Class NASResultSummary

Namespace

AiDotNet.Models.Results

Assembly

AiDotNet.dll

Represents a redacted summary of Neural Architecture Search (NAS) results.

public sealed class NASResultSummary

Inheritance

object

NASResultSummary

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.ReferenceEquals(object, object)

object.ToString()

Remarks

This summary captures the discovered architecture and any hardware-aware optimizations without exposing proprietary implementation details.

For Beginners: After NAS completes, this tells you what architecture was discovered: - How many layers/nodes were selected - What operations were chosen at each position - Any hardware constraints that were considered

Properties

ArchitectureDescription

Gets or sets a human-readable description of the discovered architecture.

public string? ArchitectureDescription { get; set; }

Property Value

string

Remarks

Example: "MobileNetV3-like with 12 layers, 3 skip connections, avg pooling"

DiscoveredNodeCount

Gets or sets the number of nodes/layers in the discovered architecture.

public int? DiscoveredNodeCount { get; set; }

Property Value

int?

EstimatedFLOPs

Gets or sets the estimated FLOPs (floating-point operations) of the discovered architecture.

public long? EstimatedFLOPs { get; set; }

Property Value

long?

EstimatedParameters

Gets or sets the estimated parameter count of the discovered architecture.

public long? EstimatedParameters { get; set; }

Property Value

long?

FinalArchitectureScore

Gets or sets the final architecture score (validation accuracy or combined metric).

public double? FinalArchitectureScore { get; set; }

Property Value

double?

LatencyConstraintMs

Gets or sets the latency constraint in milliseconds, if specified.

public double? LatencyConstraintMs { get; set; }

Property Value

double?

MemoryConstraintMB

Gets or sets the memory constraint in megabytes, if specified.

public double? MemoryConstraintMB { get; set; }

Property Value

double?

OFASubnet

Gets or sets OnceForAll-specific subnet information when OFA strategy was used.

public OFASubnetSummary? OFASubnet { get; set; }

Property Value

OFASubnetSummary

Remarks

OnceForAll trains a single "supernet" and then extracts specialized subnets. This field describes the extracted subnet configuration.

QuantizationAware

Gets or sets whether quantization-aware search was enabled.

public bool QuantizationAware { get; set; }

Property Value

bool

SearchIterations

Gets or sets the number of architecture search epochs/iterations completed.

public int? SearchIterations { get; set; }

Property Value

int?

SelectedOperations

Gets or sets a list of operation types selected at each position in the architecture.

public List<string>? SelectedOperations { get; set; }

Property Value

List<string>

Remarks

This provides a high-level view of the discovered architecture without exposing exact weights or proprietary details.

Example: ["conv3x3", "skip", "sep_conv5x5", "max_pool", "conv3x3"]

TargetPlatform

Gets or sets the target hardware platform, if hardware-aware search was used.

public string? TargetPlatform { get; set; }

Property Value

string