From ac4ef0ed81bb8d0296dfbe8cec29e9c7af4a840a Mon Sep 17 00:00:00 2001 From: WanruZhao Date: Thu, 6 Sep 2018 16:42:22 -0400 Subject: [PATCH 1/6] hw1 part1 --- src/CMakeLists.txt | 2 +- src/kernel.cu | 61 +++++++++++++++++++++++++++++++++++++++++----- 2 files changed, 56 insertions(+), 7 deletions(-) diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt index fdd636d..b737097 100644 --- a/src/CMakeLists.txt +++ b/src/CMakeLists.txt @@ -10,5 +10,5 @@ set(SOURCE_FILES cuda_add_library(src ${SOURCE_FILES} - OPTIONS -arch=sm_20 + OPTIONS -arch=sm_61 ) diff --git a/src/kernel.cu b/src/kernel.cu index 74dffcb..2eda284 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -230,10 +230,45 @@ void Boids::copyBoidsToVBO(float *vbodptr_positions, float *vbodptr_velocities) * in the `pos` and `vel` arrays. */ __device__ glm::vec3 computeVelocityChange(int N, int iSelf, const glm::vec3 *pos, const glm::vec3 *vel) { - // Rule 1: boids fly towards their local perceived center of mass, which excludes themselves - // Rule 2: boids try to stay a distance d away from each other - // Rule 3: boids try to match the speed of surrounding boids - return glm::vec3(0.0f, 0.0f, 0.0f); + + // Rule 1: boids fly towards their local perceived center of mass, which excludes themselves + // Rule 2: boids try to stay a distance d away from each other + // Rule 3: boids try to match the speed of surrounding boids + glm::vec3 perceived_center(0.0f, 0.0f, 0.0f); + glm::vec3 c(0.0f, 0.0f, 0.0f); + glm::vec3 perceived_velocity(0.0f, 0.0f, 0.0f); + + int count1 = 0, count2 = 0; + + for (int i = 0; i < N; i++) { + if (i != iSelf) { + float distance = glm::distance(pos[iSelf], pos[i]); + if (distance < rule1Distance) { + perceived_center += pos[i]; + count1++; + } + if (distance < rule2Distance) { + c -= (pos[i] - pos[iSelf]); + } + if (distance < rule3Distance) { + perceived_velocity += vel[i]; + count2++; + } + } + } + + if (count1 > 0) { + perceived_center /= count1; + } + else { + perceived_center = pos[iSelf]; + } + + if (count2 > 0) { + perceived_velocity /= count2; + } + + return rule1Scale * (perceived_center - pos[iSelf]) + rule2Scale * c + rule3Scale * perceived_velocity; } /** @@ -245,6 +280,13 @@ __global__ void kernUpdateVelocityBruteForce(int N, glm::vec3 *pos, // Compute a new velocity based on pos and vel1 // Clamp the speed // Record the new velocity into vel2. Question: why NOT vel1? + int index = threadIdx.x + (blockIdx.x * blockDim.x); + if (index >= N) { + return; + } + glm::vec3 new_velocity = computeVelocityChange(N, index, pos, vel1) + vel1[index]; + new_velocity = glm::clamp(new_velocity, glm::vec3(0.0f), glm::vec3(1.0f) * maxSpeed); + vel2[index] = new_velocity; } /** @@ -255,8 +297,8 @@ __global__ void kernUpdatePos(int N, float dt, glm::vec3 *pos, glm::vec3 *vel) { // Update position by velocity int index = threadIdx.x + (blockIdx.x * blockDim.x); if (index >= N) { - return; - } + return; + } glm::vec3 thisPos = pos[index]; thisPos += vel[index] * dt; @@ -349,6 +391,13 @@ __global__ void kernUpdateVelNeighborSearchCoherent( void Boids::stepSimulationNaive(float dt) { // TODO-1.2 - use the kernels you wrote to step the simulation forward in time. // TODO-1.2 ping-pong the velocity buffers + dim3 fullBlocksPerGrid((numObjects + blockSize - 1) / blockSize); + + kernUpdateVelocityBruteForce << > >(numObjects, dev_pos, dev_vel1, dev_vel2); + kernUpdatePos << > > (numObjects, dt, dev_pos, dev_vel1); + + std::swap(dev_vel1, dev_vel2); + } void Boids::stepSimulationScatteredGrid(float dt) { From e0fcae2d5966d4f8c62ce8bcee5459603379cf3a Mon Sep 17 00:00:00 2001 From: WanruZhao Date: Thu, 6 Sep 2018 18:30:47 -0400 Subject: [PATCH 2/6] hw1 half part2.1 --- src/kernel.cu | 46 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 46 insertions(+) diff --git a/src/kernel.cu b/src/kernel.cu index 2eda284..1abb6f1 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -169,6 +169,21 @@ void Boids::initSimulation(int N) { gridMinimum.z -= halfGridWidth; // TODO-2.1 TODO-2.3 - Allocate additional buffers here. + cudaMalloc((void**) &dev_particleArrayIndices, N * sizeof(int)); + checkCUDAErrorWithLine("cudaMalloc dev_particleArrayIndices failed!"); + + cudaMalloc((void**) &dev_particleGridIndices, N * sizeof(int)); + checkCUDAErrorWithLine("cudaMalloc dev_particleGridIndices failed!"); + + cudaMalloc((void**) &dev_gridCellStartIndices, gridCellCount * sizeof(int)); + checkCUDAErrorWithLine("cudaMalloc dev_gridCellStartIndices failed!"); + + cudaMalloc((void**) &dev_gridCellEndIndices, gridCellCount * sizeof(int)); + checkCUDAErrorWithLine("cudaMalloc dev_gridCellEndIndices failed!"); + + dev_thrust_particleArrayIndices = thrust::device_ptr(dev_particleArrayIndices); + dev_thrust_particleGridIndices = thrust::device_ptr(dev_particleGridIndices); + cudaDeviceSynchronize(); } @@ -331,6 +346,14 @@ __global__ void kernComputeIndices(int N, int gridResolution, // - Label each boid with the index of its grid cell. // - Set up a parallel array of integer indices as pointers to the actual // boid data in pos and vel1/vel2 + + int index = threadIdx.x + blockDim.x * blockIdx.x; + if (index >= N) { + return; + } + glm::vec3 index3D = (pos[index] - gridMin) * inverseCellWidth; + gridIndices[index] = gridIndex3Dto1D((int)index3D.x, (int)index3D.y, (int)index3D.z, gridResolution); + indices[index] = index; } // LOOK-2.1 Consider how this could be useful for indicating that a cell @@ -348,6 +371,27 @@ __global__ void kernIdentifyCellStartEnd(int N, int *particleGridIndices, // Identify the start point of each cell in the gridIndices array. // This is basically a parallel unrolling of a loop that goes // "this index doesn't match the one before it, must be a new cell!" + + int index = threadIdx.x + blockDim.x * blockIdx.x; + if (index >= N) { + return; + } + + int gridIdx = particleGridIndices[index]; + + if (index == 0) { + gridCellStartIndices[gridIdx] = 0; + } + else if (index == N - 1) { + gridCellEndIndices[gridIdx] = N - 1; + } + else { + int prevGridIdx = particleGridIndices[index - 1]; + if (prevGridIdx != gridIdx) { + gridCellStartIndices[gridIdx] = index; + gridCellEndIndices[prevGridIdx] = index - 1; + } + } } __global__ void kernUpdateVelNeighborSearchScattered( @@ -364,6 +408,8 @@ __global__ void kernUpdateVelNeighborSearchScattered( // - Access each boid in the cell and compute velocity change from // the boids rules, if this boid is within the neighborhood distance. // - Clamp the speed change before putting the new speed in vel2 + + } __global__ void kernUpdateVelNeighborSearchCoherent( From 281302552eed7f26cded19153c0fa101a470d90c Mon Sep 17 00:00:00 2001 From: WanruZhao Date: Fri, 7 Sep 2018 19:12:16 -0400 Subject: [PATCH 3/6] part2.1 --- src/kernel.cu | 108 ++++++++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 100 insertions(+), 8 deletions(-) diff --git a/src/kernel.cu b/src/kernel.cu index 1abb6f1..cd0157b 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -273,14 +273,14 @@ __device__ glm::vec3 computeVelocityChange(int N, int iSelf, const glm::vec3 *po } if (count1 > 0) { - perceived_center /= count1; + perceived_center /= (float)count1; } else { perceived_center = pos[iSelf]; } if (count2 > 0) { - perceived_velocity /= count2; + perceived_velocity /= (float)count2; } return rule1Scale * (perceived_center - pos[iSelf]) + rule2Scale * c + rule3Scale * perceived_velocity; @@ -296,12 +296,14 @@ __global__ void kernUpdateVelocityBruteForce(int N, glm::vec3 *pos, // Clamp the speed // Record the new velocity into vel2. Question: why NOT vel1? int index = threadIdx.x + (blockIdx.x * blockDim.x); - if (index >= N) { - return; - } - glm::vec3 new_velocity = computeVelocityChange(N, index, pos, vel1) + vel1[index]; - new_velocity = glm::clamp(new_velocity, glm::vec3(0.0f), glm::vec3(1.0f) * maxSpeed); - vel2[index] = new_velocity; + if (index < N) { + + glm::vec3 new_velocity = computeVelocityChange(N, index, pos, vel1) + vel1[index]; + if(glm::length(new_velocity) > maxSpeed) { + new_velocity *= maxSpeed / glm::length(new_velocity); + } + vel2[index] = new_velocity; + } } /** @@ -409,9 +411,87 @@ __global__ void kernUpdateVelNeighborSearchScattered( // the boids rules, if this boid is within the neighborhood distance. // - Clamp the speed change before putting the new speed in vel2 + int index = threadIdx.x + blockIdx.x * blockDim.x; + if(index < N) { + + int particleIdx = particleArrayIndices[index]; + glm::vec3 gridIdx3D = (pos[particleIdx] - gridMin) * inverseCellWidth; + + int neighborCells[8]; + int neighborIdxX = glm::fract(gridIdx3D.x) > 0.5? 1 : -1; + int neighborIdxY = glm::fract(gridIdx3D.y) > 0.5? 1 : -1; + int neighborIdxZ = glm::fract(gridIdx3D.z) > 0.5? 1 : -1; + + glm::ivec3 offset[8] = { + glm::ivec3(0, 0, 0), + glm::ivec3(neighborIdxX, 0, 0), + glm::ivec3(0, neighborIdxY, 0), + glm::ivec3(0, 0, neighborIdxZ), + glm::ivec3(neighborIdxX, neighborIdxY, 0), + glm::ivec3(neighborIdxX, 0, neighborIdxZ), + glm::ivec3(0, neighborIdxY, neighborIdxZ), + glm::ivec3(neighborIdxX, neighborIdxY, neighborIdxZ) + }; + + for(int i = 0; i < 8; i++) { + glm::ivec3 idx = glm::ivec3(gridIdx3D) + offset[i]; + if(idx.x < 0 || idx.x > gridResolution || idx.y < 0 || idx.y > gridResolution || idx.z < 0 || idx.z > gridResolution) { + neighborCells[i] = gridIndex3Dto1D(idx.x, idx.y, idx.z, gridResolution); + } else { + neighborCells[i] = -1; + } + } + + glm::vec3 perceived_center(0.0f); + glm::vec3 c(0.0f); + glm::vec3 perceived_velocity(0.0f); + int count1 = 0, count2 = 0; + + for(int i = 0; i < 8; i++) { + + int gridIdx = neighborCells[i]; + if(gridIdx == -1) { + continue; + } + + int startIdx = gridCellStartIndices[gridIdx]; + int endIdx = gridCellEndIndices[gridIdx]; + + for(int j = startIdx; j < endIdx; j++) { + int boid = particleArrayIndices[j]; + if(boid != particleIdx) { + float distance = glm::distance(pos[boid], pos[particleIdx]); + if(distance < rule1Distance) { + perceived_center += pos[boid]; + count1++; + } + if(distance < rule2Distance) { + c -= (pos[boid] - pos[particleIdx]); + } + if(distance < rule3Distance) { + perceived_velocity += vel1[boid]; + count2++; + } + } + } + } + + if(count1 > 0) { + perceived_center /= count1; + } else { + perceived_center = pos[particleIdx]; + } + + if(count2 > 0) { + perceived_velocity /= count2; + } + + return rule1Scale * (perceived_center - pos[particleIdx]) + rule2Scale * c + rule3Scale * perceived_velocity; + } } + __global__ void kernUpdateVelNeighborSearchCoherent( int N, int gridResolution, glm::vec3 gridMin, float inverseCellWidth, float cellWidth, @@ -459,6 +539,13 @@ void Boids::stepSimulationScatteredGrid(float dt) { // - Perform velocity updates using neighbor search // - Update positions // - Ping-pong buffers as needed + + dim3 fullBlocksPerGrid((numObjects + blockSize - 1) / blockSize); + kernComputeIndices<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, dev_pos, dev_particleArrayIndices, dev_particleGridIndices); + thrust::sort_by_key(dev_particleGridIndices, dev_particleGridIndices + numObjects, dev_particleArrayIndices); + kernIdentifyCellStartEnd<<>>(numObjects, dev_particleGridIndices, dev_gridCellStartIndices, dev_gridCellEndIndices); + kernUpdateVelNeighborSearchScattered<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, gridCellWidth, dev_gridCellStartIndices, dev_gridCellEndIndices, dev_particleArrayIndices, dev_pos, dev_vel1, dev_vel2); + std::swap(dev_vel1, dev_vel2); } void Boids::stepSimulationCoherentGrid(float dt) { @@ -485,6 +572,11 @@ void Boids::endSimulation() { cudaFree(dev_pos); // TODO-2.1 TODO-2.3 - Free any additional buffers here. + cudaFree(dev_particleArrayIndices); + cudaFree(dev_particleGridIndices); + cudaFree(dev_gridCellEndIndices); + cudaFree(dev_gridCellStartIndices); + } void Boids::unitTest() { From fad861a66c62ffda9e41f1d398e4fcf2ed4173a6 Mon Sep 17 00:00:00 2001 From: WanruZhao Date: Sat, 8 Sep 2018 02:05:03 -0400 Subject: [PATCH 4/6] part2.3 --- src/kernel.cu | 183 +++++++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 168 insertions(+), 15 deletions(-) diff --git a/src/kernel.cu b/src/kernel.cu index cd0157b..6bacaf7 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -85,6 +85,8 @@ int *dev_gridCellEndIndices; // to this cell? // TODO-2.3 - consider what additional buffers you might need to reshuffle // the position and velocity data to be coherent within cells. +glm::vec3 *dev_coherentPos; +glm::vec3 *dev_coherentVel1; // LOOK-2.1 - Grid parameters based on simulation parameters. // These are automatically computed for you in Boids::initSimulation @@ -181,8 +183,14 @@ void Boids::initSimulation(int N) { cudaMalloc((void**) &dev_gridCellEndIndices, gridCellCount * sizeof(int)); checkCUDAErrorWithLine("cudaMalloc dev_gridCellEndIndices failed!"); - dev_thrust_particleArrayIndices = thrust::device_ptr(dev_particleArrayIndices); - dev_thrust_particleGridIndices = thrust::device_ptr(dev_particleGridIndices); + dev_thrust_particleArrayIndices = thrust::device_pointer_cast(dev_particleArrayIndices); + dev_thrust_particleGridIndices = thrust::device_pointer_cast(dev_particleGridIndices); + + cudaMalloc((void**) &dev_coherentPos, N * sizeof(glm::vec3)); + checkCUDAErrorWithLine("cudaMalloc dev_coherentPos failed!"); + + cudaMalloc((void**) &dev_coherentVel1, N * sizeof(glm::vec3)); + checkCUDAErrorWithLine("cudaMalloc dev_coherentVel1 failed!"); cudaDeviceSynchronize(); } @@ -383,17 +391,16 @@ __global__ void kernIdentifyCellStartEnd(int N, int *particleGridIndices, if (index == 0) { gridCellStartIndices[gridIdx] = 0; - } - else if (index == N - 1) { + return; + } + if (index == N - 1) { gridCellEndIndices[gridIdx] = N - 1; - } - else { - int prevGridIdx = particleGridIndices[index - 1]; - if (prevGridIdx != gridIdx) { - gridCellStartIndices[gridIdx] = index; - gridCellEndIndices[prevGridIdx] = index - 1; - } - } + } + int prevGridIdx = particleGridIndices[index - 1]; + if (prevGridIdx != gridIdx) { + gridCellStartIndices[gridIdx] = index; + gridCellEndIndices[prevGridIdx] = index - 1; + } } __global__ void kernUpdateVelNeighborSearchScattered( @@ -486,7 +493,11 @@ __global__ void kernUpdateVelNeighborSearchScattered( perceived_velocity /= count2; } - return rule1Scale * (perceived_center - pos[particleIdx]) + rule2Scale * c + rule3Scale * perceived_velocity; + glm::vec3 new_vel = vel1[particleIdx] + rule1Scale * (perceived_center - pos[particleIdx]) + rule2Scale * c + rule3Scale * perceived_velocity; + if(glm::length(new_velocity) > maxSpeed) { + new_vel *= maxSpeed / glm::length(new_velocity); + } + vel2[particleIdx] = new_vel; } } @@ -509,6 +520,100 @@ __global__ void kernUpdateVelNeighborSearchCoherent( // - Access each boid in the cell and compute velocity change from // the boids rules, if this boid is within the neighborhood distance. // - Clamp the speed change before putting the new speed in vel2 + + int index = threadIdx.x + blockIdx.x * blockDim.x; + if(index < N) { + + glm::vec3 gridIdx3D = (pos[index] - gridMin) * inverseCellWidth; + + int neighborCells[8]; + int neighborIdxX = glm::fract(gridIdx3D.x) > 0.5? 1 : -1; + int neighborIdxY = glm::fract(gridIdx3D.y) > 0.5? 1 : -1; + int neighborIdxZ = glm::fract(gridIdx3D.z) > 0.5? 1 : -1; + + glm::ivec3 offset[8] = { + glm::ivec3(0, 0, 0), + glm::ivec3(neighborIdxX, 0, 0), + glm::ivec3(0, neighborIdxY, 0), + glm::ivec3(0, 0, neighborIdxZ), + glm::ivec3(neighborIdxX, neighborIdxY, 0), + glm::ivec3(neighborIdxX, 0, neighborIdxZ), + glm::ivec3(0, neighborIdxY, neighborIdxZ), + glm::ivec3(neighborIdxX, neighborIdxY, neighborIdxZ) + }; + + for(int i = 0; i < 8; i++) { + glm::ivec3 idx = glm::ivec3(gridIdx3D) + offset[i]; + if(idx.x < 0 || idx.x > gridResolution || idx.y < 0 || idx.y > gridResolution || idx.z < 0 || idx.z > gridResolution) { + neighborCells[i] = gridIndex3Dto1D(idx.x, idx.y, idx.z, gridResolution); + } else { + neighborCells[i] = -1; + } + } + + glm::vec3 perceived_center(0.0f); + glm::vec3 c(0.0f); + glm::vec3 perceived_velocity(0.0f); + int count1 = 0, count2 = 0; + + for(int i = 0; i < 8; i++) { + + int gridIdx = neighborCells[i]; + if(gridIdx == -1) { + continue; + } + + int startIdx = gridCellStartIndices[gridIdx]; + int endIdx = gridCellEndIndices[gridIdx]; + + for(int j = startIdx; j < endIdx; j++) { + if(j != index) { + float distance = glm::distance(pos[j], pos[index]); + if(distance < rule1Distance) { + perceived_center += pos[j]; + count1++; + } + if(distance < rule2Distance) { + c -= (pos[j] - pos[index]); + } + if(distance < rule3Distance) { + perceived_velocity += vel1[j]; + count2++; + } + } + } + } + + if(count1 > 0) { + perceived_center /= count1; + } else { + perceived_center = pos[index]; + } + + if(count2 > 0) { + perceived_velocity /= count2; + } + + glm::vec3 new_vel = vel1[index] + rule1Scale * (perceived_center - pos[index]) + rule2Scale * c + rule3Scale * perceived_velocity; + if(glm::length(new_velocity) > maxSpeed) { + new_vel *= maxSpeed / glm::length(new_velocity); + } + vel2[index] = new_vel; + } + +} + +__global__ void kernReshufflePosAndVel( + int N, int *particleArrayIndices,glm::vec3 *pos, + glm::vec3 *vel1, glm::vec3 *shuffle_pos, glm::vec3 *shuffle_vel1) { + + int index = threadIdx.x + blockDim.x * blockIdx.x; + if(index < N) { + int idx = particleArrayIndices[index]; + shuffle_pos[index] = pos[idx]; + shuffle_vel1[index] = vel1[idx]; + } + } /** @@ -520,7 +625,9 @@ void Boids::stepSimulationNaive(float dt) { dim3 fullBlocksPerGrid((numObjects + blockSize - 1) / blockSize); kernUpdateVelocityBruteForce << > >(numObjects, dev_pos, dev_vel1, dev_vel2); - kernUpdatePos << > > (numObjects, dt, dev_pos, dev_vel1); + checkCUDAErrorWithLine("kernUpdateVelocityBruteForce failed!"); + kernUpdatePos << > > (numObjects, dt, dev_pos, dev_vel2); + checkCUDAErrorWithLine("Naive kernUpdatePos failed!"); std::swap(dev_vel1, dev_vel2); @@ -542,9 +649,25 @@ void Boids::stepSimulationScatteredGrid(float dt) { dim3 fullBlocksPerGrid((numObjects + blockSize - 1) / blockSize); kernComputeIndices<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, dev_pos, dev_particleArrayIndices, dev_particleGridIndices); - thrust::sort_by_key(dev_particleGridIndices, dev_particleGridIndices + numObjects, dev_particleArrayIndices); + checkCUDAErrorWithLine("ScatterGrid kernComputeIndices failed!"); + + thrust::sort_by_key(dev_thrust_particleGridIndices, dev_thrust_particleGridIndices + numObjects, dev_thrust_particleArrayIndices); + + dim3 fullBlocksPerGridCell((gridCellCount + blockSize -1 ) / blockSize); + kernResetIntBuffer<<>>(gridCellCount, dev_gridCellStartIndices, -1); + checkCUDAErrorWithLine("ScatterGrid kernResetIntBuffer failed!"); + kernResetIntBuffer<<>>(gridCellCount, dev_gridCellEndIndices, -1); + checkCUDAErrorWithLine("ScatterGrid kernResetIntBuffer failed!"); + kernIdentifyCellStartEnd<<>>(numObjects, dev_particleGridIndices, dev_gridCellStartIndices, dev_gridCellEndIndices); + checkCUDAErrorWithLine("ScatterGrid kernIdentifyStartEnd failed!"); + kernUpdateVelNeighborSearchScattered<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, gridCellWidth, dev_gridCellStartIndices, dev_gridCellEndIndices, dev_particleArrayIndices, dev_pos, dev_vel1, dev_vel2); + checkCUDAErrorWithLine("ScatterGrid kernUpdateVelNeighborSearchScattered failed!"); + + kernUpdatePos<<>>(numObjects, dt, dev_pos, dev_vel2); + checkCUDAErrorWithLine("ScatterGrid kernUpdatePos failed!"); + std::swap(dev_vel1, dev_vel2); } @@ -564,6 +687,33 @@ void Boids::stepSimulationCoherentGrid(float dt) { // - Perform velocity updates using neighbor search // - Update positions // - Ping-pong buffers as needed. THIS MAY BE DIFFERENT FROM BEFORE. + + dim3 fullBlocksPerGrid((numObjects + blockSize - 1) / blockSize); + kernComputeIndices<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, dev_pos, dev_particleArrayIndices, dev_particleGridIndices); + checkCUDAErrorWithLine("ScatterGrid kernComputeIndices failed!"); + + thrust::sort_by_key(dev_thrust_particleGridIndices, dev_thrust_particleGridIndices + numObjects, dev_thrust_particleArrayIndices); + + dim3 fullBlocksPerGridCell((gridCellCount + blockSize -1 ) / blockSize); + kernResetIntBuffer<<>>(gridCellCount, dev_gridCellStartIndices, -1); + checkCUDAErrorWithLine("ScatterGrid kernResetIntBuffer failed!"); + kernResetIntBuffer<<>>(gridCellCount, dev_gridCellEndIndices, -1); + checkCUDAErrorWithLine("ScatterGrid kernResetIntBuffer failed!"); + + kernIdentifyCellStartEnd<<>>(numObjects, dev_particleGridIndices, dev_gridCellStartIndices, dev_gridCellEndIndices); + checkCUDAErrorWithLine("ScatterGrid kernIdentifyStartEnd failed!"); + + kernReshufflePosAndVel<<>>(numObjects, dev_particleArrayIndices, dev_pos, dev_vel1, dev_coherentPos, dev_coherentVel1); + checkCUDAErrorWithLine("ScatterGrid kernReshufflePosAndVel failed!"); + + kernUpdateVelNeighborSearchScattered<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, gridCellWidth, dev_gridCellStartIndices, dev_gridCellEndIndices, dev_particleArrayIndices, dev_coherentPos, dev_coherentVel1, dev_vel2); + checkCUDAErrorWithLine("ScatterGrid kernUpdateVelNeighborSearchScattered failed!"); + + kernUpdatePos<<>>(numObjects, dt, dev_coherentPos, dev_vel2); + checkCUDAErrorWithLine("ScatterGrid kernUpdatePos failed!"); + + std::swap(dev_pos, dev_coherentPos); + std::swap(dev_vel1, dev_vel2); } void Boids::endSimulation() { @@ -577,6 +727,9 @@ void Boids::endSimulation() { cudaFree(dev_gridCellEndIndices); cudaFree(dev_gridCellStartIndices); + cudaFree(dev_coherentPos); + cudaFree(dev_coherentVel1); + } void Boids::unitTest() { From 7c9ee620d967932b2cc7021df395dd2ba371ab02 Mon Sep 17 00:00:00 2001 From: WanruZhao Date: Sat, 8 Sep 2018 23:52:46 -0400 Subject: [PATCH 5/6] performance analysis --- images/flocking.gif | Bin 0 -> 1965085 bytes images/flocking_cut.gif | Bin 0 -> 1702294 bytes images/fps_8v27.JPG | Bin 0 -> 27663 bytes images/fps_blocksize.JPG | Bin 0 -> 36787 bytes images/fps_boidnum.jpg | Bin 0 -> 36228 bytes images/screenshot.jpg | Bin 0 -> 93069 bytes src/kernel.cu | 125 ++++++++++++++++++++++++--------------- src/main.cpp | 26 +++++--- 8 files changed, 95 insertions(+), 56 deletions(-) create mode 100644 images/flocking.gif create mode 100644 images/flocking_cut.gif create mode 100644 images/fps_8v27.JPG create mode 100644 images/fps_blocksize.JPG create mode 100644 images/fps_boidnum.jpg create mode 100644 images/screenshot.jpg diff --git a/images/flocking.gif b/images/flocking.gif new file mode 100644 index 0000000000000000000000000000000000000000..f6e5ed2614d3d0c4f95ce97e56cc0d619bd9d099 GIT 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