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tsoc
openmm
Commits
a4bf00ee
Commit
a4bf00ee
authored
Oct 08, 2019
by
Peter Eastman
Browse files
CUDA implementation of BAOABLangevinIntegrator
parent
ad7acc66
Changes
10
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10 changed files
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280 additions
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12 deletions
+280
-12
platforms/cuda/include/CudaKernels.h
platforms/cuda/include/CudaKernels.h
+39
-0
platforms/cuda/src/CudaKernelFactory.cpp
platforms/cuda/src/CudaKernelFactory.cpp
+3
-1
platforms/cuda/src/CudaKernels.cpp
platforms/cuda/src/CudaKernels.cpp
+84
-0
platforms/cuda/src/CudaPlatform.cpp
platforms/cuda/src/CudaPlatform.cpp
+2
-1
platforms/cuda/src/kernels/baoab.cu
platforms/cuda/src/kernels/baoab.cu
+109
-0
platforms/cuda/tests/TestCudaBAOABLangevinIntegrator.cpp
platforms/cuda/tests/TestCudaBAOABLangevinIntegrator.cpp
+36
-0
platforms/opencl/include/OpenCLKernels.h
platforms/opencl/include/OpenCLKernels.h
+1
-1
platforms/opencl/src/OpenCLKernels.cpp
platforms/opencl/src/OpenCLKernels.cpp
+3
-5
platforms/opencl/src/kernels/baoab.cl
platforms/opencl/src/kernels/baoab.cl
+2
-3
platforms/reference/include/ReferenceKernels.h
platforms/reference/include/ReferenceKernels.h
+1
-1
No files found.
platforms/cuda/include/CudaKernels.h
View file @
a4bf00ee
...
...
@@ -1401,6 +1401,45 @@ private:
CUfunction
kernel1
,
kernel2
;
};
/**
* This kernel is invoked by BAOABLangevinIntegrator to take one time step.
*/
class
CudaIntegrateBAOABStepKernel
:
public
IntegrateBAOABStepKernel
{
public:
CudaIntegrateBAOABStepKernel
(
std
::
string
name
,
const
Platform
&
platform
,
CudaContext
&
cu
)
:
IntegrateBAOABStepKernel
(
name
,
platform
),
cu
(
cu
)
{
}
/**
* Initialize the kernel, setting up the particle masses.
*
* @param system the System this kernel will be applied to
* @param integrator the BAOABLangevinIntegrator this kernel will be used for
*/
void
initialize
(
const
System
&
system
,
const
BAOABLangevinIntegrator
&
integrator
);
/**
* Execute the kernel.
*
* @param context the context in which to execute this kernel
* @param integrator the BAOABLangevinIntegrator this kernel is being used for
* @param forcesAreValid if the context has been modified since the last time step, this will be
* false to show that cached forces are invalid and must be recalculated.
* On exit, this should specify whether the cached forces are valid at the
* end of the step.
*/
void
execute
(
ContextImpl
&
context
,
const
BAOABLangevinIntegrator
&
integrator
,
bool
&
forcesAreValid
);
/**
* Compute the kinetic energy.
*
* @param context the context in which to execute this kernel
* @param integrator the BAOABLangevinIntegrator this kernel is being used for
*/
double
computeKineticEnergy
(
ContextImpl
&
context
,
const
BAOABLangevinIntegrator
&
integrator
);
private:
CudaContext
&
cu
;
double
prevTemp
,
prevFriction
,
prevStepSize
;
CudaArray
params
,
oldDelta
;
CUfunction
kernel1
,
kernel2
,
kernel3
;
};
/**
* This kernel is invoked by BrownianIntegrator to take one time step.
*/
...
...
platforms/cuda/src/CudaKernelFactory.cpp
View file @
a4bf00ee
...
...
@@ -6,7 +6,7 @@
* Biological Structures at Stanford, funded under the NIH Roadmap for *
* Medical Research, grant U54 GM072970. See https://simtk.org. *
* *
* Portions copyright (c) 2008-201
6
Stanford University and the Authors. *
* Portions copyright (c) 2008-201
9
Stanford University and the Authors. *
* Authors: Peter Eastman *
* Contributors: *
* *
...
...
@@ -120,6 +120,8 @@ KernelImpl* CudaKernelFactory::createKernelImpl(std::string name, const Platform
return
new
CudaIntegrateVerletStepKernel
(
name
,
platform
,
cu
);
if
(
name
==
IntegrateLangevinStepKernel
::
Name
())
return
new
CudaIntegrateLangevinStepKernel
(
name
,
platform
,
cu
);
if
(
name
==
IntegrateBAOABStepKernel
::
Name
())
return
new
CudaIntegrateBAOABStepKernel
(
name
,
platform
,
cu
);
if
(
name
==
IntegrateBrownianStepKernel
::
Name
())
return
new
CudaIntegrateBrownianStepKernel
(
name
,
platform
,
cu
);
if
(
name
==
IntegrateVariableVerletStepKernel
::
Name
())
...
...
platforms/cuda/src/CudaKernels.cpp
View file @
a4bf00ee
...
...
@@ -7143,6 +7143,90 @@ double CudaIntegrateLangevinStepKernel::computeKineticEnergy(ContextImpl& contex
return cu.getIntegrationUtilities().computeKineticEnergy(0.5*integrator.getStepSize());
}
void CudaIntegrateBAOABStepKernel::initialize(const System& system, const BAOABLangevinIntegrator& integrator) {
cu.getPlatformData().initializeContexts(system);
cu.setAsCurrent();
cu.getIntegrationUtilities().initRandomNumberGenerator(integrator.getRandomNumberSeed());
map<string, string> defines;
CUmodule module = cu.createModule(CudaKernelSources::baoab, defines, "");
kernel1 = cu.getKernel(module, "integrateBAOABPart1");
kernel2 = cu.getKernel(module, "integrateBAOABPart2");
kernel3 = cu.getKernel(module, "integrateBAOABPart3");
if (cu.getUseDoublePrecision() || cu.getUseMixedPrecision()) {
params.initialize<double>(cu, 3, "baoabParams");
oldDelta.initialize<double4>(cu, cu.getPaddedNumAtoms(), "oldDelta");
}
else {
params.initialize<float>(cu, 3, "baoabParams");
oldDelta.initialize<float4>(cu, cu.getPaddedNumAtoms(), "oldDelta");
}
prevStepSize = -1.0;
}
void CudaIntegrateBAOABStepKernel::execute(ContextImpl& context, const BAOABLangevinIntegrator& integrator, bool& forcesAreValid) {
CudaIntegrationUtilities& integration = cu.getIntegrationUtilities();
int numAtoms = cu.getNumAtoms();
int paddedNumAtoms = cu.getPaddedNumAtoms();
if (!forcesAreValid) {
context.calcForcesAndEnergy(true, false);
forcesAreValid = true;
}
double temperature = integrator.getTemperature();
double friction = integrator.getFriction();
double stepSize = integrator.getStepSize();
cu.getIntegrationUtilities().setNextStepSize(stepSize);
if (temperature != prevTemp || friction != prevFriction || stepSize != prevStepSize) {
// Calculate the integration parameters.
double kT = BOLTZ*temperature;
double vscale = exp(-stepSize*friction);
double noisescale = sqrt(kT*(1-vscale*vscale));
vector<double> p(params.getSize());
p[0] = vscale;
p[1] = noisescale;
params.upload(p, true);
prevTemp = temperature;
prevFriction = friction;
prevStepSize = stepSize;
}
// Perform the integrator.
int randomIndex = integration.prepareRandomNumbers(cu.getPaddedNumAtoms());
CUdeviceptr posCorrection = (cu.getUseMixedPrecision() ? cu.getPosqCorrection().getDevicePointer() : 0);
void* args1[] = {&numAtoms, &paddedNumAtoms, &cu.getVelm().getDevicePointer(), &cu.getForce().getDevicePointer(), &integration.getPosDelta().getDevicePointer(),
&oldDelta.getDevicePointer(), &integration.getStepSize().getDevicePointer()};
cu.executeKernel(kernel1, args1, numAtoms, 128);
integration.applyConstraints(integrator.getConstraintTolerance());
void* args2[] = {&numAtoms, &cu.getPosq().getDevicePointer(), &posCorrection, &cu.getVelm().getDevicePointer(), &integration.getPosDelta().getDevicePointer(),
&oldDelta.getDevicePointer(), ¶ms.getDevicePointer(), &integration.getStepSize().getDevicePointer(), &integration.getRandom().getDevicePointer(), &randomIndex};
cu.executeKernel(kernel2, args2, numAtoms, 128);
integration.applyConstraints(integrator.getConstraintTolerance());
context.calcForcesAndEnergy(true, false);
void* args3[] = {&numAtoms, &paddedNumAtoms, &cu.getPosq().getDevicePointer(), &posCorrection, &cu.getVelm().getDevicePointer(),
&cu.getForce().getDevicePointer(), &integration.getPosDelta().getDevicePointer(),
&oldDelta.getDevicePointer(), &integration.getStepSize().getDevicePointer()};
cu.executeKernel(kernel3, args3, numAtoms, 128);
integration.applyVelocityConstraints(integrator.getConstraintTolerance());
integration.computeVirtualSites();
// Update the time and step count.
cu.setTime(cu.getTime()+stepSize);
cu.setStepCount(cu.getStepCount()+1);
cu.reorderAtoms();
// Reduce UI lag.
#ifdef WIN32
cu.getQueue().flush();
#endif
}
double CudaIntegrateBAOABStepKernel::computeKineticEnergy(ContextImpl& context, const BAOABLangevinIntegrator& integrator) {
return cu.getIntegrationUtilities().computeKineticEnergy(0.0);
}
void CudaIntegrateBrownianStepKernel::initialize(const System& system, const BrownianIntegrator& integrator) {
cu.getPlatformData().initializeContexts(system);
cu.setAsCurrent();
...
...
platforms/cuda/src/CudaPlatform.cpp
View file @
a4bf00ee
...
...
@@ -6,7 +6,7 @@
* Biological Structures at Stanford, funded under the NIH Roadmap for *
* Medical Research, grant U54 GM072970. See https://simtk.org. *
* *
* Portions copyright (c) 2008-201
7
Stanford University and the Authors. *
* Portions copyright (c) 2008-201
9
Stanford University and the Authors. *
* Authors: Peter Eastman *
* Contributors: *
* *
...
...
@@ -97,6 +97,7 @@ CudaPlatform::CudaPlatform() {
registerKernelFactory
(
CalcGayBerneForceKernel
::
Name
(),
factory
);
registerKernelFactory
(
IntegrateVerletStepKernel
::
Name
(),
factory
);
registerKernelFactory
(
IntegrateLangevinStepKernel
::
Name
(),
factory
);
registerKernelFactory
(
IntegrateBAOABStepKernel
::
Name
(),
factory
);
registerKernelFactory
(
IntegrateBrownianStepKernel
::
Name
(),
factory
);
registerKernelFactory
(
IntegrateVariableVerletStepKernel
::
Name
(),
factory
);
registerKernelFactory
(
IntegrateVariableLangevinStepKernel
::
Name
(),
factory
);
...
...
platforms/cuda/src/kernels/baoab.cu
0 → 100644
View file @
a4bf00ee
enum
{
VelScale
,
NoiseScale
};
/**
* Perform the first step of BAOAB integration.
*/
extern
"C"
__global__
void
integrateBAOABPart1
(
int
numAtoms
,
int
paddedNumAtoms
,
mixed4
*
__restrict__
velm
,
const
long
long
*
__restrict__
force
,
mixed4
*
__restrict__
posDelta
,
mixed4
*
__restrict__
oldDelta
,
const
mixed2
*
__restrict__
dt
)
{
mixed
halfdt
=
0.5
*
dt
[
0
].
y
;
mixed
fscale
=
halfdt
/
(
mixed
)
0x100000000
;
for
(
int
index
=
blockIdx
.
x
*
blockDim
.
x
+
threadIdx
.
x
;
index
<
numAtoms
;
index
+=
blockDim
.
x
*
gridDim
.
x
)
{
mixed4
velocity
=
velm
[
index
];
if
(
velocity
.
w
!=
0.0
)
{
velocity
.
x
+=
fscale
*
velocity
.
w
*
force
[
index
];
velocity
.
y
+=
fscale
*
velocity
.
w
*
force
[
index
+
paddedNumAtoms
];
velocity
.
z
+=
fscale
*
velocity
.
w
*
force
[
index
+
paddedNumAtoms
*
2
];
velm
[
index
]
=
velocity
;
mixed4
delta
=
make_mixed4
(
halfdt
*
velocity
.
x
,
halfdt
*
velocity
.
y
,
halfdt
*
velocity
.
z
,
0
);
posDelta
[
index
]
=
delta
;
oldDelta
[
index
]
=
delta
;
}
}
}
/**
* Perform the second step of BAOAB integration.
*/
extern
"C"
__global__
void
integrateBAOABPart2
(
int
numAtoms
,
real4
*
__restrict__
posq
,
real4
*
__restrict__
posqCorrection
,
mixed4
*
__restrict__
velm
,
mixed4
*
__restrict__
posDelta
,
mixed4
*
__restrict__
oldDelta
,
const
mixed
*
__restrict__
paramBuffer
,
const
mixed2
*
__restrict__
dt
,
const
float4
*
__restrict__
random
,
unsigned
int
randomIndex
)
{
mixed
vscale
=
paramBuffer
[
VelScale
];
mixed
noisescale
=
paramBuffer
[
NoiseScale
];
mixed
halfdt
=
0.5
*
dt
[
0
].
y
;
mixed
invHalfdt
=
1
/
halfdt
;
int
index
=
blockIdx
.
x
*
blockDim
.
x
+
threadIdx
.
x
;
randomIndex
+=
index
;
while
(
index
<
numAtoms
)
{
mixed4
velocity
=
velm
[
index
];
if
(
velocity
.
w
!=
0.0
)
{
mixed4
delta
=
posDelta
[
index
];
mixed
sqrtInvMass
=
SQRT
(
velocity
.
w
);
velocity
.
x
+=
(
delta
.
x
-
oldDelta
[
index
].
x
)
*
invHalfdt
;
velocity
.
y
+=
(
delta
.
y
-
oldDelta
[
index
].
y
)
*
invHalfdt
;
velocity
.
z
+=
(
delta
.
z
-
oldDelta
[
index
].
z
)
*
invHalfdt
;
velocity
.
x
=
vscale
*
velocity
.
x
+
noisescale
*
sqrtInvMass
*
random
[
randomIndex
].
x
;
velocity
.
y
=
vscale
*
velocity
.
y
+
noisescale
*
sqrtInvMass
*
random
[
randomIndex
].
y
;
velocity
.
z
=
vscale
*
velocity
.
z
+
noisescale
*
sqrtInvMass
*
random
[
randomIndex
].
z
;
velm
[
index
]
=
velocity
;
#ifdef USE_MIXED_PRECISION
real4
pos1
=
posq
[
index
];
real4
pos2
=
posqCorrection
[
index
];
mixed4
pos
=
make_mixed4
(
pos1
.
x
+
(
mixed
)
pos2
.
x
,
pos1
.
y
+
(
mixed
)
pos2
.
y
,
pos1
.
z
+
(
mixed
)
pos2
.
z
,
pos1
.
w
);
#else
real4
pos
=
posq
[
index
];
#endif
pos
.
x
+=
delta
.
x
;
pos
.
y
+=
delta
.
y
;
pos
.
z
+=
delta
.
z
;
#ifdef USE_MIXED_PRECISION
posq
[
index
]
=
make_real4
((
real
)
pos
.
x
,
(
real
)
pos
.
y
,
(
real
)
pos
.
z
,
(
real
)
pos
.
w
);
posqCorrection
[
index
]
=
make_real4
(
pos
.
x
-
(
real
)
pos
.
x
,
pos
.
y
-
(
real
)
pos
.
y
,
pos
.
z
-
(
real
)
pos
.
z
,
0
);
#else
posq
[
index
]
=
pos
;
#endif
delta
=
make_mixed4
(
halfdt
*
velocity
.
x
,
halfdt
*
velocity
.
y
,
halfdt
*
velocity
.
z
,
0
);
posDelta
[
index
]
=
delta
;
oldDelta
[
index
]
=
delta
;
}
randomIndex
+=
blockDim
.
x
*
gridDim
.
x
;
index
+=
blockDim
.
x
*
gridDim
.
x
;
}
}
/**
* Perform the third step of BAOAB integration.
*/
extern
"C"
__global__
void
integrateBAOABPart3
(
int
numAtoms
,
int
paddedNumAtoms
,
real4
*
__restrict__
posq
,
real4
*
__restrict__
posqCorrection
,
mixed4
*
__restrict__
velm
,
const
long
long
*
__restrict__
force
,
mixed4
*
__restrict__
posDelta
,
mixed4
*
__restrict__
oldDelta
,
const
mixed2
*
__restrict__
dt
)
{
mixed
halfdt
=
0.5
*
dt
[
0
].
y
;
mixed
invHalfdt
=
1
/
halfdt
;
mixed
fscale
=
halfdt
/
(
mixed
)
0x100000000
;
for
(
int
index
=
blockIdx
.
x
*
blockDim
.
x
+
threadIdx
.
x
;
index
<
numAtoms
;
index
+=
blockDim
.
x
*
gridDim
.
x
)
{
mixed4
velocity
=
velm
[
index
];
if
(
velocity
.
w
!=
0.0
)
{
mixed4
delta
=
posDelta
[
index
];
velocity
.
x
+=
(
delta
.
x
-
oldDelta
[
index
].
x
)
*
invHalfdt
+
fscale
*
velocity
.
w
*
force
[
index
];
velocity
.
y
+=
(
delta
.
y
-
oldDelta
[
index
].
y
)
*
invHalfdt
+
fscale
*
velocity
.
w
*
force
[
index
+
paddedNumAtoms
];
velocity
.
z
+=
(
delta
.
z
-
oldDelta
[
index
].
z
)
*
invHalfdt
+
fscale
*
velocity
.
w
*
force
[
index
+
paddedNumAtoms
*
2
];
velm
[
index
]
=
velocity
;
#ifdef USE_MIXED_PRECISION
real4
pos1
=
posq
[
index
];
real4
pos2
=
posqCorrection
[
index
];
mixed4
pos
=
make_mixed4
(
pos1
.
x
+
(
mixed
)
pos2
.
x
,
pos1
.
y
+
(
mixed
)
pos2
.
y
,
pos1
.
z
+
(
mixed
)
pos2
.
z
,
pos1
.
w
);
#else
real4
pos
=
posq
[
index
];
#endif
pos
.
x
+=
delta
.
x
;
pos
.
y
+=
delta
.
y
;
pos
.
z
+=
delta
.
z
;
#ifdef USE_MIXED_PRECISION
posq
[
index
]
=
make_real4
((
real
)
pos
.
x
,
(
real
)
pos
.
y
,
(
real
)
pos
.
z
,
(
real
)
pos
.
w
);
posqCorrection
[
index
]
=
make_real4
(
pos
.
x
-
(
real
)
pos
.
x
,
pos
.
y
-
(
real
)
pos
.
y
,
pos
.
z
-
(
real
)
pos
.
z
,
0
);
#else
posq
[
index
]
=
pos
;
#endif
}
}
}
platforms/cuda/tests/TestCudaBAOABLangevinIntegrator.cpp
0 → 100644
View file @
a4bf00ee
/* -------------------------------------------------------------------------- *
* OpenMM *
* -------------------------------------------------------------------------- *
* This is part of the OpenMM molecular simulation toolkit originating from *
* Simbios, the NIH National Center for Physics-Based Simulation of *
* Biological Structures at Stanford, funded under the NIH Roadmap for *
* Medical Research, grant U54 GM072970. See https://simtk.org. *
* *
* Portions copyright (c) 2019 Stanford University and the Authors. *
* Authors: Peter Eastman *
* Contributors: *
* *
* Permission is hereby granted, free of charge, to any person obtaining a *
* copy of this software and associated documentation files (the "Software"), *
* to deal in the Software without restriction, including without limitation *
* the rights to use, copy, modify, merge, publish, distribute, sublicense, *
* and/or sell copies of the Software, and to permit persons to whom the *
* Software is furnished to do so, subject to the following conditions: *
* *
* The above copyright notice and this permission notice shall be included in *
* all copies or substantial portions of the Software. *
* *
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR *
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, *
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL *
* THE AUTHORS, CONTRIBUTORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, *
* DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR *
* OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE *
* USE OR OTHER DEALINGS IN THE SOFTWARE. *
* -------------------------------------------------------------------------- */
#include "CudaTests.h"
#include "TestBAOABLangevinIntegrator.h"
void
runPlatformTests
()
{
}
platforms/opencl/include/OpenCLKernels.h
View file @
a4bf00ee
...
...
@@ -1384,7 +1384,7 @@ private:
};
/**
* This kernel is invoked by LangevinIntegrator to take one time step.
* This kernel is invoked by
BAOAB
LangevinIntegrator to take one time step.
*/
class
OpenCLIntegrateBAOABStepKernel
:
public
IntegrateBAOABStepKernel
{
public:
...
...
platforms/opencl/src/OpenCLKernels.cpp
View file @
a4bf00ee
...
...
@@ -7484,11 +7484,11 @@ void OpenCLIntegrateBAOABStepKernel::initialize(const System& system, const BAOA
kernel2 = cl::Kernel(program, "integrateBAOABPart2");
kernel3 = cl::Kernel(program, "integrateBAOABPart3");
if (cl.getUseDoublePrecision() || cl.getUseMixedPrecision()) {
params.initialize<cl_double>(cl,
3
, "baoabParams");
params.initialize<cl_double>(cl,
2
, "baoabParams");
oldDelta.initialize<mm_double4>(cl, cl.getPaddedNumAtoms(), "oldDelta");
}
else {
params.initialize<cl_float>(cl,
3
, "baoabParams");
params.initialize<cl_float>(cl,
2
, "baoabParams");
oldDelta.initialize<mm_float4>(cl, cl.getPaddedNumAtoms(), "oldDelta");
}
prevStepSize = -1.0;
...
...
@@ -7533,12 +7533,10 @@ void OpenCLIntegrateBAOABStepKernel::execute(ContextImpl& context, const BAOABLa
double kT = BOLTZ*temperature;
double vscale = exp(-stepSize*friction);
double fscale = (friction == 0 ? stepSize : (1-vscale)/friction);
double noisescale = sqrt(kT*(1-vscale*vscale));
vector<cl_double> p(params.getSize());
p[0] = vscale;
p[1] = fscale;
p[2] = noisescale;
p[1] = noisescale;
params.upload(p, true, true);
prevTemp = temperature;
prevFriction = friction;
...
...
platforms/opencl/src/kernels/baoab.cl
View file @
a4bf00ee
enum
{VelScale,
ForceScale,
NoiseScale,
MaxParams
}
;
enum
{VelScale,
NoiseScale
}
;
/**
*
Perform
the
first
step
of
BAOAB
integration.
...
...
@@ -28,7 +28,6 @@ __kernel void integrateBAOABPart1(__global mixed4* restrict velm, __global const
__kernel
void
integrateBAOABPart2
(
__global
real4*
restrict
posq,
__global
real4*
restrict
posqCorrection,
__global
mixed4*
restrict
velm,
__global
mixed4*
restrict
posDelta,
__global
mixed4*
restrict
oldDelta,
__global
const
mixed*
restrict
paramBuffer,
__global
const
mixed2*
restrict
dt,
__global
const
float4*
restrict
random,
unsigned
int
randomIndex
)
{
mixed
vscale
=
paramBuffer[VelScale]
;
mixed
fscale
=
paramBuffer[ForceScale]
;
mixed
noisescale
=
paramBuffer[NoiseScale]
;
mixed
halfdt
=
0.5*dt[0].y
;
mixed
invHalfdt
=
1/halfdt
;
...
...
@@ -38,7 +37,7 @@ __kernel void integrateBAOABPart2(__global real4* restrict posq, __global real4*
mixed4
velocity
=
velm[index]
;
if
(
velocity.w
!=
0.0
)
{
mixed4
delta
=
posDelta[index]
;
mixed
sqrtInvMass
=
sqrt
(
velocity.w
)
;
mixed
sqrtInvMass
=
SQRT
(
velocity.w
)
;
velocity.xyz
+=
(
delta.xyz-oldDelta[index].xyz
)
*invHalfdt
;
velocity.x
=
vscale*velocity.x
+
noisescale*sqrtInvMass*random[randomIndex].x
;
velocity.y
=
vscale*velocity.y
+
noisescale*sqrtInvMass*random[randomIndex].y
;
...
...
platforms/reference/include/ReferenceKernels.h
View file @
a4bf00ee
...
...
@@ -1172,7 +1172,7 @@ private:
};
/**
* This kernel is invoked by LangevinIntegrator to take one time step.
* This kernel is invoked by
BAOAB
LangevinIntegrator to take one time step.
*/
class
ReferenceIntegrateBAOABStepKernel
:
public
IntegrateBAOABStepKernel
{
public:
...
...
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