Struct google_api_proto::google::cloud::aiplatform::v1beta1::SmoothGradConfig
source · pub struct SmoothGradConfig {
pub noisy_sample_count: i32,
pub gradient_noise_sigma: Option<GradientNoiseSigma>,
}
Expand description
Config for SmoothGrad approximation of gradients.
When enabled, the gradients are approximated by averaging the gradients from noisy samples in the vicinity of the inputs. Adding noise can help improve the computed gradients. Refer to this paper for more details: https://arxiv.org/pdf/1706.03825.pdf
Fields§
§noisy_sample_count: i32
The number of gradient samples to use for approximation. The higher this number, the more accurate the gradient is, but the runtime complexity increases by this factor as well. Valid range of its value is [1, 50]. Defaults to 3.
gradient_noise_sigma: Option<GradientNoiseSigma>
Represents the standard deviation of the gaussian kernel that will be used to add noise to the interpolated inputs prior to computing gradients.
Trait Implementations§
source§impl Clone for SmoothGradConfig
impl Clone for SmoothGradConfig
source§fn clone(&self) -> SmoothGradConfig
fn clone(&self) -> SmoothGradConfig
Returns a copy of the value. Read more
1.0.0 · source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source
. Read moresource§impl Debug for SmoothGradConfig
impl Debug for SmoothGradConfig
source§impl Default for SmoothGradConfig
impl Default for SmoothGradConfig
source§impl Message for SmoothGradConfig
impl Message for SmoothGradConfig
source§fn encoded_len(&self) -> usize
fn encoded_len(&self) -> usize
Returns the encoded length of the message without a length delimiter.
source§fn encode<B>(&self, buf: &mut B) -> Result<(), EncodeError>where
B: BufMut,
Self: Sized,
fn encode<B>(&self, buf: &mut B) -> Result<(), EncodeError>where
B: BufMut,
Self: Sized,
Encodes the message to a buffer. Read more
source§fn encode_to_vec(&self) -> Vec<u8>where
Self: Sized,
fn encode_to_vec(&self) -> Vec<u8>where
Self: Sized,
Encodes the message to a newly allocated buffer.
source§fn encode_length_delimited<B>(&self, buf: &mut B) -> Result<(), EncodeError>where
B: BufMut,
Self: Sized,
fn encode_length_delimited<B>(&self, buf: &mut B) -> Result<(), EncodeError>where
B: BufMut,
Self: Sized,
Encodes the message with a length-delimiter to a buffer. Read more
source§fn encode_length_delimited_to_vec(&self) -> Vec<u8>where
Self: Sized,
fn encode_length_delimited_to_vec(&self) -> Vec<u8>where
Self: Sized,
Encodes the message with a length-delimiter to a newly allocated buffer.
source§fn decode<B>(buf: B) -> Result<Self, DecodeError>where
B: Buf,
Self: Default,
fn decode<B>(buf: B) -> Result<Self, DecodeError>where
B: Buf,
Self: Default,
Decodes an instance of the message from a buffer. Read more
source§fn decode_length_delimited<B>(buf: B) -> Result<Self, DecodeError>where
B: Buf,
Self: Default,
fn decode_length_delimited<B>(buf: B) -> Result<Self, DecodeError>where
B: Buf,
Self: Default,
Decodes a length-delimited instance of the message from the buffer.
source§fn merge<B>(&mut self, buf: B) -> Result<(), DecodeError>where
B: Buf,
Self: Sized,
fn merge<B>(&mut self, buf: B) -> Result<(), DecodeError>where
B: Buf,
Self: Sized,
Decodes an instance of the message from a buffer, and merges it into
self
. Read moresource§fn merge_length_delimited<B>(&mut self, buf: B) -> Result<(), DecodeError>where
B: Buf,
Self: Sized,
fn merge_length_delimited<B>(&mut self, buf: B) -> Result<(), DecodeError>where
B: Buf,
Self: Sized,
Decodes a length-delimited instance of the message from buffer, and
merges it into
self
.source§impl PartialEq for SmoothGradConfig
impl PartialEq for SmoothGradConfig
source§fn eq(&self, other: &SmoothGradConfig) -> bool
fn eq(&self, other: &SmoothGradConfig) -> bool
This method tests for
self
and other
values to be equal, and is used
by ==
.impl StructuralPartialEq for SmoothGradConfig
Auto Trait Implementations§
impl Freeze for SmoothGradConfig
impl RefUnwindSafe for SmoothGradConfig
impl Send for SmoothGradConfig
impl Sync for SmoothGradConfig
impl Unpin for SmoothGradConfig
impl UnwindSafe for SmoothGradConfig
Blanket Implementations§
source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
§impl<T> Instrument for T
impl<T> Instrument for T
§fn instrument(self, span: Span) -> Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
§fn in_current_span(self) -> Instrumented<Self>
fn in_current_span(self) -> Instrumented<Self>
source§impl<T> IntoRequest<T> for T
impl<T> IntoRequest<T> for T
source§fn into_request(self) -> Request<T>
fn into_request(self) -> Request<T>
Wrap the input message
T
in a tonic::Request