yum-archive/TaSTT-Whisper

git clone https://git.yummers.dev/yum-archive/TaSTT-Whisper

KonstantinPerformance tuning on AMD iGPUe78815d2023-01-24

// This compute shader implements yet another version of matrix*matrix product
// For optimal VRAM access pattern, it requires both arguments to be reshaped into a sequence of horizontal column major panels.
// The panel height is TILE_SIZE, and the last panel of the matrix needs to be padded with zeros; see matReshapePanels.hlsl shader for the reshaping.
// So far, it's only used when running on AMD GPUs.
#ifndef TILE_SIZE
static const uint TILE_SIZE = 32;
#endif
#ifndef TILE_HEIGHT
static const uint TILE_HEIGHT = 64;
#endif
#ifndef THREADS_Y
static const uint THREADS_Y = 8;
#endif
// The above values have a following constraint: TILE_SIZE = THREADS_Y * N * 4 where N is an integer

#ifndef STREAM_SECOND_MATRIX
#define STREAM_SECOND_MATRIX 1
#endif

// First tensor, reshaped into dense column major horizontal panels of size [ width, TILE_SIZE ]
Buffer<float> arg0: register( t0 );
// Second tensor, reshaped into dense column major horizontal panels of size [ width, TILE_SIZE ]
Buffer<float> arg1: register( t1 );
// FP32 output tensor, row major and continuous
RWBuffer<float> result: register( u0 );

cbuffer Constants: register( b0 )
{
	uint4 arg0Size: packoffset( c0 );
	uint arg0panel: packoffset( c1.y );
	uint2 arg0LayerStrides: packoffset( c1.z );

	// uint4 arg1Size: packoffset( c2 );
	uint arg1panel: packoffset( c3.y );
	uint2 arg1LayerStrides: packoffset( c3.z );

	uint4 resultSize: packoffset( c4 );
	uint4 resultStrides: packoffset( c5 );
}

// A smaller tile loaded from the first source matrix
groupshared float tile0[ TILE_HEIGHT ][ TILE_SIZE ];
#if !STREAM_SECOND_MATRIX
// A smaller tile loaded from the second source matrix
groupshared float tile1[ TILE_HEIGHT ][ TILE_SIZE ];
#endif

// Count of FP32 accumulators we need in every thread of the shader
static const uint heightScalars = TILE_SIZE / THREADS_Y;
// The local accumulators are float4 vectors, compute count of these vectors
static const uint heightVectors = ( heightScalars + 3 ) / 4;

#if STREAM_SECOND_MATRIX
void multiplyTiles( const uint3 thread, uint rsi, const uint h, inout float4 acc[ heightVectors ] )
{
	uint4 rsi4 = rsi + uint4( 0, THREADS_Y, THREADS_Y * 2, THREADS_Y * 3 );
	[unroll]
	for( uint iv = 0; iv < heightVectors; iv++, rsi4 += THREADS_Y * 4 )
	{
		float4 r = 0.0;
		uint4 rsiRow = rsi4;
		for( uint j = 0; j < h; j++, rsiRow += TILE_SIZE )
		{
			const float a = tile0[ j ][ thread.x ];
			float4 b = 0.0;
			[unroll]
			for( uint k = 0; k < 4; k++ )
			{
				b[ k ] = arg1[ rsiRow[ k ] ];
			}
			r = mad( a, b, r );
		}
		acc[ iv ] += r;
	}
}
#else
void multiplyTiles( const uint3 thread, inout float4 acc[ heightVectors ] )
{
	[unroll]
	for( uint i = 0; i < heightVectors; i++ )
	{
		float4 r = 0.0;
		for( uint j = 0; j < TILE_HEIGHT; j++ )
		{
			const float a = tile0[ j ][ thread.x ];
			float4 b;
			[unroll]
			for( uint k = 0; k < 4; k++ )
			{
				const uint row = ( i * 4 + k ) * THREADS_Y + thread.y;
				b[ k ] = tile1[ j ][ row ];
			}
			r = mad( a, b, r );
		}
		acc[ i ] += r;
	}
}
#endif

void storeTile( const uint3 thread, const uint4 pos, const uint2 size, in float4 acc[ heightVectors ] )
{
	if( thread.x >= size.x )
		return;

	const uint4 prod4 = pos * resultStrides;
	const uint2 prod2 = prod4.xy + prod4.zw;
	uint rdi = prod2.x + prod2.y;
	rdi += resultStrides.y * thread.y;
	rdi += resultStrides.x * thread.x;

	const uint4 offsets = THREADS_Y * uint4( 0, 1, 2, 3 );	//< a compile-time constant vector
	uint4 rdi4 = resultStrides.y * offsets + rdi;

	[unroll]
	for( uint iv = 0; iv < heightVectors; iv++, rdi4 += resultStrides.y * THREADS_Y * 4 )
	{
		const float4 source = acc[ iv ];
		[unroll]
		for( uint k = 0; k < 4; k++ )
		{
			const uint i = ( iv * 4 + k ) * THREADS_Y + thread.y;
			if( i < size.y )
				result[ rdi4[ k ] ] = source[ k ];
		}
	}
}

[numthreads( TILE_SIZE, THREADS_Y, 1 )]
void main( const uint3 group: SV_GroupID, const uint3 thread : SV_GroupThreadID )
{
	uint i;
	// Zero all shared buffers
	for( i = thread.y; i < TILE_HEIGHT; i += THREADS_Y )
	{
		tile0[ i ][ thread.x ] = 0.0;
#if !STREAM_SECOND_MATRIX
		tile1[ i ][ thread.x ] = 0.0;
#endif
	}
	// Despite inside GPU cores, the shared memory is still much slower than registers
	// For this reason, this shader accumulates numbers in local variables. Only uses groupshared memory for tiles of the argument matrices.
	float4 acc[ heightVectors ];
	// Zero out the accumulators
	[unroll]
	for( i = 0; i < heightVectors; i++ )
		acc[ i ] = 0.0;

	const uint2 layer = uint2( group.z % resultSize.z, group.z / resultSize.z );

	uint rsi0 = group.x * arg0panel + layer.x * arg0LayerStrides.x + layer.y * arg0LayerStrides.y;
	uint rsi1 = group.y * arg1panel + layer.x * arg1LayerStrides.x + layer.y * arg1LayerStrides.y;

	const uint threadOffset = thread.y * TILE_SIZE + thread.x;
	rsi0 += threadOffset;
#if STREAM_SECOND_MATRIX
	rsi1 += thread.y;
#else
	rsi1 += threadOffset;
#endif

	const uint completeTiles = arg0Size.x / TILE_HEIGHT;
	for( i = 0; i < completeTiles; i++ )
	{
		// Load [ TILE_SIZE, TILE_HEIGHT ] block from both source tensors into these groupshared buffers
		for( uint j = thread.y; j < TILE_HEIGHT; j += THREADS_Y )
		{
			tile0[ j ][ thread.x ] = arg0[ rsi0 ];
			rsi0 += THREADS_Y * TILE_SIZE;
#if !STREAM_SECOND_MATRIX
			tile1[ j ][ thread.x ] = arg1[ rsi1 ];
			rsi1 += THREADS_Y * TILE_SIZE;
#endif
		}

		// Wait for all threads in the group to complete these loads
		GroupMemoryBarrierWithGroupSync();

#if STREAM_SECOND_MATRIX
		multiplyTiles( thread, rsi1, TILE_HEIGHT, acc );
		rsi1 += TILE_HEIGHT * TILE_SIZE;
#else
		// Multiply + accumulate the elements collected in the groupshared buffers
		multiplyTiles( thread, acc );
#endif
		GroupMemoryBarrierWithGroupSync();
	}

	const uint rem = arg0Size.x % TILE_HEIGHT;
	if( rem != 0 )
	{
		// Load [ TILE_SIZE, rem ] block from both source tensors, and zero out the padding elements
		for( uint j = thread.y; j < TILE_HEIGHT; j += THREADS_Y )
		{
			[branch]
			if( j < rem )
			{
				tile0[ j ][ thread.x ] = arg0[ rsi0 ];
				rsi0 += THREADS_Y * TILE_SIZE;
#if !STREAM_SECOND_MATRIX
				tile1[ j ][ thread.x ] = arg1[ rsi1 ];
				rsi1 += THREADS_Y * TILE_SIZE;
#endif
			}
			else
			{
				tile0[ j ][ thread.x ] = 0.0;
#if !STREAM_SECOND_MATRIX
				tile1[ j ][ thread.x ] = 0.0;
#endif
			}
		}

		// Wait for all threads in the group to complete these loads
		GroupMemoryBarrierWithGroupSync();

		// Multiply + accumulate the elements collected in the groupshared buffers
#if STREAM_SECOND_MATRIX
		multiplyTiles( thread, rsi1, rem, acc );
#else
		multiplyTiles( thread, acc );
#endif
		GroupMemoryBarrierWithGroupSync();
	}

	const uint2 resultPos = group.xy * TILE_SIZE;
	const uint2 outputSize = min( TILE_SIZE, resultSize.xy - resultPos );
	storeTile( thread, uint4( resultPos, layer ), outputSize, acc );
}