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GradientStats

tensorlogic_infer::autodiff

Struct GradientStats

pub struct GradientStats {
    pub global_norm: f64,
    pub min_value: f64,
    pub max_value: f64,
    pub mean_value: f64,
    pub num_parameters: usize,
    pub num_finite: usize,
    pub num_infinite: usize,
    pub num_nan: usize,
}

Expand description

Gradient statistics for monitoring

Fields§

§global_norm: f64§min_value: f64§max_value: f64§mean_value: f64§num_parameters: usize§num_finite: usize§num_infinite: usize§num_nan: usize

Implementations§

impl GradientStats

pub fn new() -> Self

pub fn has_nan(&self) -> bool

pub fn has_inf(&self) -> bool

pub fn is_healthy(&self) -> bool

pub fn finite_ratio(&self) -> f64

Trait Implementations§

impl Clone for GradientStats

fn clone(&self) -> GradientStats

Returns a duplicate of the value. Read more

1.0.0 · Source§

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

Performs copy-assignment from source. Read more

impl Debug for GradientStats

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

Formats the value using the given formatter. Read more

impl Default for GradientStats

fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

impl Freeze for GradientStats

impl RefUnwindSafe for GradientStats

impl Send for GradientStats

impl Sync for GradientStats

impl Unpin for GradientStats

impl UnwindSafe for GradientStats

Blanket Implementations§

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

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

impl<T> Borrow<T> for T
where T: ?Sized,

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more

impl<T> CloneToUninit for T
where T: Clone,

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

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

impl<T, U> Into<U> for T
where U: From<T>,

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

impl<T> ToOwned for T
where T: Clone,

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more

fn clone_into(&self, target: &mut T)

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

impl<T, U> TryFrom<U> for T
where U: Into<T>,

type Error = Infallible

The type returned in the event of a conversion error.

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

fn vzip(self) -> V