From 529919de2b9c9d210649301d463f56e20b078da6 Mon Sep 17 00:00:00 2001 From: WEIYU DU Date: Sat, 12 Sep 2020 18:06:28 -0400 Subject: [PATCH 01/13] part 1/2 finished --- src/kernel.cu | 55 +++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 55 insertions(+) diff --git a/src/kernel.cu b/src/kernel.cu index 74dffcb..3c07b91 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -245,6 +245,54 @@ __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 vel_change = glm::vec3(0.f, 0.f, 0.f); + // rule1 + glm::vec3 perceived_center = glm::vec3(0.f, 0.f, 0.f); + int num_rule1 = 0; + for (int i = 0; i < N; i++) { + if ((index != i) && (glm::distance(pos[i], pos[index]) < rule1Distance)) { + perceived_center += pos[i]; + num_rule1++; + } + } + if (num_rule1 != 0) { + perceived_center /= num_rule1; + vel_change += (perceived_center - pos[index]) * rule1Scale; + } + + // rule2 + glm::vec3 c = glm::vec3(0.f, 0.f, 0.f); + for (int i = 0; i < N; i++) { + if (index != i && glm::distance(pos[i], pos[index]) < rule2Distance) { + c -= (pos[i] - pos[index]); + } + } + vel_change += c * rule2Scale; + + // rule3 + glm::vec3 perceived_velocity = glm::vec3(0.f, 0.f, 0.f); + int num_rule3 = 0; + for (int i = 0; i < N; i++) { + if (index != i && glm::distance(pos[i], pos[index]) < rule3Distance) { + perceived_velocity += vel1[i]; + num_rule3++; + } + } + if (num_rule3 != 0) { + perceived_velocity /= num_rule3; + vel_change += perceived_velocity * rule3Scale; + } + glm::vec3 new_vel = vel1[index] + vel_change; + if (glm::length(new_vel) > maxSpeed) { + vel2[index] = maxSpeed* glm::normalize(new_vel); + } else { + vel2[index] = new_vel; + } } /** @@ -349,6 +397,13 @@ __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_vel2); + glm::vec3* tmp; + tmp = dev_vel2; + dev_vel2 = dev_vel1; + dev_vel1 = tmp; } void Boids::stepSimulationScatteredGrid(float dt) { From 326744f26cda75f05e33d9ae4b3f6c80e918125b Mon Sep 17 00:00:00 2001 From: WEIYU DU Date: Sat, 12 Sep 2020 20:39:00 -0400 Subject: [PATCH 02/13] 2.1 in progress --- src/kernel.cu | 116 +++++++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 110 insertions(+), 6 deletions(-) diff --git a/src/kernel.cu b/src/kernel.cu index 3c07b91..7f42174 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -337,6 +337,16 @@ __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 + (blockIdx.x * blockDim.x); + if (index >= N) { + return; + } + glm::vec3 curr_pos = pos[index]; + glm::vec3 index_3d = glm::floor((curr_pos - gridMin)* inverseCellWidth); + int index_1d = gridIndex3Dto1D(int(index_3d.x), int(index_3d.y), int(index_3d.z), gridResolution); + indices[index] = index; + gridIndices[index] = index_id; + } // LOOK-2.1 Consider how this could be useful for indicating that a cell @@ -348,12 +358,43 @@ __global__ void kernResetIntBuffer(int N, int *intBuffer, int value) { } } -__global__ void kernIdentifyCellStartEnd(int N, int *particleGridIndices, - int *gridCellStartIndices, int *gridCellEndIndices) { - // TODO-2.1 - // 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!" +__global__ void kernIdentifyCellStartEnd(int N, int* particleGridIndices, + int* gridCellStartIndices, int* gridCellEndIndices) { + // TODO-2.1 + // 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 + (blockIdx.x * blockDim.x); + if (index >= N) { + return; + } + + if (index == 0) { + gridCellStartIndices[particleGridIndices[index]] = index; + gridCellEndIndices[particleGridIndices[index]] = index; + } + else { + if (particleGridIndices[index - 1] != particleGridIndices[index]) { + gridCellEndIndices[particleGridIndices[index - 1]] = index - 1; + gridCellStartIndices[particleGridIndices[index]] = index; + gridCellEndIndices[particleGridIndices[index]] = index; + } + } +} + +__device__ glm::vec3 getCenter(int index, int gridResolution, glm::vec3 gridMin, float gridCellWidth) { + int z = index % (gridResolution * gridResolution); + index -= z * gridResolution * gridResolution; + int y = index % gridResolution; + int x = index - y * gridResolution; + + // compute center + glm::vec3 center = glm::vec3(0.f, 0.f, 0.f); + center.x = gridMin.x + x * gridCellWidth - gridCellWidth * 0.5; + center.y = gridMin.y + y * gridCellWidth - gridCellWidth * 0.5; + center.z = gridMin.z + z * gridCellWidth - gridCellWidth * 0.5; + + return center; } __global__ void kernUpdateVelNeighborSearchScattered( @@ -370,6 +411,62 @@ __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 + int index = threadIdx.x + (blockIdx.x * blockDim.x); + if (index >= N) { + return; + } + int start = gridCellStartIndices[index]; + int end = gridCellEndIndices[index]; + for (int i = start; i <= end; i++) { + int boid_index = particleArrayIndices[i]; + + int z = index % (gridResolution * gridResolution); + index -= z * gridResolution * gridResolution; + int y = index % gridResolution; + int x = index - y * gridResolution; + + // compute center + glm::vec3 center = glm::vec3(0.f, 0.f, 0.f); + center.x = gridMin.x + x * gridCellWidth - gridCellWidth * 0.5; + center.y = gridMin.y + y * gridCellWidth - gridCellWidth * 0.5; + center.z = gridMin.z + z * gridCellWidth - gridCellWidth * 0.5; + + // check which cells + int x_start, x_end, y_start, y_end, z_start, z_end = 0; + if (pos[boid_index].x > center.x) { + x_start = x; + x_end = imin(x + 1, gridResolution); + } + else { + x_start = imax(x - 1, 0); + x_end = x; + } + if (pos[boid_index].y > center.y) { + y_start = y; + y_end = imin(y + 1, gridResolution); + } + else { + y_start = imax(y - 1, 0); + y_end = y; + } + if (pos[boid_index].z > center.z) { + z_start = z; + z_end = imin(z + 1, gridResolution); + } + else { + z_start = imax(z - 1, 0); + z_end = z; + } + for (int i = x_start; i <= x_end; i++) { + for (int j = y_start; j <= y_end; j++) { + for (int k = z_start; z <= z_end; k++) { + int curr_idx = gridIndex3Dto1D(i, j, k, gridResolution); + + } + } + } + } + particleArrayIndices[index]; } __global__ void kernUpdateVelNeighborSearchCoherent( @@ -419,6 +516,13 @@ void Boids::stepSimulationScatteredGrid(float dt) { // - Perform velocity updates using neighbor search // - Update positions // - Ping-pong buffers as needed + dim3 fullBlocksPerGrid((numObjects + blockSize - 1) / blockSize); + kernResetIntBuffer<<>>(gridCellCount, dev_particleGridIndices, -1); + kernComputeIndices<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, pos, dev_particleArrayIndices, dev_particleGridIndices); + thrust::sort_by_key(dev_particleGridIndices, dev_particleGridIndices + numObjects, dev_particleArrayIndices); + kernIdentifyCellStartEnd << > > (gridCellCount, dev_particleGridIndices, dev_gridCellStartIndices, dev_gridCellEndIndices); + kernUpdateVelNeighborSearchScattered << > > (numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, gridCellWidth, + dev_gridCellStartIndices, dev_gridCellEndIndices, dev_particleArrayIndices, dev_pos, dev_vel1, dev_vel2); } void Boids::stepSimulationCoherentGrid(float dt) { From 100d0a61ff60a0c330fb2694908ef00e5c99764d Mon Sep 17 00:00:00 2001 From: WEIYU DU Date: Sat, 12 Sep 2020 23:55:03 -0400 Subject: [PATCH 03/13] 2.1 in progress --- src/kernel.cu | 116 ++++++++++++++++++++++++++++++++++++-------------- src/main.cpp | 2 +- 2 files changed, 85 insertions(+), 33 deletions(-) diff --git a/src/kernel.cu b/src/kernel.cu index 7f42174..7825f42 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -169,6 +169,18 @@ 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(); } @@ -345,8 +357,7 @@ __global__ void kernComputeIndices(int N, int gridResolution, glm::vec3 index_3d = glm::floor((curr_pos - gridMin)* inverseCellWidth); int index_1d = gridIndex3Dto1D(int(index_3d.x), int(index_3d.y), int(index_3d.z), gridResolution); indices[index] = index; - gridIndices[index] = index_id; - + gridIndices[index] = index_1d; } // LOOK-2.1 Consider how this could be useful for indicating that a cell @@ -382,21 +393,6 @@ __global__ void kernIdentifyCellStartEnd(int N, int* particleGridIndices, } } -__device__ glm::vec3 getCenter(int index, int gridResolution, glm::vec3 gridMin, float gridCellWidth) { - int z = index % (gridResolution * gridResolution); - index -= z * gridResolution * gridResolution; - int y = index % gridResolution; - int x = index - y * gridResolution; - - // compute center - glm::vec3 center = glm::vec3(0.f, 0.f, 0.f); - center.x = gridMin.x + x * gridCellWidth - gridCellWidth * 0.5; - center.y = gridMin.y + y * gridCellWidth - gridCellWidth * 0.5; - center.z = gridMin.z + z * gridCellWidth - gridCellWidth * 0.5; - - return center; -} - __global__ void kernUpdateVelNeighborSearchScattered( int N, int gridResolution, glm::vec3 gridMin, float inverseCellWidth, float cellWidth, @@ -417,22 +413,31 @@ __global__ void kernUpdateVelNeighborSearchScattered( } int start = gridCellStartIndices[index]; int end = gridCellEndIndices[index]; + if (start == -1 && end == -1) { + return; + } + for (int i = start; i <= end; i++) { int boid_index = particleArrayIndices[i]; - int z = index % (gridResolution * gridResolution); + int z = index / (gridResolution * gridResolution); index -= z * gridResolution * gridResolution; - int y = index % gridResolution; + int y = index / gridResolution; int x = index - y * gridResolution; // compute center glm::vec3 center = glm::vec3(0.f, 0.f, 0.f); - center.x = gridMin.x + x * gridCellWidth - gridCellWidth * 0.5; - center.y = gridMin.y + y * gridCellWidth - gridCellWidth * 0.5; - center.z = gridMin.z + z * gridCellWidth - gridCellWidth * 0.5; + center.x = gridMin.x + x * cellWidth - cellWidth * 0.5; + center.y = gridMin.y + y * cellWidth - cellWidth * 0.5; + center.z = gridMin.z + z * cellWidth - cellWidth * 0.5; // check which cells - int x_start, x_end, y_start, y_end, z_start, z_end = 0; + int x_start = 0; + int x_end = 0; + int y_start = 0; + int y_end = 0; + int z_start = 0; + int z_end = 0; if (pos[boid_index].x > center.x) { x_start = x; x_end = imin(x + 1, gridResolution); @@ -457,16 +462,54 @@ __global__ void kernUpdateVelNeighborSearchScattered( z_start = imax(z - 1, 0); z_end = z; } - for (int i = x_start; i <= x_end; i++) { + glm::vec3 vel_change = glm::vec3(0.f, 0.f, 0.f); + glm::vec3 perceived_center = glm::vec3(0.f, 0.f, 0.f); + glm::vec3 c = glm::vec3(0.f, 0.f, 0.f); + glm::vec3 perceived_velocity = glm::vec3(0.f, 0.f, 0.f); + int num_rule1 = 0; + int num_rule3 = 0; + + for (int m = x_start; m <= x_end; m++) { for (int j = y_start; j <= y_end; j++) { for (int k = z_start; z <= z_end; k++) { - int curr_idx = gridIndex3Dto1D(i, j, k, gridResolution); - + int curr_idx = gridIndex3Dto1D(m, j, k, gridResolution); + for (int l = gridCellStartIndices[curr_idx]; l <= gridCellEndIndices[curr_idx]; l++) { + int neighbor_b = particleArrayIndices[l]; + // rule 1 + if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule1Distance) { + perceived_center += pos[neighbor_b]; + num_rule1++; + } + // rule 2 + if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule2Distance) { + c -= (pos[neighbor_b] - pos[boid_index]); + } + // rule 3 + if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule3Distance) { + perceived_velocity += vel1[neighbor_b]; + num_rule3++; + } + } } } } + if (num_rule1 != 0) { + perceived_center /= num_rule1; + vel_change += (perceived_center - pos[index]) * rule1Scale; + } + vel_change += c * rule2Scale; + if (num_rule3 != 0) { + perceived_velocity /= num_rule3; + vel_change += perceived_velocity * rule3Scale; + } + glm::vec3 new_vel = vel1[boid_index] + vel_change; + if (glm::length(new_vel) > maxSpeed) { + vel2[boid_index] = maxSpeed * glm::normalize(new_vel); + } + else { + vel2[boid_index] = new_vel; + } } - particleArrayIndices[index]; } __global__ void kernUpdateVelNeighborSearchCoherent( @@ -517,11 +560,16 @@ void Boids::stepSimulationScatteredGrid(float dt) { // - Update positions // - Ping-pong buffers as needed dim3 fullBlocksPerGrid((numObjects + blockSize - 1) / blockSize); - kernResetIntBuffer<<>>(gridCellCount, dev_particleGridIndices, -1); - kernComputeIndices<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, pos, dev_particleArrayIndices, dev_particleGridIndices); - thrust::sort_by_key(dev_particleGridIndices, dev_particleGridIndices + numObjects, dev_particleArrayIndices); - kernIdentifyCellStartEnd << > > (gridCellCount, dev_particleGridIndices, dev_gridCellStartIndices, dev_gridCellEndIndices); - kernUpdateVelNeighborSearchScattered << > > (numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, gridCellWidth, + dim3 fullBlocksPerGridCell((gridCellCount + blockSize - 1) / blockSize); + //kernResetIntBuffer<<>>(numObjects, dev_particleGridIndices, -1); + //kernResetIntBuffer << > > (numObjects, dev_particleArrayIndices, -1); + + kernComputeIndices<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, dev_pos, dev_particleArrayIndices, dev_particleGridIndices); + thrust::sort_by_key(dev_thrust_particleGridIndices, dev_thrust_particleGridIndices + numObjects, dev_thrust_particleArrayIndices); + kernResetIntBuffer << > > (gridCellCount, dev_gridCellStartIndices, -1); + kernResetIntBuffer << > > (gridCellCount, dev_gridCellEndIndices, -1); + kernIdentifyCellStartEnd << > > (gridCellCount, dev_particleGridIndices, dev_gridCellStartIndices, dev_gridCellEndIndices); + kernUpdateVelNeighborSearchScattered << > > (gridCellCount, gridSideCount, gridMinimum, gridInverseCellWidth, gridCellWidth, dev_gridCellStartIndices, dev_gridCellEndIndices, dev_particleArrayIndices, dev_pos, dev_vel1, dev_vel2); } @@ -549,6 +597,10 @@ 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_gridCellStartIndices); + cudaFree(dev_gridCellEndIndices); } void Boids::unitTest() { diff --git a/src/main.cpp b/src/main.cpp index b82c8c6..063a977 100644 --- a/src/main.cpp +++ b/src/main.cpp @@ -14,7 +14,7 @@ // LOOK-2.1 LOOK-2.3 - toggles for UNIFORM_GRID and COHERENT_GRID #define VISUALIZE 1 -#define UNIFORM_GRID 0 +#define UNIFORM_GRID 1 #define COHERENT_GRID 0 // LOOK-1.2 - change this to adjust particle count in the simulation From 2d45e4073da055a2ac0f8fe013cc65b0b8e3cd00 Mon Sep 17 00:00:00 2001 From: WEIYU DU Date: Sun, 13 Sep 2020 13:38:21 -0400 Subject: [PATCH 04/13] 2.1 in progress --- src/kernel.cu | 200 ++++++++++++++++++++++++-------------------------- 1 file changed, 97 insertions(+), 103 deletions(-) diff --git a/src/kernel.cu b/src/kernel.cu index 7825f42..27342e8 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -379,17 +379,16 @@ __global__ void kernIdentifyCellStartEnd(int N, int* particleGridIndices, if (index >= N) { return; } - + int curr_grid = particleGridIndices[index]; if (index == 0) { - gridCellStartIndices[particleGridIndices[index]] = index; - gridCellEndIndices[particleGridIndices[index]] = index; + gridCellStartIndices[curr_grid] = 0; + return; } - else { - if (particleGridIndices[index - 1] != particleGridIndices[index]) { - gridCellEndIndices[particleGridIndices[index - 1]] = index - 1; - gridCellStartIndices[particleGridIndices[index]] = index; - gridCellEndIndices[particleGridIndices[index]] = index; - } + int prev_grid = particleGridIndices[index - 1]; + if (curr_grid != prev_grid) { + gridCellEndIndices[prev_grid] = index - 1; + gridCellStartIndices[curr_grid] = index; + gridCellEndIndices[curr_grid] = index; } } @@ -411,105 +410,94 @@ __global__ void kernUpdateVelNeighborSearchScattered( if (index >= N) { return; } - int start = gridCellStartIndices[index]; - int end = gridCellEndIndices[index]; - if (start == -1 && end == -1) { - return; + + int boid_index = particleArrayIndices[index]; + glm::vec3 coord = (pos[boid_index] - gridMin) * inverseCellWidth; + glm::vec3 index_3d = glm::floor(coord); + int x = int(index_3d.x); + int y = int(index_3d.y); + int z = int(index_3d.z); + + int x_start = x; + int y_start = y; + int z_start = z; + int x_end = imin(x + 1, gridResolution - 1); + int y_end = imin(y + 1, gridResolution - 1); + int z_end = imin(z + 1, gridResolution - 1); + + if (coord.x <= index_3d.x + 0.5) { + x_start = imax(x - 1, 0); + x_end = x; } - for (int i = start; i <= end; i++) { - int boid_index = particleArrayIndices[i]; - - int z = index / (gridResolution * gridResolution); - index -= z * gridResolution * gridResolution; - int y = index / gridResolution; - int x = index - y * gridResolution; - - // compute center - glm::vec3 center = glm::vec3(0.f, 0.f, 0.f); - center.x = gridMin.x + x * cellWidth - cellWidth * 0.5; - center.y = gridMin.y + y * cellWidth - cellWidth * 0.5; - center.z = gridMin.z + z * cellWidth - cellWidth * 0.5; - - // check which cells - int x_start = 0; - int x_end = 0; - int y_start = 0; - int y_end = 0; - int z_start = 0; - int z_end = 0; - if (pos[boid_index].x > center.x) { - x_start = x; - x_end = imin(x + 1, gridResolution); - } - else { - x_start = imax(x - 1, 0); - x_end = x; - } - if (pos[boid_index].y > center.y) { - y_start = y; - y_end = imin(y + 1, gridResolution); - } - else { - y_start = imax(y - 1, 0); - y_end = y; - } - if (pos[boid_index].z > center.z) { - z_start = z; - z_end = imin(z + 1, gridResolution); - } - else { - z_start = imax(z - 1, 0); - z_end = z; - } - glm::vec3 vel_change = glm::vec3(0.f, 0.f, 0.f); - glm::vec3 perceived_center = glm::vec3(0.f, 0.f, 0.f); - glm::vec3 c = glm::vec3(0.f, 0.f, 0.f); - glm::vec3 perceived_velocity = glm::vec3(0.f, 0.f, 0.f); - int num_rule1 = 0; - int num_rule3 = 0; - - for (int m = x_start; m <= x_end; m++) { - for (int j = y_start; j <= y_end; j++) { - for (int k = z_start; z <= z_end; k++) { - int curr_idx = gridIndex3Dto1D(m, j, k, gridResolution); - for (int l = gridCellStartIndices[curr_idx]; l <= gridCellEndIndices[curr_idx]; l++) { - int neighbor_b = particleArrayIndices[l]; - // rule 1 - if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule1Distance) { - perceived_center += pos[neighbor_b]; - num_rule1++; - } - // rule 2 - if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule2Distance) { - c -= (pos[neighbor_b] - pos[boid_index]); - } - // rule 3 - if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule3Distance) { - perceived_velocity += vel1[neighbor_b]; - num_rule3++; - } + if (coord.y <= index_3d.y + 0.5) { + y_start = imax(y - 1, 0); + y_end = y; + } + + if (coord.z <= index_3d.z + 0.5) { + z_start = imax(z - 1, 0); + z_end = z; + } + + glm::vec3 vel_change = glm::vec3(0.f, 0.f, 0.f); + glm::vec3 perceived_center = glm::vec3(0.f, 0.f, 0.f); + glm::vec3 c = glm::vec3(0.f, 0.f, 0.f); + glm::vec3 perceived_velocity = glm::vec3(0.f, 0.f, 0.f); + int num_rule1 = 0; + int num_rule3 = 0; + + for (int i = x_start; i <= x_end; i++) { + for (int j = y_start; j <= y_end; j++) { + for (int k = z_start; k <= z_end; k++) { + + int curr_idx = gridIndex3Dto1D(i, j, k, gridResolution); + + if (gridCellStartIndices[curr_idx] == -1 && gridCellEndIndices[curr_idx] == -1) { + continue; + } + + for (int l = gridCellStartIndices[curr_idx]; l <= gridCellEndIndices[curr_idx]; l++) { + int neighbor_b = particleArrayIndices[l]; + + // rule 1 + if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule1Distance) { + perceived_center += pos[neighbor_b]; + num_rule1++; + } + // rule 2 + if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule2Distance) { + c -= (pos[neighbor_b] - pos[boid_index]); + } + // rule 3 + if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule3Distance) { + perceived_velocity += vel1[neighbor_b]; + num_rule3++; } + } + } } - if (num_rule1 != 0) { - perceived_center /= num_rule1; - vel_change += (perceived_center - pos[index]) * rule1Scale; - } - vel_change += c * rule2Scale; - if (num_rule3 != 0) { - perceived_velocity /= num_rule3; - vel_change += perceived_velocity * rule3Scale; - } - glm::vec3 new_vel = vel1[boid_index] + vel_change; - if (glm::length(new_vel) > maxSpeed) { - vel2[boid_index] = maxSpeed * glm::normalize(new_vel); - } - else { - vel2[boid_index] = new_vel; - } } + + if (num_rule1 != 0) { + perceived_center /= num_rule1; + vel_change += (perceived_center - pos[index]) * rule1Scale; + } + vel_change += c * rule2Scale; + if (num_rule3 != 0) { + perceived_velocity /= num_rule3; + vel_change += perceived_velocity * rule3Scale; + } + glm::vec3 new_vel = vel1[boid_index] + vel_change; + if (glm::length(new_vel) > maxSpeed) { + vel2[boid_index] = maxSpeed * glm::normalize(new_vel); + } + else { + vel2[boid_index] = new_vel; + } + } __global__ void kernUpdateVelNeighborSearchCoherent( @@ -559,6 +547,7 @@ void Boids::stepSimulationScatteredGrid(float dt) { // - Perform velocity updates using neighbor search // - Update positions // - Ping-pong buffers as needed + dim3 fullBlocksPerGrid((numObjects + blockSize - 1) / blockSize); dim3 fullBlocksPerGridCell((gridCellCount + blockSize - 1) / blockSize); //kernResetIntBuffer<<>>(numObjects, dev_particleGridIndices, -1); @@ -568,9 +557,14 @@ void Boids::stepSimulationScatteredGrid(float dt) { thrust::sort_by_key(dev_thrust_particleGridIndices, dev_thrust_particleGridIndices + numObjects, dev_thrust_particleArrayIndices); kernResetIntBuffer << > > (gridCellCount, dev_gridCellStartIndices, -1); kernResetIntBuffer << > > (gridCellCount, dev_gridCellEndIndices, -1); - kernIdentifyCellStartEnd << > > (gridCellCount, dev_particleGridIndices, dev_gridCellStartIndices, dev_gridCellEndIndices); - kernUpdateVelNeighborSearchScattered << > > (gridCellCount, gridSideCount, gridMinimum, gridInverseCellWidth, gridCellWidth, + 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); + kernUpdatePos << > > (numObjects, dt, dev_pos, dev_vel2); + glm::vec3* tmp; + tmp = dev_vel2; + dev_vel2 = dev_vel1; + dev_vel1 = tmp; } void Boids::stepSimulationCoherentGrid(float dt) { From a2dd4d2d67500870616f824b489bc595a27fa5a5 Mon Sep 17 00:00:00 2001 From: WEIYU DU Date: Sun, 13 Sep 2020 17:40:32 -0400 Subject: [PATCH 05/13] coding complete --- src/kernel.cu | 165 ++++++++++++++++++++++++++++++++++++++++++++++---- src/main.cpp | 2 +- 2 files changed, 153 insertions(+), 14 deletions(-) diff --git a/src/kernel.cu b/src/kernel.cu index 27342e8..72c69fc 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -85,6 +85,7 @@ 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_pos2; // LOOK-2.1 - Grid parameters based on simulation parameters. // These are automatically computed for you in Boids::initSimulation @@ -180,7 +181,8 @@ void Boids::initSimulation(int N) { dev_thrust_particleArrayIndices = thrust::device_ptr(dev_particleArrayIndices); dev_thrust_particleGridIndices = thrust::device_ptr(dev_particleGridIndices); - + cudaMalloc((void**)&dev_pos2, N * sizeof(glm::vec3)); + checkCUDAErrorWithLine("cudaMalloc dev_pos2 failed!"); cudaDeviceSynchronize(); } @@ -384,11 +386,14 @@ __global__ void kernIdentifyCellStartEnd(int N, int* particleGridIndices, gridCellStartIndices[curr_grid] = 0; return; } + else if (index == N - 1) { + gridCellEndIndices[curr_grid] = index; + return; + } int prev_grid = particleGridIndices[index - 1]; if (curr_grid != prev_grid) { gridCellEndIndices[prev_grid] = index - 1; gridCellStartIndices[curr_grid] = index; - gridCellEndIndices[curr_grid] = index; } } @@ -459,18 +464,21 @@ __global__ void kernUpdateVelNeighborSearchScattered( for (int l = gridCellStartIndices[curr_idx]; l <= gridCellEndIndices[curr_idx]; l++) { int neighbor_b = particleArrayIndices[l]; - + if (neighbor_b == boid_index) { + continue; + } + float dist = glm::distance(pos[neighbor_b], pos[boid_index]); // rule 1 - if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule1Distance) { + if (dist < rule1Distance) { perceived_center += pos[neighbor_b]; num_rule1++; } // rule 2 - if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule2Distance) { + if (dist < rule2Distance) { c -= (pos[neighbor_b] - pos[boid_index]); } // rule 3 - if (neighbor_b != boid_index && glm::distance(pos[neighbor_b], pos[boid_index]) < rule3Distance) { + if (dist < rule3Distance) { perceived_velocity += vel1[neighbor_b]; num_rule3++; } @@ -483,7 +491,7 @@ __global__ void kernUpdateVelNeighborSearchScattered( if (num_rule1 != 0) { perceived_center /= num_rule1; - vel_change += (perceived_center - pos[index]) * rule1Scale; + vel_change += (perceived_center - pos[boid_index]) * rule1Scale; } vel_change += c * rule2Scale; if (num_rule3 != 0) { @@ -500,6 +508,17 @@ __global__ void kernUpdateVelNeighborSearchScattered( } +__global__ void kernSortPosVel(int N, int* particleArrayIndices, glm::vec3* pos, + glm::vec3* pos2, glm::vec3* vel1, glm::vec3* vel2) { + int index = threadIdx.x + (blockIdx.x * blockDim.x); + if (index >= N) { + return; + } + pos2[index] = pos[particleArrayIndices[index]]; + vel2[index] = vel1[particleArrayIndices[index]]; + return; +} + __global__ void kernUpdateVelNeighborSearchCoherent( int N, int gridResolution, glm::vec3 gridMin, float inverseCellWidth, float cellWidth, @@ -517,6 +536,98 @@ __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 boid_index = threadIdx.x + (blockIdx.x * blockDim.x); + if (boid_index >= N) { + return; + } + + glm::vec3 coord = (pos[boid_index] - gridMin) * inverseCellWidth; + glm::vec3 index_3d = glm::floor(coord); + int x = int(index_3d.x); + int y = int(index_3d.y); + int z = int(index_3d.z); + + int x_start = x; + int y_start = y; + int z_start = z; + int x_end = imin(x + 1, gridResolution - 1); + int y_end = imin(y + 1, gridResolution - 1); + int z_end = imin(z + 1, gridResolution - 1); + + if (coord.x <= index_3d.x + 0.5) { + x_start = imax(x - 1, 0); + x_end = x; + } + + if (coord.y <= index_3d.y + 0.5) { + y_start = imax(y - 1, 0); + y_end = y; + } + + if (coord.z <= index_3d.z + 0.5) { + z_start = imax(z - 1, 0); + z_end = z; + } + + glm::vec3 vel_change = glm::vec3(0.f, 0.f, 0.f); + glm::vec3 perceived_center = glm::vec3(0.f, 0.f, 0.f); + glm::vec3 c = glm::vec3(0.f, 0.f, 0.f); + glm::vec3 perceived_velocity = glm::vec3(0.f, 0.f, 0.f); + int num_rule1 = 0; + int num_rule3 = 0; + + for (int k = z_start; k <= z_end; k++) { + for (int j = y_start; j <= y_end; j++) { + for (int i = x_start; i <= x_end; i++) { + + int curr_idx = gridIndex3Dto1D(i, j, k, gridResolution); + + if (gridCellStartIndices[curr_idx] == -1 && gridCellEndIndices[curr_idx] == -1) { + continue; + } + + for (int l = gridCellStartIndices[curr_idx]; l <= gridCellEndIndices[curr_idx]; l++) { + if (l == boid_index) { + continue; + } + float dist = glm::distance(pos[l], pos[boid_index]); + // rule 1 + if (dist < rule1Distance) { + perceived_center += pos[l]; + num_rule1++; + } + // rule 2 + if (dist < rule2Distance) { + c -= (pos[l] - pos[boid_index]); + } + // rule 3 + if (dist < rule3Distance) { + perceived_velocity += vel1[l]; + num_rule3++; + } + + } + + } + } + } + + if (num_rule1 != 0) { + perceived_center /= num_rule1; + vel_change += (perceived_center - pos[boid_index]) * rule1Scale; + } + vel_change += c * rule2Scale; + if (num_rule3 != 0) { + perceived_velocity /= num_rule3; + vel_change += perceived_velocity * rule3Scale; + } + glm::vec3 new_vel = vel1[boid_index] + vel_change; + if (glm::length(new_vel) > maxSpeed) { + vel2[boid_index] = maxSpeed * glm::normalize(new_vel); + } + else { + vel2[boid_index] = new_vel; + } } /** @@ -550,16 +661,16 @@ void Boids::stepSimulationScatteredGrid(float dt) { dim3 fullBlocksPerGrid((numObjects + blockSize - 1) / blockSize); dim3 fullBlocksPerGridCell((gridCellCount + blockSize - 1) / blockSize); - //kernResetIntBuffer<<>>(numObjects, dev_particleGridIndices, -1); - //kernResetIntBuffer << > > (numObjects, dev_particleArrayIndices, -1); - kernComputeIndices<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, dev_pos, dev_particleArrayIndices, dev_particleGridIndices); + kernComputeIndices<<>>(numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, + dev_pos, dev_particleArrayIndices, dev_particleGridIndices); thrust::sort_by_key(dev_thrust_particleGridIndices, dev_thrust_particleGridIndices + numObjects, dev_thrust_particleArrayIndices); kernResetIntBuffer << > > (gridCellCount, dev_gridCellStartIndices, -1); kernResetIntBuffer << > > (gridCellCount, dev_gridCellEndIndices, -1); - 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); + 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); kernUpdatePos << > > (numObjects, dt, dev_pos, dev_vel2); glm::vec3* tmp; tmp = dev_vel2; @@ -583,6 +694,32 @@ 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); + dim3 fullBlocksPerGridCell((gridCellCount + blockSize - 1) / blockSize); + + kernComputeIndices << > > (numObjects, gridSideCount, gridMinimum, gridInverseCellWidth, + dev_pos, dev_particleArrayIndices, dev_particleGridIndices); + thrust::sort_by_key(dev_thrust_particleGridIndices, dev_thrust_particleGridIndices + numObjects, dev_thrust_particleArrayIndices); + kernSortPosVel << >>(numObjects, dev_particleArrayIndices, dev_pos, dev_pos2, dev_vel1, dev_vel2); + glm::vec3* tmp; + tmp = dev_vel2; + dev_vel2 = dev_vel1; + dev_vel1 = tmp; + + tmp = dev_pos2; + dev_pos2 = dev_pos; + dev_pos = tmp; + kernResetIntBuffer << > > (gridCellCount, dev_gridCellStartIndices, -1); + kernResetIntBuffer << > > (gridCellCount, dev_gridCellEndIndices, -1); + kernIdentifyCellStartEnd << > > (numObjects, dev_particleGridIndices, + dev_gridCellStartIndices, dev_gridCellEndIndices); + kernUpdateVelNeighborSearchCoherent << > > (numObjects, gridSideCount, gridMinimum, + gridInverseCellWidth, gridCellWidth, dev_gridCellStartIndices, dev_gridCellEndIndices, dev_pos, dev_vel1, dev_vel2); + kernUpdatePos << > > (numObjects, dt, dev_pos, dev_vel2); + + tmp = dev_vel2; + dev_vel2 = dev_vel1; + dev_vel1 = tmp; } void Boids::endSimulation() { @@ -595,6 +732,8 @@ void Boids::endSimulation() { cudaFree(dev_particleGridIndices); cudaFree(dev_gridCellStartIndices); cudaFree(dev_gridCellEndIndices); + + cudaFree(dev_pos2); } void Boids::unitTest() { diff --git a/src/main.cpp b/src/main.cpp index 063a977..a908587 100644 --- a/src/main.cpp +++ b/src/main.cpp @@ -13,7 +13,7 @@ // ================ // LOOK-2.1 LOOK-2.3 - toggles for UNIFORM_GRID and COHERENT_GRID -#define VISUALIZE 1 +#define VISUALIZE 0 #define UNIFORM_GRID 1 #define COHERENT_GRID 0 From 4eb0f3720af8e469f6d9382f9e4e2beb033187e0 Mon Sep 17 00:00:00 2001 From: WEIYU DU Date: Sun, 13 Sep 2020 19:11:20 -0400 Subject: [PATCH 06/13] assignment finished --- src/kernel.cu | 4 ++-- src/main.cpp | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/src/kernel.cu b/src/kernel.cu index 72c69fc..9a3a296 100644 --- a/src/kernel.cu +++ b/src/kernel.cu @@ -458,7 +458,7 @@ __global__ void kernUpdateVelNeighborSearchScattered( int curr_idx = gridIndex3Dto1D(i, j, k, gridResolution); - if (gridCellStartIndices[curr_idx] == -1 && gridCellEndIndices[curr_idx] == -1) { + if (gridCellStartIndices[curr_idx] == -1) { continue; } @@ -582,7 +582,7 @@ __global__ void kernUpdateVelNeighborSearchCoherent( int curr_idx = gridIndex3Dto1D(i, j, k, gridResolution); - if (gridCellStartIndices[curr_idx] == -1 && gridCellEndIndices[curr_idx] == -1) { + if (gridCellStartIndices[curr_idx] == -1) { continue; } diff --git a/src/main.cpp b/src/main.cpp index a908587..c81ea5b 100644 --- a/src/main.cpp +++ b/src/main.cpp @@ -14,7 +14,7 @@ // LOOK-2.1 LOOK-2.3 - toggles for UNIFORM_GRID and COHERENT_GRID #define VISUALIZE 0 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