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tsoc
openmm
Commits
67b261f6
Commit
67b261f6
authored
Nov 11, 2009
by
Peter Eastman
Browse files
Created OpenCL implementation of CustomExternalForce. Also fixed a bug.
parent
20e2483b
Changes
9
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9 changed files
with
329 additions
and
11 deletions
+329
-11
platforms/opencl/src/OpenCLKernelFactory.cpp
platforms/opencl/src/OpenCLKernelFactory.cpp
+2
-0
platforms/opencl/src/OpenCLKernels.cpp
platforms/opencl/src/OpenCLKernels.cpp
+150
-1
platforms/opencl/src/OpenCLKernels.h
platforms/opencl/src/OpenCLKernels.h
+42
-0
platforms/opencl/src/OpenCLPlatform.cpp
platforms/opencl/src/OpenCLPlatform.cpp
+1
-0
platforms/opencl/src/kernels/customBondForce.cl
platforms/opencl/src/kernels/customBondForce.cl
+3
-5
platforms/opencl/src/kernels/customExternalForce.cl
platforms/opencl/src/kernels/customExternalForce.cl
+29
-0
platforms/opencl/tests/TestOpenCLCustomExternalForce.cpp
platforms/opencl/tests/TestOpenCLCustomExternalForce.cpp
+97
-0
platforms/reference/src/SimTKReference/ReferenceCustomExternalIxn.cpp
...ference/src/SimTKReference/ReferenceCustomExternalIxn.cpp
+3
-3
platforms/reference/tests/TestReferenceCustomExternalForce.cpp
...orms/reference/tests/TestReferenceCustomExternalForce.cpp
+2
-2
No files found.
platforms/opencl/src/OpenCLKernelFactory.cpp
View file @
67b261f6
...
...
@@ -54,6 +54,8 @@ KernelImpl* OpenCLKernelFactory::createKernelImpl(std::string name, const Platfo
return
new
OpenCLCalcCustomNonbondedForceKernel
(
name
,
platform
,
cl
,
context
.
getSystem
());
if
(
name
==
CalcGBSAOBCForceKernel
::
Name
())
return
new
OpenCLCalcGBSAOBCForceKernel
(
name
,
platform
,
cl
);
if
(
name
==
CalcCustomExternalForceKernel
::
Name
())
return
new
OpenCLCalcCustomExternalForceKernel
(
name
,
platform
,
cl
,
context
.
getSystem
());
if
(
name
==
IntegrateVerletStepKernel
::
Name
())
return
new
OpenCLIntegrateVerletStepKernel
(
name
,
platform
,
cl
);
if
(
name
==
IntegrateLangevinStepKernel
::
Name
())
...
...
platforms/opencl/src/OpenCLKernels.cpp
View file @
67b261f6
...
...
@@ -348,7 +348,7 @@ void OpenCLCalcCustomBondForceKernel::initialize(const System& system, const Cus
string
suffixes
[]
=
{
".x"
,
".y"
,
".z"
,
".w"
};
for
(
int
i
=
0
;
i
<
force
.
getNumPerBondParameters
();
i
++
)
{
const
string
&
name
=
force
.
getPerBondParameterName
(
i
);
variables
[
name
]
=
"
excepti
onParams"
+
suffixes
[
i
];
variables
[
name
]
=
"
b
on
d
Params"
+
suffixes
[
i
];
}
for
(
int
i
=
0
;
i
<
force
.
getNumGlobalParameters
();
i
++
)
{
const
string
&
name
=
force
.
getGlobalParameterName
(
i
);
...
...
@@ -1316,6 +1316,155 @@ double OpenCLCalcGBSAOBCForceKernel::executeEnergy(ContextImpl& context) {
executeForces
(
context
);
return
0.0
;
}
class
OpenCLCustomExternalForceInfo
:
public
OpenCLForceInfo
{
public:
OpenCLCustomExternalForceInfo
(
const
CustomExternalForce
&
force
,
int
numParticles
)
:
OpenCLForceInfo
(
1
),
force
(
force
),
indices
(
numParticles
,
-
1
)
{
vector
<
double
>
params
;
for
(
int
i
=
0
;
i
<
force
.
getNumParticles
();
i
++
)
{
int
particle
;
force
.
getParticleParameters
(
i
,
particle
,
params
);
indices
[
particle
]
=
i
;
}
}
bool
areParticlesIdentical
(
int
particle1
,
int
particle2
)
{
particle1
=
indices
[
particle1
];
particle2
=
indices
[
particle2
];
if
(
particle1
==
-
1
&&
particle2
==
-
1
)
return
true
;
if
(
particle1
==
-
1
||
particle2
==
-
1
)
return
false
;
int
temp
;
vector
<
double
>
params1
;
vector
<
double
>
params2
;
force
.
getParticleParameters
(
particle1
,
temp
,
params1
);
force
.
getParticleParameters
(
particle2
,
temp
,
params2
);
for
(
int
i
=
0
;
i
<
params1
.
size
();
i
++
)
if
(
params1
[
i
]
!=
params2
[
i
])
return
false
;
return
true
;
}
private:
const
CustomExternalForce
&
force
;
vector
<
int
>
indices
;
};
OpenCLCalcCustomExternalForceKernel
::~
OpenCLCalcCustomExternalForceKernel
()
{
if
(
params
!=
NULL
)
delete
params
;
if
(
indices
!=
NULL
)
delete
indices
;
if
(
globals
!=
NULL
)
delete
globals
;
}
void
OpenCLCalcCustomExternalForceKernel
::
initialize
(
const
System
&
system
,
const
CustomExternalForce
&
force
)
{
if
(
force
.
getNumPerParticleParameters
()
>
4
)
throw
OpenMMException
(
"OpenCLPlatform only supports four per-particle parameters for custom external forces"
);
numParticles
=
force
.
getNumParticles
();
params
=
new
OpenCLArray
<
mm_float4
>
(
cl
,
numParticles
,
"customExternalParams"
);
indices
=
new
OpenCLArray
<
cl_int
>
(
cl
,
numParticles
,
"customExternalIndices"
);
string
extraArguments
;
if
(
force
.
getNumGlobalParameters
()
>
0
)
{
globals
=
new
OpenCLArray
<
cl_float
>
(
cl
,
force
.
getNumGlobalParameters
(),
"customExternalGlobals"
,
false
,
CL_MEM_READ_ONLY
);
extraArguments
+=
", __constant float* globals"
;
}
vector
<
mm_float4
>
paramVector
(
numParticles
);
vector
<
cl_int
>
indicesVector
(
numParticles
);
for
(
int
i
=
0
;
i
<
numParticles
;
i
++
)
{
vector
<
double
>
parameters
;
force
.
getParticleParameters
(
i
,
indicesVector
[
i
],
parameters
);
if
(
parameters
.
size
()
>
0
)
paramVector
[
i
].
x
=
(
cl_float
)
parameters
[
0
];
if
(
parameters
.
size
()
>
1
)
paramVector
[
i
].
y
=
(
cl_float
)
parameters
[
1
];
if
(
parameters
.
size
()
>
2
)
paramVector
[
i
].
z
=
(
cl_float
)
parameters
[
2
];
if
(
parameters
.
size
()
>
3
)
paramVector
[
i
].
w
=
(
cl_float
)
parameters
[
3
];
}
params
->
upload
(
paramVector
);
indices
->
upload
(
indicesVector
);
cl
.
addForce
(
new
OpenCLCustomExternalForceInfo
(
force
,
system
.
getNumParticles
()));
// Record information for the expressions.
vector
<
string
>
paramNames
;
for
(
int
i
=
0
;
i
<
force
.
getNumPerParticleParameters
();
i
++
)
paramNames
.
push_back
(
force
.
getPerParticleParameterName
(
i
));
globalParamNames
.
resize
(
force
.
getNumGlobalParameters
());
globalParamValues
.
resize
(
force
.
getNumGlobalParameters
());
for
(
int
i
=
0
;
i
<
force
.
getNumGlobalParameters
();
i
++
)
{
globalParamNames
[
i
]
=
force
.
getGlobalParameterName
(
i
);
globalParamValues
[
i
]
=
(
cl_float
)
force
.
getGlobalParameterDefaultValue
(
i
);
}
if
(
globals
!=
NULL
)
globals
->
upload
(
globalParamValues
);
Lepton
::
ParsedExpression
energyExpression
=
Lepton
::
Parser
::
parse
(
force
.
getEnergyFunction
()).
optimize
();
Lepton
::
ParsedExpression
forceExpressionX
=
energyExpression
.
differentiate
(
"x"
).
optimize
();
Lepton
::
ParsedExpression
forceExpressionY
=
energyExpression
.
differentiate
(
"y"
).
optimize
();
Lepton
::
ParsedExpression
forceExpressionZ
=
energyExpression
.
differentiate
(
"z"
).
optimize
();
map
<
string
,
Lepton
::
ParsedExpression
>
expressions
;
expressions
[
"energy += "
]
=
energyExpression
;
expressions
[
"float dEdX = "
]
=
forceExpressionX
;
expressions
[
"float dEdY = "
]
=
forceExpressionY
;
expressions
[
"float dEdZ = "
]
=
forceExpressionZ
;
// Create the kernels.
map
<
string
,
string
>
variables
;
variables
[
"x"
]
=
"pos.x"
;
variables
[
"y"
]
=
"pos.y"
;
variables
[
"z"
]
=
"pos.z"
;
string
suffixes
[]
=
{
".x"
,
".y"
,
".z"
,
".w"
};
for
(
int
i
=
0
;
i
<
force
.
getNumPerParticleParameters
();
i
++
)
{
const
string
&
name
=
force
.
getPerParticleParameterName
(
i
);
variables
[
name
]
=
"particleParams"
+
suffixes
[
i
];
}
for
(
int
i
=
0
;
i
<
force
.
getNumGlobalParameters
();
i
++
)
{
const
string
&
name
=
force
.
getGlobalParameterName
(
i
);
string
value
=
"globals["
+
intToString
(
i
)
+
"]"
;
variables
[
name
]
=
value
;
}
map
<
string
,
string
>
replacements
;
stringstream
compute
;
vector
<
pair
<
string
,
string
>
>
functions
;
compute
<<
OpenCLExpressionUtilities
::
createExpressions
(
expressions
,
variables
,
functions
,
"temp"
,
""
);
replacements
[
"COMPUTE_FORCE"
]
=
compute
.
str
();
replacements
[
"EXTRA_ARGUMENTS"
]
=
extraArguments
;
cl
::
Program
program
=
cl
.
createProgram
(
cl
.
loadSourceFromFile
(
"customExternalForce.cl"
,
replacements
));
kernel
=
cl
::
Kernel
(
program
,
"computeCustomExternalForces"
);
}
void
OpenCLCalcCustomExternalForceKernel
::
executeForces
(
ContextImpl
&
context
)
{
if
(
globals
!=
NULL
)
{
bool
changed
=
false
;
for
(
int
i
=
0
;
i
<
globalParamNames
.
size
();
i
++
)
{
cl_float
value
=
(
cl_float
)
context
.
getParameter
(
globalParamNames
[
i
]);
if
(
value
!=
globalParamValues
[
i
])
changed
=
true
;
globalParamValues
[
i
]
=
value
;
}
if
(
changed
)
globals
->
upload
(
globalParamValues
);
}
if
(
!
hasInitializedKernel
)
{
hasInitializedKernel
=
true
;
kernel
.
setArg
<
cl_int
>
(
0
,
numParticles
);
kernel
.
setArg
<
cl
::
Buffer
>
(
1
,
cl
.
getForceBuffers
().
getDeviceBuffer
());
kernel
.
setArg
<
cl
::
Buffer
>
(
2
,
cl
.
getEnergyBuffer
().
getDeviceBuffer
());
kernel
.
setArg
<
cl
::
Buffer
>
(
3
,
cl
.
getPosq
().
getDeviceBuffer
());
kernel
.
setArg
<
cl
::
Buffer
>
(
4
,
params
->
getDeviceBuffer
());
kernel
.
setArg
<
cl
::
Buffer
>
(
5
,
indices
->
getDeviceBuffer
());
if
(
globals
!=
NULL
)
kernel
.
setArg
<
cl
::
Buffer
>
(
6
,
globals
->
getDeviceBuffer
());
}
cl
.
executeKernel
(
kernel
,
numParticles
);
}
double
OpenCLCalcCustomExternalForceKernel
::
executeEnergy
(
ContextImpl
&
context
)
{
executeForces
(
context
);
return
0.0
;
}
OpenCLIntegrateVerletStepKernel
::~
OpenCLIntegrateVerletStepKernel
()
{
}
...
...
platforms/opencl/src/OpenCLKernels.h
View file @
67b261f6
...
...
@@ -472,6 +472,48 @@ private:
cl
::
Kernel
reduceBornForceKernel
;
};
/**
* This kernel is invoked by CustomExternalForce to calculate the forces acting on the system and the energy of the system.
*/
class
OpenCLCalcCustomExternalForceKernel
:
public
CalcCustomExternalForceKernel
{
public:
OpenCLCalcCustomExternalForceKernel
(
std
::
string
name
,
const
Platform
&
platform
,
OpenCLContext
&
cl
,
System
&
system
)
:
CalcCustomExternalForceKernel
(
name
,
platform
),
hasInitializedKernel
(
false
),
cl
(
cl
),
system
(
system
),
params
(
NULL
),
indices
(
NULL
),
globals
(
NULL
)
{
}
~
OpenCLCalcCustomExternalForceKernel
();
/**
* Initialize the kernel.
*
* @param system the System this kernel will be applied to
* @param force the CustomExternalForce this kernel will be used for
*/
void
initialize
(
const
System
&
system
,
const
CustomExternalForce
&
force
);
/**
* Execute the kernel to calculate the forces.
*
* @param context the context in which to execute this kernel
*/
void
executeForces
(
ContextImpl
&
context
);
/**
* Execute the kernel to calculate the energy.
*
* @param context the context in which to execute this kernel
* @return the potential energy due to the CustomExternalForce
*/
double
executeEnergy
(
ContextImpl
&
context
);
private:
int
numParticles
;
bool
hasInitializedKernel
;
OpenCLContext
&
cl
;
System
&
system
;
OpenCLArray
<
mm_float4
>*
params
;
OpenCLArray
<
cl_int
>*
indices
;
OpenCLArray
<
cl_float
>*
globals
;
std
::
vector
<
std
::
string
>
globalParamNames
;
std
::
vector
<
cl_float
>
globalParamValues
;
cl
::
Kernel
kernel
;
};
/**
* This kernel is invoked by VerletIntegrator to take one time step.
*/
...
...
platforms/opencl/src/OpenCLPlatform.cpp
View file @
67b261f6
...
...
@@ -55,6 +55,7 @@ OpenCLPlatform::OpenCLPlatform() {
registerKernelFactory
(
CalcNonbondedForceKernel
::
Name
(),
factory
);
registerKernelFactory
(
CalcCustomNonbondedForceKernel
::
Name
(),
factory
);
registerKernelFactory
(
CalcGBSAOBCForceKernel
::
Name
(),
factory
);
registerKernelFactory
(
CalcCustomExternalForceKernel
::
Name
(),
factory
);
registerKernelFactory
(
IntegrateVerletStepKernel
::
Name
(),
factory
);
registerKernelFactory
(
IntegrateLangevinStepKernel
::
Name
(),
factory
);
registerKernelFactory
(
IntegrateBrownianStepKernel
::
Name
(),
factory
);
...
...
platforms/opencl/src/kernels/customBondForce.cl
View file @
67b261f6
...
...
@@ -5,13 +5,12 @@
__kernel
void
computeCustomBondForces
(
int
numAtoms,
int
numBonds,
__global
float4*
forceBuffers,
__global
float*
energyBuffer,
__global
float4*
posq,
__global
float4*
params,
__global
int4*
indices
EXTRA_ARGUMENTS
)
{
int
index
=
get_global_id
(
0
)
;
float
energy
=
0.0f
;
while
(
index
<
numBonds
)
{
//
Look
up
the
data
for
this
excepti
on.
for
(
int
index
=
get_global_id
(
0
)
; index < numBonds; index += get_global_size(0)
) {
//
Look
up
the
data
for
this
b
on
d
.
int4
atoms
=
indices[index]
;
float4
excepti
onParams
=
params[index]
;
float4
b
on
d
Params
=
params[index]
;
float4
delta
=
posq[atoms.y]-posq[atoms.x]
;
//
Compute
the
force.
...
...
@@ -30,7 +29,6 @@ __kernel void computeCustomBondForces(int numAtoms, int numBonds, __global float
forceB.xyz
+=
delta.xyz
;
forceBuffers[offsetA]
=
forceA
;
forceBuffers[offsetB]
=
forceB
;
index
+=
get_global_size
(
0
)
;
}
energyBuffer[get_global_id
(
0
)
]
+=
energy
;
}
platforms/opencl/src/kernels/customExternalForce.cl
0 → 100644
View file @
67b261f6
/**
*
Compute
custom
external
forces.
*/
__kernel
void
computeCustomExternalForces
(
int
numTerms,
__global
float4*
forceBuffers,
__global
float*
energyBuffer,
__global
float4*
posq,
__global
float4*
params,
__global
int*
indices
EXTRA_ARGUMENTS
)
{
float
energy
=
0.0f
;
for
(
int
index
=
get_global_id
(
0
)
; index < numTerms; index += get_global_size(0)) {
//
Look
up
the
data
for
this
particle.
int
atom
=
indices[index]
;
float4
particleParams
=
params[index]
;
float4
pos
=
posq[atom]
;
//
Compute
the
force.
COMPUTE_FORCE
//
Record
the
force
on
the
atom.
float4
force
=
forceBuffers[atom]
;
force.x
-=
dEdX
;
force.y
-=
dEdY
;
force.z
-=
dEdZ
;
forceBuffers[atom]
=
force
;
}
energyBuffer[get_global_id
(
0
)
]
+=
energy
;
}
platforms/opencl/tests/TestOpenCLCustomExternalForce.cpp
0 → 100644
View file @
67b261f6
/* -------------------------------------------------------------------------- *
* 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) 2008-2009 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. *
* -------------------------------------------------------------------------- */
/**
* This tests the OpenCL implementation of CustomExternalForce.
*/
#include "../../../tests/AssertionUtilities.h"
#include "openmm/Context.h"
#include "OpenCLPlatform.h"
#include "openmm/CustomExternalForce.h"
#include "openmm/System.h"
#include "openmm/VerletIntegrator.h"
#include "../src/SimTKUtilities/SimTKOpenMMRealType.h"
#include <iostream>
#include <vector>
using
namespace
OpenMM
;
using
namespace
std
;
const
double
TOL
=
1e-5
;
void
testForce
()
{
OpenCLPlatform
platform
;
System
system
;
system
.
addParticle
(
1.0
);
system
.
addParticle
(
1.0
);
system
.
addParticle
(
1.0
);
VerletIntegrator
integrator
(
0.01
);
CustomExternalForce
*
forceField
=
new
CustomExternalForce
(
"scale*(x+yscale*(y-y0)^2)"
);
forceField
->
addPerParticleParameter
(
"y0"
);
forceField
->
addPerParticleParameter
(
"yscale"
);
forceField
->
addGlobalParameter
(
"scale"
,
0.5
);
vector
<
double
>
parameters
(
2
);
parameters
[
0
]
=
0.5
;
parameters
[
1
]
=
2.0
;
forceField
->
addParticle
(
0
,
parameters
);
parameters
[
0
]
=
1.5
;
parameters
[
1
]
=
3.0
;
forceField
->
addParticle
(
2
,
parameters
);
system
.
addForce
(
forceField
);
Context
context
(
system
,
integrator
,
platform
);
vector
<
Vec3
>
positions
(
3
);
positions
[
0
]
=
Vec3
(
0
,
2
,
0
);
positions
[
1
]
=
Vec3
(
0
,
0
,
1
);
positions
[
2
]
=
Vec3
(
1
,
0
,
1
);
context
.
setPositions
(
positions
);
State
state
=
context
.
getState
(
State
::
Forces
|
State
::
Energy
);
const
vector
<
Vec3
>&
forces
=
state
.
getForces
();
ASSERT_EQUAL_VEC
(
Vec3
(
-
0.5
,
-
0.5
*
2.0
*
2.0
*
1.5
,
0
),
forces
[
0
],
TOL
);
ASSERT_EQUAL_VEC
(
Vec3
(
0
,
0
,
0
),
forces
[
1
],
TOL
);
ASSERT_EQUAL_VEC
(
Vec3
(
-
0.5
,
0.5
*
3.0
*
2.0
*
1.5
,
0
),
forces
[
2
],
TOL
);
ASSERT_EQUAL_TOL
(
0.5
*
(
1.0
+
2.0
*
1.5
*
1.5
+
3.0
*
1.5
*
1.5
),
state
.
getPotentialEnergy
(),
TOL
);
}
int
main
()
{
try
{
testForce
();
}
catch
(
const
exception
&
e
)
{
cout
<<
"exception: "
<<
e
.
what
()
<<
endl
;
return
1
;
}
cout
<<
"Done"
<<
endl
;
return
0
;
}
platforms/reference/src/SimTKReference/ReferenceCustomExternalIxn.cpp
View file @
67b261f6
...
...
@@ -106,9 +106,9 @@ int ReferenceCustomExternalIxn::calculateForce( int atomIndex,
// ---------------------------------------------------------------------------------------
forces
[
atomIndex
][
0
]
+
=
forceExpressionX
.
evaluate
(
variables
);
forces
[
atomIndex
][
1
]
+
=
forceExpressionY
.
evaluate
(
variables
);
forces
[
atomIndex
][
2
]
+
=
forceExpressionZ
.
evaluate
(
variables
);
forces
[
atomIndex
][
0
]
-
=
forceExpressionX
.
evaluate
(
variables
);
forces
[
atomIndex
][
1
]
-
=
forceExpressionY
.
evaluate
(
variables
);
forces
[
atomIndex
][
2
]
-
=
forceExpressionZ
.
evaluate
(
variables
);
if
(
energy
!=
NULL
)
*
energy
+=
energyExpression
.
evaluate
(
variables
);
...
...
platforms/reference/tests/TestReferenceCustomExternalForce.cpp
View file @
67b261f6
...
...
@@ -75,9 +75,9 @@ void testForce() {
context
.
setPositions
(
positions
);
State
state
=
context
.
getState
(
State
::
Forces
|
State
::
Energy
);
const
vector
<
Vec3
>&
forces
=
state
.
getForces
();
ASSERT_EQUAL_VEC
(
Vec3
(
0.5
,
0.5
*
2.0
*
2.0
*
1.5
,
0
),
forces
[
0
],
TOL
);
ASSERT_EQUAL_VEC
(
Vec3
(
-
0.5
,
-
0.5
*
2.0
*
2.0
*
1.5
,
0
),
forces
[
0
],
TOL
);
ASSERT_EQUAL_VEC
(
Vec3
(
0
,
0
,
0
),
forces
[
1
],
TOL
);
ASSERT_EQUAL_VEC
(
Vec3
(
0.5
,
-
0.5
*
3.0
*
2.0
*
1.5
,
0
),
forces
[
2
],
TOL
);
ASSERT_EQUAL_VEC
(
Vec3
(
-
0.5
,
0.5
*
3.0
*
2.0
*
1.5
,
0
),
forces
[
2
],
TOL
);
ASSERT_EQUAL_TOL
(
0.5
*
(
1.0
+
2.0
*
1.5
*
1.5
+
3.0
*
1.5
*
1.5
),
state
.
getPotentialEnergy
(),
TOL
);
}
...
...
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