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Misaki.HighPerformance/Misaki.HighPerformance.Mathematics.SPMD/Templates/IJobSPMD.tt
Misaki 99fcbec753 Refactor SPMD jobs for true vectorized/masked execution
- Change IJobSPMD.Execute to (indices, mask, ctx) signature for all arities, enabling proper vectorized/masked SPMD execution.
- Update all SPMD job wrappers, extension methods, and test jobs to use new interface.
- Add AVX2 gather/masked gather support to MathV.GatherVector2/3/4 and related methods; use [ConstantExpected] byte scale.
- Improve gather/select logic, pointer arithmetic, and overloads for ref/int* index access.
- Refactor GGXMipGenerationBenchmark and jobs for SPMD, with per-mip-level vectorized jobs and improved memory access.
- Clean up code, fix naming, update comments, and bump version to 1.3.6.
2026-05-03 23:32:04 +09:00

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<#@ template debug="false" hostspecific="false" language="C#" #>
<#@ assembly name="System.Core" #>
<#@ import namespace="System.Linq" #>
<#@ import namespace="System.Text" #>
<#@ import namespace="System.Collections.Generic" #>
<#@ output extension="gen.cs" #>
using Misaki.HighPerformance.Jobs;
using System.Numerics;
namespace Misaki.HighPerformance.Mathematics.SPMD;
<#
const string TLane = "TLane";
const string TNumber = "TNumber";
const string GenericParameters = $"{TLane}, {TNumber}";
var TLaneRestrictions = $@"where {TLane} : ISPMDLane<{TLane}, {TNumber}>";
var TNumberRestrictions = $@"where {TNumber} : unmanaged, INumber<{TNumber}>, IBinaryNumber<{TNumber}>, IMinMaxValue<{TNumber}>, IBitwiseOperators<{TNumber}, {TNumber}, {TNumber}>";
for (var i = 0; i < 8; i++) { #>
/// <summary>
/// A job interface for Single Program Multiple Data (SPMD) execution, allowing for efficient parallel processing of data across multiple lanes.
/// </summary>
/// <remarks>
/// Always use TNumber0 as the primary type for determining lane width and job scheduling, even if it's not used in the job execution.
/// </remarks>
<#= ForEachDimension(i + 1, j => @$"/// <typeparam name=""TNumber{j}"">The first numeric type used in the SPMD job.</typeparam>", Environment.NewLine) #>
public interface IJobSPMD<<#= ForEachDimension(i + 1, j => $"TNumber{j}") #>>
<#= GetTNumberRestrictions(i + 1) #>
{
void Execute<<#= ForEachDimension(i + 1, j => $"TLane{j}") #>>(TLane0 indices, TLane0 mask, ref readonly JobExecutionContext ctx)
<#= GetTLaneRestrictions(i + 1, " ") #>;
}
internal struct SPMDJobWrapper<T, <#= ForEachDimension(i + 1, j => $"TNumber{j}") #>> : IJobParallelFor
where T : IJobSPMD<<#= ForEachDimension(i + 1, j => $"TNumber{j}") #>>
<#= GetTNumberRestrictions(i + 1) #>
{
public T innerJob;
public int totalIteration;
public void Execute(int loopIndex, ref readonly JobExecutionContext ctx)
{
var baseIndex = loopIndex * WideLane<TNumber0>.LaneWidth;
var indices = WideLane<TNumber0>.Sequence(TNumber0.CreateTruncating(baseIndex), TNumber0.One);
var mask = indices < TNumber0.CreateTruncating(totalIteration);
innerJob.Execute<<#= ForEachDimension(i + 1, j => $"WideLane<TNumber{j}>") #>>(indices, mask, in ctx);
}
}
internal struct SPMDScalerJobWrapper<T, <#= ForEachDimension(i + 1, j => $"TNumber{j}") #>> : IJobParallelFor
where T : IJobSPMD<<#= ForEachDimension(i + 1, j => $"TNumber{j}") #>>
<#= GetTNumberRestrictions(i + 1) #>
{
public T innerJob;
public int totalIteration;
public void Execute(int loopIndex, ref readonly JobExecutionContext ctx)
{
innerJob.Execute<<#= ForEachDimension(i + 1, j => $"ScalarLane<TNumber{j}>") #>>(TNumber0.CreateTruncating(loopIndex), ScalarLane<TNumber0>.AllBitsSet, in ctx);
}
}
<# } #>
public static class IJobParallelForSPMDExtensions
{
<# for (var i = 0; i < 8; i++) { #>
/// <summary>
/// Run the SPMD job with the specified total count and job execution context directly on the calling thread.
/// </summary>
/// <remarks>
/// Always use TNumber0 as the primary type for determining lane width and job scheduling, even if it's not used in the job execution.
/// </remarks>
<#= ForEachDimension(i + 1, j => @$" /// <typeparam name=""TNumber{j}"">The first numeric type used in the SPMD job.</typeparam>", Environment.NewLine) #>
/// <param name="job">The SPMD job to run.</param>
/// <param name="totalIteration">The total number of iterations to execute across all lanes.</param>
/// <param name="ctx">The job execution context providing information about the current execution environment.</param>
public static void Run<T, <#= ForEachDimension(i + 1, j => $"TNumber{j}") #>>(this T job, int totalIteration, ref readonly JobExecutionContext ctx)
where T : IJobSPMD<<#= ForEachDimension(i + 1, j => $"TNumber{j}") #>>
<#= GetTNumberRestrictions(i + 1, " ") #>
{
if (WideLane.IsSupported)
{
var iterations = (totalIteration + WideLane<TNumber0>.LaneWidth - 1) / WideLane<TNumber0>.LaneWidth;
for (var loopIndex = 0; loopIndex < iterations; loopIndex++)
{
var baseIndex = loopIndex * WideLane<TNumber0>.LaneWidth;
var indices = WideLane<TNumber0>.Sequence(TNumber0.CreateTruncating(baseIndex), TNumber0.One);
var mask = indices < TNumber0.CreateTruncating(totalIteration);
job.Execute<<#= ForEachDimension(i + 1, j => $"WideLane<TNumber{j}>") #>>(indices, mask, in ctx);
}
}
else
{
for (var loopIndex = 0; loopIndex < totalIteration; loopIndex++)
{
job.Execute<<#= ForEachDimension(i + 1, j => $"ScalarLane<TNumber{j}>") #>>(TNumber0.CreateTruncating(loopIndex), ScalarLane<TNumber0>.AllBitsSet, in ctx);
}
}
}
/// <summary>
/// Schedule the SPMD job for parallel execution across multiple threads, with the specified total count, batch size, and job execution context.
/// </summary>
<#= ForEachDimension(i + 1, j => @$" /// <typeparam name=""TNumber{j}"">The first numeric type used in the SPMD job.</typeparam>", Environment.NewLine) #>
/// <remarks>
/// Always use TNumber0 as the primary type for determining lane width and job scheduling, even if it's not used in the job execution.
/// </remarks>
/// <param name="jobScheduler">The job scheduler to use for scheduling the job.</param>
/// <param name="job">The SPMD job to schedule.</param>
/// <param name="totalIteration">The total number of iterations to execute across all lanes.</param>
/// <param name="batchSize">The number of iterations to execute in each batch for parallel execution.</param>
/// <param name="preferLocal">Whether to prefer scheduling the job on the local thread for better cache locality.</param>
/// <param name="priority">The priority of the job.</param>
/// <param name="dependencies">Any job handles that this job depends on, which must complete before this job can start.</param>
public static JobHandle ScheduleParallelSPDM<T, <#= ForEachDimension(i + 1, j => $"TNumber{j}") #>>(this JobScheduler jobScheduler, ref T job, int totalIteration, int batchSize, bool preferLocal, JobPriority priority, params ReadOnlySpan<JobHandle> dependencies)
where T : IJobSPMD<<#= ForEachDimension(i + 1, j => $"TNumber{j}") #>>
<#= GetTNumberRestrictions(i + 1, " ") #>
{
if (WideLane.IsSupported)
{
var warper = new SPMDJobWrapper<T, <#= ForEachDimension(i + 1, j => $"TNumber{j}") #>>
{
innerJob = job,
totalIteration = totalIteration,
};
var iterations = (totalIteration + WideLane<TNumber0>.LaneWidth - 1) / WideLane<TNumber0>.LaneWidth;
return jobScheduler.ScheduleParallelFor(ref warper, iterations, batchSize, preferLocal, priority, dependencies);
}
else
{
var warper = new SPMDScalerJobWrapper<T, <#= ForEachDimension(i + 1, j => $"TNumber{j}") #>>
{
innerJob = job,
totalIteration = totalIteration,
};
return jobScheduler.ScheduleParallelFor(ref warper, totalIteration, batchSize, preferLocal, priority, dependencies);
}
}
<# } #>
}
<#+
public string ForEachDimension(int dimension, Func<int, string> action, string spliter = ", ")
{
return string.Join(spliter, Enumerable.Range(0, dimension).Select(i => action(i)));
}
public string GetTNumberRestrictions(int dimension, string space = " ")
{
var sb = new StringBuilder();
for (var i = 0; i < dimension; i++)
{
sb.Append(space + $@"where TNumber{i} : unmanaged, INumber<TNumber{i}>, IBinaryNumber<TNumber{i}>, IMinMaxValue<TNumber{i}>, IBitwiseOperators<TNumber{i}, TNumber{i}, TNumber{i}>");
if (i < dimension - 1)
{
sb.AppendLine();
}
}
return sb.ToString();
}
public string GetTLaneRestrictions(int dimension, string space = " ")
{
var sb = new StringBuilder();
for (var i = 0; i < dimension; i++)
{
sb.Append(space + $@"where TLane{i} : unmanaged, ISPMDLane<TLane{i}, TNumber{i}>");
if (i < dimension - 1)
{
sb.AppendLine();
}
}
return sb.ToString();
}
#>