Unity 机器学习代理工具包 (ML-Agents) 是一个开源项目,它使游戏和模拟能够作为训练智能代理的环境。
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using System;
using System.Collections;
using System.Collections.Generic;
using System.Diagnostics;
namespace Unity.MLAgents.Actuators
{
/// <summary>
/// ActionSegment{T} is a data structure that allows access to a segment of an underlying array
/// in order to avoid the copying and allocation of sub-arrays. The segment is defined by
/// the offset into the original array, and an length.
/// </summary>
/// <typeparam name="T">The type of object stored in the underlying <see cref="Array"/></typeparam>
internal readonly struct ActionSegment<T> : IEnumerable<T>, IEquatable<ActionSegment<T>>
where T : struct
{
/// <summary>
/// The zero-based offset into the original array at which this segment starts.
/// </summary>
public readonly int Offset;
/// <summary>
/// The number of items this segment can access in the underlying array.
/// </summary>
public readonly int Length;
/// <summary>
/// An Empty segment which has an offset of 0, a Length of 0, and it's underlying array
/// is also empty.
/// </summary>
public static ActionSegment<T> Empty = new ActionSegment<T>(System.Array.Empty<T>(), 0, 0);
static void CheckParameters(T[] actionArray, int offset, int length)
{
#if DEBUG
if (offset + length > actionArray.Length)
{
throw new ArgumentOutOfRangeException(nameof(offset),
$"Arguments offset: {offset} and length: {length} " +
$"are out of bounds of actionArray: {actionArray.Length}.");
}
#endif
}
/// <summary>
/// Construct an <see cref="ActionSegment{T}"/> with an underlying array
/// and offset, and a length.
/// </summary>
/// <param name="actionArray">The underlying array which this segment has a view into</param>
/// <param name="offset">The zero-based offset into the underlying array.</param>
/// <param name="length">The length of the segment.</param>
public ActionSegment(T[] actionArray, int offset, int length)
{
CheckParameters(actionArray, offset, length);
Array = actionArray;
Offset = offset;
Length = length;
}
/// <summary>
/// Get the underlying <see cref="Array"/> of this segment.
/// </summary>
public T[] Array { get; }
/// <summary>
/// Allows access to the underlying array using array syntax.
/// </summary>
/// <param name="index">The zero-based index of the segment.</param>
/// <exception cref="IndexOutOfRangeException">Thrown when the index is less than 0 or
/// greater than or equal to <see cref="Length"/></exception>
public T this[int index]
{
get
{
if (index < 0 || index > Length)
{
throw new IndexOutOfRangeException($"Index out of bounds, expected a number between 0 and {Length}");
}
return Array[Offset + index];
}
}
/// <inheritdoc cref="IEnumerable{T}.GetEnumerator"/>
IEnumerator<T> IEnumerable<T>.GetEnumerator()
{
return new Enumerator(this);
}
/// <inheritdoc cref="IEnumerable{T}"/>
public IEnumerator GetEnumerator()
{
return new Enumerator(this);
}
/// <inheritdoc cref="ValueType.Equals(object)"/>
public override bool Equals(object obj)
{
if (!(obj is ActionSegment<T>))
{
return false;
}
return Equals((ActionSegment<T>)obj);
}
/// <inheritdoc cref="IEquatable{T}.Equals(T)"/>
public bool Equals(ActionSegment<T> other)
{
return Offset == other.Offset && Length == other.Length && Equals(Array, other.Array);
}
/// <inheritdoc cref="ValueType.GetHashCode"/>
public override int GetHashCode()
{
unchecked
{
var hashCode = Offset;
hashCode = (hashCode * 397) ^ Length;
hashCode = (hashCode * 397) ^ (Array != null ? Array.GetHashCode() : 0);
return hashCode;
}
}
/// <summary>
/// A private <see cref="IEnumerator{T}"/> for the <see cref="ActionSegment{T}"/> value type which follows its
/// rules of being a view into an underlying <see cref="Array"/>.
/// </summary>
struct Enumerator : IEnumerator<T>
{
readonly T[] m_Array;
readonly int m_Start;
readonly int m_End; // cache Offset + Count, since it's a little slow
int m_Current;
internal Enumerator(ActionSegment<T> arraySegment)
{
Debug.Assert(arraySegment.Array != null);
Debug.Assert(arraySegment.Offset >= 0);
Debug.Assert(arraySegment.Length >= 0);
Debug.Assert(arraySegment.Offset + arraySegment.Length <= arraySegment.Array.Length);
m_Array = arraySegment.Array;
m_Start = arraySegment.Offset;
m_End = arraySegment.Offset + arraySegment.Length;
m_Current = arraySegment.Offset - 1;
}
public bool MoveNext()
{
if (m_Current < m_End)
{
m_Current++;
return m_Current < m_End;
}
return false;
}
public T Current
{
get
{
if (m_Current < m_Start)
throw new InvalidOperationException("Enumerator not started.");
if (m_Current >= m_End)
throw new InvalidOperationException("Enumerator has reached the end already.");
return m_Array[m_Current];
}
}
object IEnumerator.Current => Current;
void IEnumerator.Reset()
{
m_Current = m_Start - 1;
}
public void Dispose()
{
}
}
}
}