Struct tensorflow_proto::tflite::evaluation::InferenceProfilerMetrics

pub struct InferenceProfilerMetrics {
    pub reference_latency: Option<LatencyMetrics>,
    pub test_latency: Option<LatencyMetrics>,
    pub output_errors: Vec<AccuracyMetrics>,
}

Metrics computed from comparing TFLite execution in two settings:

1. User-defined TfliteInferenceParams (The 'test' setting)
2. Default TfliteInferenceParams (The 'reference' setting)

Next ID: 4

Fields

reference_latency: Option<LatencyMetrics>

Latency metrics from Single-thread CPU inference.

test_latency: Option<LatencyMetrics>

Latency from TfliteInferenceParams under test.

output_errors: Vec<AccuracyMetrics>

For reference & test output vectors {R, T}, the error is computed as: Mean([Abs(R[i] - T[i]) for i in num_elements]) output_errors[v] : statistics for the error value of the vth output vector across all Runs.

Trait Implementations

impl Clone for InferenceProfilerMetrics

pub fn clone(&self) -> InferenceProfilerMetrics

Returns a copy of the value.

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

Performs copy-assignment from source.

impl Debug for InferenceProfilerMetrics

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

Formats the value using the given formatter.

impl Default for InferenceProfilerMetrics

pub fn default() -> Self

Returns the "default value" for a type.

impl Message for InferenceProfilerMetrics

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

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

pub fn encoded_len(&self) -> usize

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

pub 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<InferenceProfilerMetrics> for InferenceProfilerMetrics

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

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

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

This method tests for !=.

impl StructuralPartialEq for InferenceProfilerMetrics