ModelInputSpec

Struct ModelInputSpec 

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pub struct ModelInputSpec {
    pub image_size: (usize, usize),
    pub channels: usize,
    pub normalization: NormalizationSpec,
    pub preprocessing: Vec<String>,
    pub tensor_format: TensorFormat,
    pub data_type: ModelDataType,
    pub value_range: (f32, f32),
}
Expand description

Model input specification for computer vision models

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§image_size: (usize, usize)

Expected input image size (width, height)

§channels: usize

Number of input channels

§normalization: NormalizationSpec

Normalization parameters

§preprocessing: Vec<String>

Required preprocessing steps

§tensor_format: TensorFormat

Input tensor format (NCHW, NHWC, etc.)

§data_type: ModelDataType

Data type requirements

§value_range: (f32, f32)

Input value range

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impl ModelInputSpec

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pub fn classification(image_size: (usize, usize)) -> Self

Create specification for classification models

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pub fn object_detection(image_size: (usize, usize)) -> Self

Create specification for object detection models

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pub fn segmentation(image_size: (usize, usize)) -> Self

Create specification for segmentation models

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pub fn validate(&self) -> Result<(), ModelError>

Validate input specification

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pub fn memory_requirements(&self, batch_size: usize) -> usize

Calculate memory requirements for input

Trait Implementations§

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impl Clone for ModelInputSpec

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fn clone(&self) -> ModelInputSpec

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 Debug for ModelInputSpec

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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 Default for ModelInputSpec

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl<'de> Deserialize<'de> for ModelInputSpec

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for ModelInputSpec

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

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impl<T> Any for T
where T: 'static + ?Sized,

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fn borrow_mut(&mut self) -> &mut T

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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)
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Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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const ALIGN: usize

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type Init = T

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