial resolution of the input image (H = W).

§patch_size: usize

Patch size (stride = kernel size = patch_size).

§in_chans: usize

Number of input channels (e.g. 3 for RGB).

§embed_dim: usize

Token embedding dimension.

§depth: usize

Number of transformer blocks.

§n_heads: usize

Number of attention heads per block.

§mlp_ratio: usize

MLP hidden-dim multiplier.

§n_classes: usize

Number of output classes for the classification head.

Implementations§

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impl ViTConfig

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pub fn tiny() -> Self

Tiny ViT: suitable for CIFAR-10 style 32×32 RGB images.

img_size=32, patch_size=4, in_chans=3, embed_dim=64, depth=2, n_heads=4, mlp_ratio=4, n_classes=10.

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pub fn new( img_size: usize, patch_size: usize, in_chans: usize, embed_dim: usize, depth: usize, n_heads: usize, mlp_ratio: usize, n_classes: usize, ) -> VisionResult<Self>

Validate and construct a ViTConfig.

§Errors
  • n_classes == 0InvalidNumClasses
  • patch or image size issues → propagated from PatchEmbedConfig
  • embed_dim % n_heads != 0HeadDimMismatch
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pub fn n_patches(&self) -> usize

Number of non-overlapping patches for this image / patch size.

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pub fn seq_len(&self) -> usize

Total sequence length including the CLS token.

Trait Implementations§

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impl Clone for ViTConfig

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fn clone(&self) -> ViTConfig

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for ViTConfig

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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 PartialEq for ViTConfig

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fn eq(&self, other: &ViTConfig) -> bool

Tests for self and other values to be equal, and is used by ==.
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl StructuralPartialEq for ViTConfig

Auto Trait 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.