Class CodeXGlueBenchmark<T>

Namespace

AiDotNet.Reasoning.Benchmarks

Assembly

AiDotNet.dll

CodeXGLUE benchmark harness (dataset-loader + metric computation).

public sealed class CodeXGlueBenchmark<T> : IBenchmark<T>

Type Parameters

T

The numeric type used for scoring (e.g., double, float).

Inheritance

object

CodeXGlueBenchmark<T>

Implements

IBenchmark<T>

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.ReferenceEquals(object, object)

object.ToString()

Remarks

CodeXGLUE is a suite of code understanding and code generation tasks. This harness is intentionally "dataset agnostic": callers provide a JSONL file path and field mapping, and provide the model invocation function.

This harness does not attempt to ship, download, or cache CodeXGLUE datasets; it only provides the evaluation glue.

Constructors

CodeXGlueBenchmark(CodeXGlueBenchmarkOptions)

public CodeXGlueBenchmark(CodeXGlueBenchmarkOptions options)

Parameters

options CodeXGlueBenchmarkOptions

Properties

BenchmarkName

Gets the name of this benchmark.

public string BenchmarkName { get; }

Property Value

string

Description

Gets a description of what this benchmark measures.

public string Description { get; }

Property Value

string

TotalProblems

Gets the total number of problems in this benchmark.

public int TotalProblems { get; }

Property Value

int

Methods

EvaluateAsync(Func<string, Task<string>>, int?, CancellationToken)

Evaluates a reasoning strategy on this benchmark.

public Task<BenchmarkResult<T>> EvaluateAsync(Func<string, Task<string>> evaluateFunction, int? sampleSize = null, CancellationToken cancellationToken = default)

Parameters

evaluateFunction Func<string, Task<string>>

Function that takes a problem and returns an answer.

sampleSize int?

Number of problems to evaluate (null for all).

cancellationToken CancellationToken

Cancellation token.

Returns

Task<BenchmarkResult<T>>

Benchmark results with accuracy and detailed metrics.

Remarks

For Beginners: This runs the benchmark by: 1. Selecting problems (either all or a random sample) 2. Asking the reasoning system to solve each one 3. Comparing answers to the correct solutions 4. Calculating accuracy and other metrics

The evaluateFunction is your reasoning system - it takes a problem string and returns an answer string.

LoadProblemsAsync(int?)

Loads benchmark problems (for inspection or custom evaluation).

public Task<List<BenchmarkProblem>> LoadProblemsAsync(int? count = null)

Parameters

count int?

Number of problems to load (null for all).

Returns

Task<List<BenchmarkProblem>>

List of benchmark problems.

Remarks

For Beginners: Returns the actual problems and their correct answers so you can inspect them or run custom evaluations.