Struct tfrecord::protos::GradientDef

pub struct GradientDef {
    pub function_name: String,
    pub gradient_func: String,
}

GradientDef defines the gradient function of a function defined in a function library.

A gradient function g (specified by gradient_func) for a function f (specified by function_name) must follow the following:

The function ‘f’ must be a numerical function which takes N inputs and produces M outputs. Its gradient function ‘g’, which is a function taking N + M inputs and produces N outputs.

I.e. if we have (y1, y2, …, y_M) = f(x1, x2, …, x_N), then, g is (dL/dx1, dL/dx2, …, dL/dx_N) = g(x1, x2, …, x_N, dL/dy1, dL/dy2, …, dL/dy_M), where L is a scalar-value function of (x1, x2, …, xN) (e.g., the loss function). dL/dx_i is the partial derivative of L with respect to x_i.

Fields

function_name: String

The function name.

gradient_func: String

The gradient function’s name.

Trait Implementations

impl Clone for GradientDef

fn clone(&self) -> GradientDef

Returns a copy of the value.

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

Performs copy-assignment from source.

impl Debug for GradientDef

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

Formats the value using the given formatter.

impl Default for GradientDef

fn default() -> Self

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for GradientDef

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

Deserialize this value from the given Serde deserializer.

impl Message for GradientDef

fn encode_raw<B>(&self, buf: &mut B) where
    B: BufMut, 

fn merge_field<B>(
    &mut self,
    tag: u32,
    wire_type: WireType,
    buf: &mut B,
    ctx: DecodeContext
) -> Result<(), DecodeError> where
    B: Buf, 

fn encoded_len(&self) -> usize

Returns the encoded length of the message without a length delimiter.

fn clear(&mut self)

Clears the message, resetting all fields to their default.

pub fn encode<B>(&self, buf: &mut B) -> Result<(), EncodeError> where
    B: BufMut, 

Encodes the message to a buffer.

pub fn encode_length_delimited<B>(&self, buf: &mut B) -> Result<(), EncodeError> where
    B: BufMut, 

Encodes the message with a length-delimiter to a buffer.

pub fn decode<B>(buf: B) -> Result<Self, DecodeError> where
    Self: Default,
    B: Buf, 

Decodes an instance of the message from a buffer.

pub fn decode_length_delimited<B>(buf: B) -> Result<Self, DecodeError> where
    Self: Default,
    B: Buf, 

Decodes a length-delimited instance of the message from the buffer.

pub fn merge<B>(&mut self, buf: B) -> Result<(), DecodeError> where
    B: Buf, 

Decodes an instance of the message from a buffer, and merges it into self.

pub fn merge_length_delimited<B>(&mut self, buf: B) -> Result<(), DecodeError> where
    B: Buf, 

Decodes a length-delimited instance of the message from buffer, and merges it into self.

impl PartialEq<GradientDef> for GradientDef

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

This method tests for self and other values to be equal, and is used by ==.

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

This method tests for !=.

impl Serialize for GradientDef

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

Serialize this value into the given Serde serializer.

impl StructuralPartialEq for GradientDef