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tile_processor_gpu
Commit 11455aa9 authored by Andrey Filippov's avatar Andrey Filippov
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compared with java, disabled duplicate function to reduce ptx size

parent 9619c4ac
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Showing with 670 additions and 67 deletions
src/TileProcessor.cuh
View file @ 11455aa9
......@@ -73,6 +73,7 @@
#define THREADS_DYNAMIC_BITS 5 // treads in block for CDP creation of the texture list
#undef HAS_PRINTF
//#define HAS_PRINTF
//7
//#define DEBUG1 1
//#define DEBUG2 1
......@@ -85,6 +86,9 @@
#define DEBUG8 1
#define DEBUG9 1
*/
#define DEBUG10 1
//#define USE_textures_gen
#endif //#ifndef JCUDA
......@@ -1128,7 +1132,8 @@ extern "C"
__global__ void mark_texture_neighbor_tiles(
struct tp_task * gpu_tasks,
int num_tiles, // number of tiles in task list
int * gpu_texture_indices); // packed tile + bits (now only (1 << 7)
int * gpu_texture_indices, // packed tile + bits (now only (1 << 7)
int * woi); // x,y,width,height of the woi
extern "C"
__global__ void gen_texture_list(
struct tp_task * gpu_tasks,
......@@ -1137,6 +1142,36 @@ __global__ void gen_texture_list(
int * num_texture_tiles, // number of texture tiles to process
int * woi); // x,y,width,height of the woi
extern "C" __global__ void clear_texture_rbga(
int texture_width,
int texture_slice_height,
const size_t texture_rbga_stride, // in floats 8*stride
float * gpu_texture_tiles); // (number of colors +1 + ?)*16*16 rgba texture tiles
extern "C" __global__ void textures_accumulate(
int border_tile, // if 1 - watch for border
int * woi, // x, y, width,height
float ** gpu_clt, // [NUM_CAMS] ->[TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
size_t num_texture_tiles, // number of texture tiles to process
int * gpu_texture_indices,// packed tile + bits (now only (1 << 7)
float * gpu_port_offsets, // relative ports x,y offsets - just to scale differences, may be approximate
int colors, // number of colors (3/1)
int is_lwir, // do not perform shot correction
float min_shot, // 10.0
float scale_shot, // 3.0
float diff_sigma, // pixel value/pixel change
float diff_threshold, // pixel value/pixel change
float min_agree, // minimal number of channels to agree on a point (real number to work with fuzzy averages)
float weight0, // scale for R
float weight1, // scale for B
float weight2, // scale for G
int dust_remove, // Do not reduce average weight when only one image differs much from the average
int keep_weights, // return channel weights after A in RGBA (was removed) (should be 0 if gpu_texture_rbg)?
// combining both non-overlap and overlap (each calculated if pointer is not null )
size_t texture_rbg_stride, // in floats
float * gpu_texture_rbg, // (number of colors +1 + ?)*16*16 rgba texture tiles
size_t texture_stride, // in floats (now 256*4 = 1024)
float * gpu_texture_tiles); // (number of colors +1 + ?)*16*16 rgba texture tiles
extern "C"
__global__ void correlate2D(
float ** gpu_clt, // [NUM_CAMS] ->[TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
......@@ -1407,6 +1442,175 @@ Java code:
}
#define USE_CDP
#ifdef USE_CDP
extern "C"
__global__ void generate_RBGA(
// Parameters to generate texture tasks
struct tp_task * gpu_tasks,
int num_tiles, // number of tiles in task list
// declare arrays in device code?
int * gpu_texture_indices,// packed tile + bits (now only (1 << 7)
int * num_texture_tiles, // number of texture tiles to process (8 separate elements for accumulation)
int * woi, // x,y,width,height of the woi
int width, // <= TILESX, use for faster processing of LWIR images (should be actual + 1)
int height, // <= TILESY, use for faster processing of LWIR images
// Parameters for the texture generation
float ** gpu_clt, // [NUM_CAMS] ->[TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
float * gpu_port_offsets, // relative ports x,y offsets - just to scale differences, may be approximate
int colors, // number of colors (3/1)
int is_lwir, // do not perform shot correction
float min_shot, // 10.0
float scale_shot, // 3.0
float diff_sigma, // pixel value/pixel change
float diff_threshold, // pixel value/pixel change
float min_agree, // minimal number of channels to agree on a point (real number to work with fuzzy averages)
float weight0, // scale for R
float weight1, // scale for B
float weight2, // scale for G
int dust_remove, // Do not reduce average weight when only one image differs much from the average
int keep_weights, // return channel weights after A in RGBA (was removed)
const size_t texture_rbga_stride, // in floats
float * gpu_texture_tiles) // (number of colors +1 + ?)*16*16 rgba texture tiles
{
// TODO use atomic_add to increment num_texture_tiles
// TODO calculate woi
dim3 threads0((1 << THREADS_DYNAMIC_BITS), 1, 1);
int blocks_x = (width + ((1 << THREADS_DYNAMIC_BITS) - 1)) >> THREADS_DYNAMIC_BITS;
dim3 blocks0 (blocks_x, height, 1);
if (threadIdx.x == 0) {
clear_texture_list<<<blocks0,threads0>>>(
gpu_texture_indices,
width,
height);
cudaDeviceSynchronize(); // not needed yet, just for testing
dim3 threads((1 << THREADS_DYNAMIC_BITS), 1, 1);
int blocks_t = (num_tiles + ((1 << THREADS_DYNAMIC_BITS)) -1) >> THREADS_DYNAMIC_BITS;//
dim3 blocks(blocks_t, 1, 1);
// mark used tiles in gpu_texture_indices memory
mark_texture_tiles <<<blocks,threads>>>(
gpu_tasks,
num_tiles, // number of tiles in task list
gpu_texture_indices); // packed tile + bits (now only (1 << 7)
cudaDeviceSynchronize();
// mark n/e/s/w used tiles from gpu_texture_indices memory to gpu_tasks lower 4 bits
*(woi + 0) = TILESX;
*(woi + 1) = TILESY;
*(woi + 2) = 0; // maximal x
*(woi + 3) = 0; // maximal y
mark_texture_neighbor_tiles <<<blocks,threads>>>(
gpu_tasks,
num_tiles, // number of tiles in task list
gpu_texture_indices, // packed tile + bits (now only (1 << 7)
woi); // min_x, min_y, max_x, max_y
cudaDeviceSynchronize();
// Generate tile indices list, upper 24 bits - tile index, lower 4 bits: n/e/s/w neighbors, bit 7 - set to 1
*(num_texture_tiles+0) = 0;
*(num_texture_tiles+1) = 0;
*(num_texture_tiles+2) = 0;
*(num_texture_tiles+3) = 0;
*(num_texture_tiles+4) = 0;
*(num_texture_tiles+5) = 0;
*(num_texture_tiles+6) = 0;
*(num_texture_tiles+7) = 0;
gen_texture_list <<<blocks,threads>>>(
gpu_tasks,
num_tiles, // number of tiles in task list
gpu_texture_indices,// packed tile + bits (now only (1 << 7)
num_texture_tiles, // number of texture tiles to process
woi); // x,y, here woi[2] = max_X, woi[3] - max-Y
cudaDeviceSynchronize(); // not needed yet, just for testing
*(woi + 2) += 1 - *(woi + 0); // width
*(woi + 3) += 1 - *(woi + 1); // height
}
__syncthreads();
// Zero output textures. Trim
// texture_rbga_stride
int texture_width = *(woi + 2) * DTT_SIZE;
int texture_tiles_height = *(woi + 3) * DTT_SIZE;
int texture_height = texture_tiles_height * DTT_SIZE;
int texture_slices = colors + 1;
if (threadIdx.x == 0) {
dim3 threads2((1 << THREADS_DYNAMIC_BITS), 1, 1);
int blocks_x = (texture_width + ((1 << THREADS_DYNAMIC_BITS) - 1)) >> THREADS_DYNAMIC_BITS;
dim3 blocks2 (blocks_x, texture_tiles_height * texture_slices, 1); // each thread - 8 vertical
clear_texture_rbga<<<blocks2,threads2>>>(
texture_width,
texture_tiles_height * texture_slices, // int texture_slice_height,
texture_rbga_stride, // const size_t texture_rbga_stride, // in floats 8*stride
gpu_texture_tiles) ; // float * gpu_texture_tiles);
// Run 8 times - first 4 1-tile offsets inner tiles (w/o verifying margins), then - 4 times with verification and ignoring 4-pixel
// oversize (border 16x116 tiles overhang by 4 pixels)
cudaDeviceSynchronize(); // not needed yet, just for testing
for (int pass = 0; pass < 8; pass++){
dim3 threads_texture(TEXTURE_THREADS_PER_TILE, NUM_CAMS, 1); // TEXTURE_TILES_PER_BLOCK, 1);
int border_tile = pass >> 2;
size_t ntt = *(num_texture_tiles + (2* (pass & 3)) + border_tile);
dim3 grid_texture((ntt + TEXTURE_TILES_PER_BLOCK-1) / TEXTURE_TILES_PER_BLOCK,1,1);
int ti_offset = (pass & 3) * (TILESX * (TILESYA >> 2)); // 1/4
if (border_tile){
ti_offset += TILESX * (TILESYA >> 2) - ntt;
}
/* */
textures_accumulate<<<grid_texture,threads_texture>>>(
border_tile, // int border_tile, // if 1 - watch for border
woi, // int * woi, // x, y, width,height
gpu_clt, // float ** gpu_clt, // [NUM_CAMS] ->[TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
ntt, // size_t num_texture_tiles, // number of texture tiles to process
gpu_texture_indices + ti_offset, // int * gpu_texture_indices,// packed tile + bits (now only (1 << 7)
gpu_port_offsets, // float * gpu_port_offsets, // relative ports x,y offsets - just to scale differences, may be approximate
colors, // int colors, // number of colors (3/1)
is_lwir, // int is_lwir, // do not perform shot correction
min_shot, // float min_shot, // 10.0
scale_shot, // float scale_shot, // 3.0
diff_sigma, // float diff_sigma, // pixel value/pixel change
diff_threshold, // float diff_threshold, // pixel value/pixel change
min_agree, // float min_agree, // minimal number of channels to agree on a point (real number to work with fuzzy averages)
weight0, // float weight0, // scale for R
weight1, // float weight1, // scale for B
weight2, // float weight2, // scale for G
dust_remove, // int dust_remove, // Do not reduce average weight when only one image differs much from the average
0, // int keep_weights, // return channel weights after A in RGBA (was removed) (should be 0 if gpu_texture_rbg)?
// combining both non-overlap and overlap (each calculated if pointer is not null )
texture_rbga_stride, // size_t texture_rbg_stride, // in floats
gpu_texture_tiles, // float * gpu_texture_rbg, // (number of colors +1 + ?)*16*16 rgba texture tiles
0, // size_t texture_stride, // in floats (now 256*4 = 1024)
gpu_texture_tiles); // (float *) 0 ); // float * gpu_texture_tiles); // (number of colors +1 + ?)*16*16 rgba texture tiles
/* */
}
}
__syncthreads();
}
// blockDim.x * gridDim.x >= width
extern "C" __global__ void clear_texture_rbga(
int texture_width,
int texture_slice_height,
const size_t texture_rbga_stride, // in floats 8*stride
float * gpu_texture_tiles) // (number of colors +1 + ?)*16*16 rgba texture tiles
{
int col = blockDim.x * blockIdx.x + threadIdx.x;
if (col > texture_width) {
return;
}
int row = (blockIdx.y << 3); // includes slices
float * pix = gpu_texture_tiles + col + row * texture_rbga_stride;
#pragma unroll
for (int n = 0; n < DTT_SIZE; n++) {
*(pix) = 0.0;
pix += texture_rbga_stride;
}
}
/**
* prepare list of texture tiles, woi, and calculate orthogonal neighbors for tiles (in 4 bits of the task field
* use 4x8=32 threads,
......@@ -1416,6 +1620,8 @@ __global__ void prepare_texture_list(
struct tp_task * gpu_tasks,
int num_tiles, // number of tiles in task list
int * gpu_texture_indices,// packed tile + bits (now only (1 << 7)
// modified to have 8 length - split each subsequence into non-border/border tiles. Non-border will grow up,
// border - down from the sam3\e 1/4 of the buffer
int * num_texture_tiles, // number of texture tiles to process (4 separate elements for accumulation)
int * woi, // x,y,width,height of the woi
int width, // <= TILESX, use for faster processing of LWIR images (should be actual + 1)
......@@ -1426,7 +1632,9 @@ __global__ void prepare_texture_list(
// int task_num = blockIdx.x;
// int tid = threadIdx.x; // maybe it will be just <<<1,1>>>
dim3 threads0((1 << THREADS_DYNAMIC_BITS), 1, 1);
int blocks_x = (width + 1) >> THREADS_DYNAMIC_BITS;
// int blocks_x = (width + 1) >> THREADS_DYNAMIC_BITS;
int blocks_x = (width + ((1 << THREADS_DYNAMIC_BITS) - 1)) >> THREADS_DYNAMIC_BITS;
dim3 blocks0 (blocks_x, height, 1);
if (threadIdx.x == 0) {
......@@ -1436,40 +1644,45 @@ __global__ void prepare_texture_list(
height);
cudaDeviceSynchronize(); // not needed yet, just for testing
dim3 threads((1 << THREADS_DYNAMIC_BITS), 1, 1);
int blocks_t = (num_tiles + 1) >> THREADS_DYNAMIC_BITS;//
int blocks_t = (num_tiles + ((1 << THREADS_DYNAMIC_BITS)) -1) >> THREADS_DYNAMIC_BITS;//
dim3 blocks(blocks_t, 1, 1);
// mark used tiles in gpu_texture_indices memory
mark_texture_tiles <<<blocks,threads>>>(
gpu_tasks,
num_tiles, // number of tiles in task list
gpu_texture_indices); // packed tile + bits (now only (1 << 7)
cudaDeviceSynchronize(); // not needed yet, just for testing
cudaDeviceSynchronize();
// mark n/e/s/w used tiles from gpu_texture_indices memory to gpu_tasks lower 4 bits
*(woi + 0) = TILESX;
*(woi + 1) = TILESY;
*(woi + 2) = 0; // maximal x
*(woi + 3) = 0; // maximal y
mark_texture_neighbor_tiles <<<blocks,threads>>>(
gpu_tasks,
num_tiles, // number of tiles in task list
gpu_texture_indices); // packed tile + bits (now only (1 << 7)
cudaDeviceSynchronize(); // not needed yet, just for testing
num_tiles, // number of tiles in task list
gpu_texture_indices, // packed tile + bits (now only (1 << 7)
woi); // min_x, min_y, max_x, max_y
cudaDeviceSynchronize();
// Generate tile indices list, upper 24 bits - tile index, lower 4 bits: n/e/s/w neighbors, bit 7 - set to 1
*(woi + 0) = TILESX;
*(woi + 1) = TILESY;
*(woi + 2) = 0;
*(woi + 3) = 0;
*(num_texture_tiles+0) = 0;
*(num_texture_tiles+1) = 0;
*(num_texture_tiles+2) = 0;
*(num_texture_tiles+3) = 0;
*(num_texture_tiles+4) = 0;
*(num_texture_tiles+5) = 0;
*(num_texture_tiles+6) = 0;
*(num_texture_tiles+7) = 0;
gen_texture_list <<<blocks,threads>>>(
gpu_tasks,
num_tiles, // number of tiles in task list
gpu_texture_indices, // packed tile + bits (now only (1 << 7)
gpu_texture_indices,// packed tile + bits (now only (1 << 7)
num_texture_tiles, // number of texture tiles to process
woi); // x,y,width,height of the woi
woi); // x,y, here woi[2] = max_X, woi[3] - max-Y
cudaDeviceSynchronize(); // not needed yet, just for testing
*(woi + 2) += 1 - *(woi + 0);
*(woi + 3) += 1 - *(woi + 1);
*(woi + 2) += 1 - *(woi + 0); // width
*(woi + 3) += 1 - *(woi + 1); // height
}
__syncthreads();
}
......@@ -1500,13 +1713,10 @@ __global__ void mark_texture_tiles(
if (task_num >= num_tiles) {
return; // nothing to do
}
// struct tp_task * gpu_task = &gpu_tasks[task_num];
// int task = gpu_task->task;
int task = gpu_tasks[task_num].task;
if (!(task & TASK_TEXTURE_BITS)){ // here any bit in TASK_TEXTURE_BITS is sufficient
return; // NOP tile
}
// int cxy = gpu_task->txy;
int cxy = gpu_tasks[task_num].txy;
*(gpu_texture_indices + (cxy & 0xffff) + (cxy >> 16) * TILESX) = 1;
}
......@@ -1517,7 +1727,9 @@ extern "C"
__global__ void mark_texture_neighbor_tiles(
struct tp_task * gpu_tasks,
int num_tiles, // number of tiles in task list
int * gpu_texture_indices) // packed tile + bits (now only (1 << 7)
int * gpu_texture_indices, // packed tile + bits (now only (1 << 7)
int * woi) // x,y,width,height of the woi
{
int task_num = blockDim.x * blockIdx.x + threadIdx.x;
if (task_num >= num_tiles) {
......@@ -1533,6 +1745,10 @@ __global__ void mark_texture_neighbor_tiles(
int cxy = gpu_tasks[task_num].txy;
int x = (cxy & 0xffff);
int y = (cxy >> 16);
atomicMin(woi+0, x);
atomicMin(woi+1, y);
atomicMax(woi+2, x);
atomicMax(woi+3, y);
int d = 0;
if ((y > 0) && *(gpu_texture_indices + x + (y - 1) * TILESX)) d |= (1 << TASK_TEXTURE_N_BIT);
if ((x < (TILESX - 1)) && *(gpu_texture_indices + (x + 1) + y * TILESX)) d |= (1 << TASK_TEXTURE_E_BIT);
......@@ -1547,45 +1763,44 @@ __global__ void gen_texture_list(
int num_tiles, // number of tiles in task list
int * gpu_texture_indices, // packed tile + bits (now only (1 << 7)
int * num_texture_tiles, // number of texture tiles to process
int * woi) // x,y,width,height of the woi
int * woi) // min_x, min_y, max_x, max_y input
{
// int *gpu_texture_indices1 = gpu_texture_indices0 + TILESX * (TILESYA >> 2);
// int *gpu_texture_indices2 = gpu_texture_indices1 + TILESX * (TILESYA >> 2);
// int *gpu_texture_indices3 = gpu_texture_indices2 + TILESX * (TILESYA >> 2);
int task_num = blockDim.x * blockIdx.x + threadIdx.x;
if (task_num >= num_tiles) {
return; // nothing to do
}
// struct tp_task * gpu_task = &gpu_tasks[task_num];
// int task = gpu_task->task;
int task = gpu_tasks[task_num].task & TASK_TEXTURE_BITS;
if (!task){ // here any bit in TASK_TEXTURE_BITS is sufficient
return; // NOP tile
}
// int cxy = gpu_task->txy;
int cxy = gpu_tasks[task_num].txy;
int x = (cxy & 0xffff);
int y = (cxy >> 16);
// int is_border = (x == woi[0]) || (y == woi[1]) || (x == woi[2]) || (y == woi[3]);
// don't care if calculate extra pixels that still fit into memory
int is_border = (x == woi[0]) || (y == woi[1]) || (x == (TILESX - 1)) || (y == (TILESY - 1));
if (x & 1) {
gpu_texture_indices += TILESX * (TILESYA >> 2); //TILESYA - 2 LSB == 00
num_texture_tiles += 1; // int *
num_texture_tiles += 2; // int *
}
if (y & 1) {
gpu_texture_indices += TILESX * (TILESYA >> 1);
num_texture_tiles += 2; // int *
num_texture_tiles += 4; // int *
}
if (is_border){
gpu_texture_indices += (TILESX * (TILESYA >> 2) - 1); // end of the buffer
num_texture_tiles += 1; // int *
}
// using atomic operation in global memory - slow, but as operations here are per-til, not per- pixel, it should be OK
atomicMin(woi+0, x);
atomicMin(woi+1, y);
atomicMax(woi+2, x);
atomicMax(woi+3, y);
*(gpu_texture_indices + atomicAdd(num_texture_tiles, 1)) = task | ((x + y * TILESX) << CORR_NTILE_SHIFT) | (1 << LIST_TEXTURE_BIT);
int buf_offset = atomicAdd(num_texture_tiles, 1);
if (is_border){
buf_offset = -buf_offset;
}
*(gpu_texture_indices + buf_offset) = task | ((x + y * TILESX) << CORR_NTILE_SHIFT) | (1 << LIST_TEXTURE_BIT);
}
//CORR_NTILE_SHIFT) | (1 << LIST_TEXTURE_BIT);
#endif //#ifdef USE_CDP
......@@ -1669,6 +1884,9 @@ __global__ void convert_correct_tiles(
}
}
}
//#undef USE_textures_gen
#ifdef USE_textures_gen
extern "C"
__global__ void textures_gen(
float ** gpu_clt, // [NUM_CAMS] ->[TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
......@@ -1933,10 +2151,347 @@ __global__ void textures_gen(
}
__syncthreads();// __syncwarp();
#endif
}
#endif // ifdef USE_textures_gen
extern "C"
__global__ void textures_accumulate(
int border_tile, // if 1 - watch for border
int * woi, // x, y, width,height
float ** gpu_clt, // [NUM_CAMS] ->[TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
size_t num_texture_tiles, // number of texture tiles to process
int * gpu_texture_indices,// packed tile + bits (now only (1 << 7)
float * gpu_port_offsets, // relative ports x,y offsets - just to scale differences, may be approximate
int colors, // number of colors (3/1)
int is_lwir, // do not perform shot correction
float min_shot, // 10.0
float scale_shot, // 3.0
float diff_sigma, // pixel value/pixel change
float diff_threshold, // pixel value/pixel change
float min_agree, // minimal number of channels to agree on a point (real number to work with fuzzy averages)
float weight0, // scale for R
float weight1, // scale for B
float weight2, // scale for G
int dust_remove, // Do not reduce average weight when only one image differs much from the average
int keep_weights, // return channel weights after A in RGBA (was removed) (should be 0 if gpu_texture_rbg)?
// combining both non-overlap and overlap (each calculated if pointer is not null )
size_t texture_rbg_stride, // in floats
float * gpu_texture_rbg, // (number of colors +1 + ?)*16*16 rgba texture tiles
size_t texture_stride, // in floats (now 256*4 = 1024)
float * gpu_texture_tiles) // (number of colors +1 + ?)*16*16 rgba texture tiles
{
float weights[3] = {weight0, weight1, weight2};
// will process exactly 4 cameras in one block (so this number is not adjustable here NUM_CAMS should be == 4 !
int camera_num = threadIdx.y;
int tile_indx = blockIdx.x; // * TEXTURE_TILES_PER_BLOCK + tile_in_block;
if (tile_indx >= num_texture_tiles){
return; // nothing to do
}
// get number of tile
int tile_code = gpu_texture_indices[tile_indx];
if ((tile_code & (1 << CORR_TEXTURE_BIT)) == 0){
return; // nothing to do
}
int tile_num = tile_code >> CORR_NTILE_SHIFT;
__shared__ float mclt_tiles [NUM_CAMS][NUM_COLORS][2*DTT_SIZE][DTT_SIZE21];
__shared__ union {
float clt_tiles [NUM_CAMS][NUM_COLORS][4][DTT_SIZE][DTT_SIZE1]; // NUM_CAMS == 4
float mclt_debayer [NUM_CAMS][NUM_COLORS][MCLT_UNION_LEN]; // to align with clt_tiles
} shr;
__shared__ union {
float mclt_tmp [NUM_CAMS][NUM_COLORS][DTT_SIZE2][DTT_SIZE21];
float rgbaw [NUM_COLORS + 1 + NUM_CAMS + NUM_COLORS + 1][DTT_SIZE2][DTT_SIZE21];
// add more
} shr1;
// __shared__ float port_weights[NUM_CAMS][DTT_SIZE2 * DTT_SIZE21];
// __shared__ float color_avg [NUM_CAMS][DTT_SIZE2 * DTT_SIZE21];
__shared__ float port_offsets[NUM_CAMS][2];
__shared__ float ports_rgb [NUM_CAMS][NUM_COLORS]; // return to system memory (optionally pass null to skip calculation)
__shared__ float max_diff [NUM_CAMS]; // return to system memory (optionally pass null to skip calculation)
if (threadIdx.x < 2){
port_offsets[camera_num][threadIdx.x] = * (gpu_port_offsets + 2 * camera_num + threadIdx.x);
}
#ifdef DBG_TILE
#ifdef DEBUG7
if ((tile_num == DBG_TILE) && (threadIdx.x == 0) && (threadIdx.y == 0)){
printf("\ntextures_gen tile = %d\n",tile_num);
// debug_print_clt1(clt_tile1, color, 0xf); //
// printf("\textures_gen tile = %d, pair=%d, color = %d CAMERA22\n",tile_num, corr_pair,color);
// debug_print_clt1(clt_tile2, color, 0xf); //
}
__syncthreads();// __syncwarp();
#endif
#endif
// serially for each color, parallel for each camera
// copy clt (frequency domain data)
for (int color = 0; color < colors; color++){
// int offs = (tile_num * NUM_COLORS + color) * (4 * DTT_SIZE * DTT_SIZE);
float * clt_tile = ((float *) shr.clt_tiles[camera_num][color]); // start of 4 * DTT_SIZE * DTT_SIZE block, no threadIdx.x here
float * clt_tilei = clt_tile + threadIdx.x;
float * gpu_tile = ((float *) gpu_clt[camera_num]) + (tile_num * NUM_COLORS + color) * (4 * DTT_SIZE * DTT_SIZE) + threadIdx.x;
float * mclt_tile = (float *) mclt_tiles [camera_num][color];
float * mclt_dst = (float *) shr.mclt_debayer[camera_num][color];
float * mclt_tmp = (float *) shr1.mclt_tmp[camera_num][color];
// float scale = 0.25;
#pragma unroll
for (int q = 0; q < 4; q++) {
float *lpf = lpf_data[(colors > 1)? color : 3] + threadIdx.x; // lpf_data[3] - mono
#pragma unroll
for (int i = 0; i < DTT_SIZE; i++){ // copy 32 rows (4 quadrants of 8 rows)
// *clt_tilei = *gpu_tile * (*lpf) * scale;
*clt_tilei = *gpu_tile * (*lpf);
clt_tilei += DTT_SIZE1;
gpu_tile += DTT_SIZE;
lpf += DTT_SIZE;
}
}
__syncthreads();
#ifdef DEBUG7
if ((tile_num == DBG_TILE) && (threadIdx.x == 0) && (threadIdx.y == 0)){
printf("\ntextures_gen LPF for color = %d\n",color);
debug_print_lpf(lpf_data[(colors > 1)? color : 3]);
printf("\ntextures_gen tile = %d, color = %d \n",tile_num, color);
debug_print_clt_scaled(clt_tile, color, 0xf, 0.25); //
}
__syncthreads();// __syncwarp();
#endif
// perform idct
imclt8threads(
0, // int do_acc, // 1 - add to previous value, 0 - overwrite
clt_tile, // [4][DTT_SIZE][DTT_SIZE1], // +1 to alternate column ports [4][8][9]
mclt_tile, // float * mclt_tile )
((tile_num == DBG_TILE) && (threadIdx.x == 0)));
__syncthreads();// __syncwarp();
#ifdef DEBUG7
if ((tile_num == DBG_TILE) && (threadIdx.x == 0) && (threadIdx.y == 0)){
printf("\ntextures_gen mclt color = %d\n",color);
debug_print_mclt(
mclt_tile, // [4][DTT_SIZE][DTT_SIZE1], // +1 to alternate column ports)
color);
}
__syncthreads();// __syncwarp();
#endif
if (colors > 1) {
debayer_shot(
(color < 2), // const int rb_mode, // 0 - green, 1 - r/b
min_shot, // float min_shot, // 10.0
scale_shot, // float scale_shot, // 3.0 (0.0 for mono)
mclt_tile, // float * mclt_src, // [2* DTT_SIZE][DTT_SIZE1+ DTT_SIZE], // +1 to alternate column ports[16][17]
mclt_dst, // float * mclt_dst, // [2* DTT_SIZE][DTT_SIZE1+ DTT_SIZE], // +1 to alternate column ports[16][17]
mclt_tmp, // float * mclt_tmp,
((tile_num == DBG_TILE) && (threadIdx.x == 0))); // int debug);
__syncthreads();// __syncwarp();
} else {
// copy? - no, just remember to use mclt_tile, not mclt_dst
// will have to copy mclt_tiles -> mclt_dst as they have different gaps
// untested copy for mono mode
#pragma unroll
for (int n = 0; n <= DTT_SIZE; n += DTT_SIZE){
float * msp = mclt_tile + threadIdx.x + n;
float * dst = mclt_dst + threadIdx.x + n;
#pragma unroll
for (int row = 0; row < DTT_SIZE2; row++){
*dst = *msp;
msp += DTT_SIZE21;
dst += DTT_SIZE21;
}
}
__syncthreads();
}
#ifdef DEBUG77
// float * mclt_dst = (float *) shr.mclt_debayer[camera_num][color];
for (int ccam = 0; ccam < NUM_CAMS; ccam++) {
if ((tile_num == DBG_TILE) && (threadIdx.x == 0) && (threadIdx.y == ccam)){
printf("\ntextures_gen AFTER DEBAER cam= %d, color = %d\n",threadIdx.y, color);
debug_print_mclt(
mclt_dst, // [4][DTT_SIZE][DTT_SIZE1], // +1 to alternate column ports)
-1);
printf("\ntextures_gen AFTER DEBAER0 cam= %d, color = %d\n",threadIdx.y, 0);
debug_print_mclt(
(float *) shr.mclt_debayer[ccam][0], // [4][DTT_SIZE][DTT_SIZE1], // +1 to alternate column ports)
-1);
}
__syncthreads();// __syncwarp();
}
__syncthreads();// __syncwarp();
#endif
} // for (int color = 0; color < colors; color++)
__syncthreads(); // __syncwarp();
/// return;
#ifdef DEBUG77
if ((tile_num == DBG_TILE) && (threadIdx.x == 0) && (threadIdx.y == 0)){
for (int ccam = 0; ccam < NUM_CAMS; ccam++) {
// if ((tile_num == DBG_TILE) && (threadIdx.x == 0) && (threadIdx.y == ccam)){
for (int nncol = 0; nncol < colors; nncol++){
printf("\ntextures_gen AFTER DEBAER1 cam= %d, color = %d\n",ccam, nncol);
// float * mclt_dst = (float *) shr.mclt_debayer[camera_num][color];
debug_print_mclt(
(float *) shr.mclt_debayer[ccam][nncol], // [4][DTT_SIZE][DTT_SIZE1], // +1 to alternate column ports)
-1);
}
}
}
__syncthreads();// __syncwarp();
#endif
#ifdef DEBUG77
for (int ccam = 0; ccam < NUM_CAMS; ccam++) {
if ((tile_num == DBG_TILE) && (threadIdx.x == 0) && (threadIdx.y == ccam)){
for (int nncol = 0; nncol < colors; nncol++){
printf("\ntextures_gen AFTER DEBAER1 cam= %d, color = %d\n",ccam, nncol);
// float * mclt_dst = (float *) shr.mclt_debayer[camera_num][color];
debug_print_mclt(
(float *) shr.mclt_debayer[ccam][nncol], // [4][DTT_SIZE][DTT_SIZE1], // +1 to alternate column ports)
-1);
}
}
__syncthreads();// __syncwarp();
}
__syncthreads();// __syncwarp();
#endif
// __shared__ float mclt_tiles [NUM_CAMS][NUM_COLORS][2*DTT_SIZE][DTT_SIZE21];
tile_combine_rgba(
colors, // int colors, // number of colors
(float*) shr.mclt_debayer, // float * mclt_tile, // debayer // has gaps to align with union !
(float*) mclt_tiles, // float * rbg_tile, // if not null - original (not-debayered) rbg tile to use for the output
(float *) shr1.rgbaw, // float * rgba, // result
(float * ) 0, // float * ports_rgb, // average values of R,G,B for each camera (R0,R1,...,B2,B3) // null
(float * ) 0, // float * max_diff, // maximal (weighted) deviation of each channel from the average /null
(float *) port_offsets, // float * port_offsets, // [port]{x_off, y_off} - just to scale pixel value differences
diff_sigma, // float diff_sigma, // pixel value/pixel change
diff_threshold, // float diff_threshold, // pixel value/pixel change
min_agree, // float min_agree, NOT USED? // minimal number of channels to agree on a point (real number to work with fuzzy averages)
weights, // float * chn_weights, // color channel weights, sum == 1.0
dust_remove, // int dust_remove, // Do not reduce average weight when only one image differes much from the average
keep_weights, // int keep_weights, // return channel weights and rms after A in RGBA (weight are always calculated)
(tile_num == DBG_TILE) ); //int debug );
// return either only 4 slices (RBGA) or all 12 (with weights and rms) if keep_weights
// float rgbaw [NUM_COLORS + 1 + NUM_CAMS + NUM_COLORS + 1][DTT_SIZE2][DTT_SIZE21];
// size_t texture_tile_offset = + tile_indx * texture_stride;
// multiply all 4(2) slices by a window (if not all directions)
if (gpu_texture_tiles && (texture_stride != 0)){ // generate non-ovelapping tiles
float * gpu_texture_tile = gpu_texture_tiles + tile_indx * texture_stride;
for (int pass = 0; pass < 8; pass ++) {
int row = pass * 2 + (threadIdx.y >> 1);
int col = ((threadIdx.y & 1) << 3) + threadIdx.x;
int i = row * DTT_SIZE21 + col;
int gi = row * DTT_SIZE2 + col;
float * gpu_texture_tile_gi = gpu_texture_tile + gi;
float * rgba_i = ((float *) shr1.rgbaw) + i;
// always copy 3 (1) colors + alpha
if (colors == 3){
if (keep_weights) {
#pragma unroll
for (int ncol = 0; ncol < NUM_COLORS + 1 + NUM_CAMS + NUM_COLORS + 1 ; ncol++) { // 12
*(gpu_texture_tile_gi + ncol * (DTT_SIZE2 * DTT_SIZE2)) = *(rgba_i + ncol * (DTT_SIZE2 * DTT_SIZE21));
}
} else {
#pragma unroll
for (int ncol = 0; ncol < NUM_COLORS + 1; ncol++) { // 4
*(gpu_texture_tile_gi + ncol * (DTT_SIZE2 * DTT_SIZE2)) = *(rgba_i + ncol * (DTT_SIZE2 * DTT_SIZE21));
}
}
} else { // assuming colors = 1
if (keep_weights) {
#pragma unroll
for (int ncol = 0; ncol < 1 + 1 + NUM_CAMS + 1 + 1 ; ncol++) { // 8
*(gpu_texture_tile_gi + ncol * (DTT_SIZE2 * DTT_SIZE2)) = *(rgba_i + ncol * (DTT_SIZE2 * DTT_SIZE21));
}
} else {
#pragma unroll
for (int ncol = 0; ncol < 1 + 1; ncol++) { // 2
*(gpu_texture_tile_gi + ncol * (DTT_SIZE2 * DTT_SIZE2)) = *(rgba_i + ncol * (DTT_SIZE2 * DTT_SIZE21));
}
}
}
}
#ifdef DEBUG7
if ((tile_num == DBG_TILE) && (threadIdx.x == 0) && (threadIdx.y == 0)){
printf("\ntextures_gen tile done = %d, texture_stride= %d\n",tile_num, (int) texture_stride);
}
__syncthreads();// __syncwarp();
#endif
} // if (gpu_texture_tiles){ // generate non-ovelapping tiles
tile_code &= TASK_TEXTURE_BITS;
if (!tile_code){
return; // should not happen
}
if (gpu_texture_rbg && (texture_rbg_stride != 0)) { // generate RGBA
if (tile_code != TASK_TEXTURE_BITS){ // only multiply if needed, for tile_code == TASK_TEXTURE_BITS keep as is.
for (int pass = 0; pass < 8; pass ++) {
int row = pass * 2 + (threadIdx.y >> 1);
int col = ((threadIdx.y & 1) << 3) + threadIdx.x;
int i = row * DTT_SIZE21 + col;
int gi = row * DTT_SIZE2 + col;
float * rgba_i = ((float *) shr1.rgbaw) + i;
// always copy 3 (1) colors + alpha
if (colors == 3){
#pragma unroll
for (int ncol = 0; ncol < NUM_COLORS + 1; ncol++) { // 4
*(rgba_i + ncol * (DTT_SIZE2 * DTT_SIZE21)) *= alphaFade[tile_code][gi]; // reduce [tile_code] by LUT
}
} else { // assuming colors = 1
#pragma unroll
for (int ncol = 0; ncol < 1 + 1; ncol++) { // 2
*(rgba_i + ncol * (DTT_SIZE2 * DTT_SIZE21)) *= alphaFade[tile_code][gi]; // reduce [tile_code] by LUT
}
}
}
}
int slice_stride = texture_rbg_stride * *(woi + 3); // offset to the next color
int tileY = tile_num / TILESX; // slow, but 1 per tile
int tileX = tile_num - tileY * TILESX;
int tile_x0 = (tileX - *(woi + 0)) * DTT_SIZE - (DTT_SIZE/2); // may be negative == -4
int tile_y0 = (tileY - *(woi + 1)) * DTT_SIZE - (DTT_SIZE/2); // may be negative == -4
for (int pass = 0; pass < 8; pass ++) {
int row = pass * 2 + (threadIdx.y >> 1); // row inside a tile (0..15)
int col = ((threadIdx.y & 1) << 3) + threadIdx.x; // column inside a tile (0..15)
int g_row = row + tile_y0;
int g_col = col + tile_x0;
int i = row * DTT_SIZE21 + col;
int gi = g_row * texture_rbg_stride + g_col; // offset to the top left corner
float * gpu_texture_rbg_gi = gpu_texture_rbg + gi;
float * rgba_i = ((float *) shr1.rgbaw) + i;
if (!border_tile ||
((g_row >= 0) && (g_col >= 0) && (g_row < (DTT_SIZE * TILESX)) && (g_col < (DTT_SIZE * TILESY)))){
// always copy 3 (1) colors + alpha
if (colors == 3){
#pragma unroll
for (int ncol = 0; ncol < NUM_COLORS + 1; ncol++) { // 4
*(gpu_texture_rbg_gi + ncol * slice_stride) += *(rgba_i + ncol * (DTT_SIZE2 * DTT_SIZE21));
}
} else { // assuming colors = 1
#pragma unroll
for (int ncol = 0; ncol < 1 + 1; ncol++) { // 2
*(gpu_texture_rbg_gi + ncol * slice_stride) += *(rgba_i + ncol * (DTT_SIZE2 * DTT_SIZE21));
}
}
}
}
} // if (gpu_texture_rbg) { // generate RGBA
} // textures_accumulate()
}
extern "C"
......@@ -2966,9 +3521,7 @@ __device__ void convertCorrectTile(
//#endif
}
//#ifndef NOICLT1
#ifdef NOICLT1
extern "C"
__global__ void test_imclt(
float * gpu_clt, // [TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
......@@ -3024,7 +3577,7 @@ __global__ void test_imclt(
__syncthreads();// __syncwarp();
}
}
#endif // NOICLT1
//
// Uses 16 threads, gets 4*8*8 clt tiles, performs idtt-iv (swapping 1 and 2 quadrants) and then unfolds with window,
......
src/dtt8x8.cu
View file @ 11455aa9
......@@ -325,6 +325,7 @@ int main(int argc, char **argv)
int * gpu_corr_indices;
float * gpu_textures;
float * gpu_textures_rbga;
int * gpu_texture_indices;
int * gpu_woi;
int * gpu_num_texture_tiles;
......@@ -346,6 +347,7 @@ int main(int argc, char **argv)
size_t dstride_rslt; // in bytes !
size_t dstride_corr; // in bytes ! for one 2d phase correlation (padded 15x15x4 bytes)
size_t dstride_textures; // in bytes ! for one rgba/ya 16x16 tile
size_t dstride_textures_rbga; // in bytes ! for one rgba/ya 16x16 tile
float lpf_rbg[3][64]; // not used
......@@ -491,7 +493,8 @@ int main(int argc, char **argv)
TILESX * TILESYA); // number of rows - multiple of 4
// just allocate
checkCudaErrors(cudaMalloc((void **)&gpu_woi, 4 * sizeof(float)));
checkCudaErrors(cudaMalloc((void **)&gpu_num_texture_tiles, 4 * sizeof(float)));
checkCudaErrors(cudaMalloc((void **)&gpu_num_texture_tiles, 8 * sizeof(float))); // for each subsequence - number of non-border,
// number of border tiles
// copy port indices to gpu
gpu_port_offsets = (float *) copyalloc_kernel_gpu((float * ) port_offsets, num_ports * 2);
......@@ -510,6 +513,15 @@ int main(int argc, char **argv)
tile_texture_size, // int width (floats),
TILESX * TILESY); // int height);
int rgba_width = TILESX * DTT_SIZE;
int rgba_height = TILESY * DTT_SIZE;
int rbga_slices = texture_colors + 1; // 4/1
gpu_textures_rbga = alloc_image_gpu(
&dstride_textures_rbga, // in bytes ! for one rgba/ya 16x16 tile
rgba_width, // int width (floats),
rgba_height * rbga_slices); // int height);
// Now copy arrays of per-camera pointers to GPU memory to GPU itself
......@@ -797,26 +809,53 @@ int main(int argc, char **argv)
// Channel0 weight = 0.294118
// Channel1 weight = 0.117647
// Channel2 weight = 0.588235
textures_gen<<<grid_texture,threads_texture>>> (
gpu_clt , // float ** gpu_clt, // [NUM_CAMS] ->[TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
num_textures, // size_t num_texture_tiles, // number of texture tiles to process
gpu_texture_indices, // int * gpu_texture_indices,// packed tile + bits (now only (1 << 7)
gpu_port_offsets, // float * port_offsets, // relative ports x,y offsets - just to scale differences, may be approximate
texture_colors, // int colors, // number of colors (3/1)
(texture_colors == 1), // int is_lwir, // do not perform shot correction
10.0, // float min_shot, // 10.0
3.0, // float scale_shot, // 3.0
1.5f, // float diff_sigma, // pixel value/pixel change
10.0f, // float diff_threshold, // pixel value/pixel change
3.0, // float min_agree, // minimal number of channels to agree on a point (real number to work with fuzzy averages)
0.294118, // float weight0, // scale for R
0.117647, // float weight1, // scale for B
0.588235, // float weight2, // scale for G
1, // int dust_remove, // Do not reduce average weight when only one image differes much from the average
keep_texture_weights, // int keep_weights, // return channel weights after A in RGBA
dstride_textures/sizeof(float), // const size_t texture_stride, // in floats (now 256*4 = 1024)
gpu_textures); // float * gpu_texture_tiles); // 4*16*16 rgba texture tiles
#define TEXTURES_ACCUMULATE
#ifdef TEXTURES_ACCUMULATE
textures_accumulate<<<grid_texture,threads_texture>>> (
0, // int border_tile, // if 1 - watch for border
(int *) 0, // int * woi, // x, y, width,height
gpu_clt , // float ** gpu_clt, // [NUM_CAMS] ->[TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
num_textures, // size_t num_texture_tiles, // number of texture tiles to process
gpu_texture_indices, // int * gpu_texture_indices,// packed tile + bits (now only (1 << 7)
gpu_port_offsets, // float * port_offsets, // relative ports x,y offsets - just to scale differences, may be approximate
texture_colors, // int colors, // number of colors (3/1)
(texture_colors == 1), // int is_lwir, // do not perform shot correction
10.0, // float min_shot, // 10.0
3.0, // float scale_shot, // 3.0
1.5f, // float diff_sigma, // pixel value/pixel change
10.0f, // float diff_threshold, // pixel value/pixel change
3.0, // float min_agree, // minimal number of channels to agree on a point (real number to work with fuzzy averages)
0.294118, // float weight0, // scale for R
0.117647, // float weight1, // scale for B
0.588235, // float weight2, // scale for G
1, // int dust_remove, // Do not reduce average weight when only one image differes much from the average
keep_texture_weights, // int keep_weights, // return channel weights after A in RGBA
// combining both non-overlap and overlap (each calculated if pointer is not null )
0, // const size_t texture_rbg_stride, // in floats
(float *) 0, // float * gpu_texture_rbg, // (number of colors +1 + ?)*16*16 rgba texture tiles
dstride_textures/sizeof(float), // const size_t texture_stride, // in floats (now 256*4 = 1024)
gpu_textures); // float * gpu_texture_tiles); // 4*16*16 rgba texture tiles
#else
textures_gen<<<grid_texture,threads_texture>>> (
gpu_clt , // float ** gpu_clt, // [NUM_CAMS] ->[TILESY][TILESX][NUM_COLORS][DTT_SIZE*DTT_SIZE]
num_textures, // size_t num_texture_tiles, // number of texture tiles to process
gpu_texture_indices, // int * gpu_texture_indices,// packed tile + bits (now only (1 << 7)
gpu_port_offsets, // float * port_offsets, // relative ports x,y offsets - just to scale differences, may be approximate
texture_colors, // int colors, // number of colors (3/1)
(texture_colors == 1), // int is_lwir, // do not perform shot correction
10.0, // float min_shot, // 10.0
3.0, // float scale_shot, // 3.0
1.5f, // float diff_sigma, // pixel value/pixel change
10.0f, // float diff_threshold, // pixel value/pixel change
3.0, // float min_agree, // minimal number of channels to agree on a point (real number to work with fuzzy averages)
0.294118, // float weight0, // scale for R
0.117647, // float weight1, // scale for B
0.588235, // float weight2, // scale for G
1, // int dust_remove, // Do not reduce average weight when only one image differes much from the average
keep_texture_weights, // int keep_weights, // return channel weights after A in RGBA
dstride_textures/sizeof(float), // const size_t texture_stride, // in floats (now 256*4 = 1024)
gpu_textures); // float * gpu_texture_tiles); // 4*16*16 rgba texture tiles
#endif
getLastCudaError("Kernel failure");
checkCudaErrors(cudaDeviceSynchronize());
......@@ -856,7 +895,7 @@ int main(int argc, char **argv)
result_textures_file); // const char * path) // file path
//DBG_TILE
#ifdef DEBUG9
#ifdef DEBUG10
int texture_offset = DBG_TILE * tile_texture_size;
int chn = 0;
for (int i = 0; i < tile_texture_size; i++){
......@@ -898,7 +937,7 @@ int main(int argc, char **argv)
gpu_tasks, // struct tp_task * gpu_tasks,
tp_task_size, // int num_tiles, // number of tiles in task list
gpu_texture_indices, // int * gpu_texture_indices,// packed tile + bits (now only (1 << 7)
gpu_num_texture_tiles, // int * num_texture_tiles, // number of texture tiles to process (4 elements)
gpu_num_texture_tiles, // int * num_texture_tiles, // number of texture tiles to process (8 elements)
gpu_woi, // int * woi, // x,y,width,height of the woi
TILESX, // int width, // <= TILESX, use for faster processing of LWIR images (should be actual + 1)
TILESY); // int height); // <= TILESY, use for faster processing of LWIR images
......@@ -930,10 +969,20 @@ int main(int argc, char **argv)
// &cpu_num_texture_tiles,
cpu_num_texture_tiles,
gpu_num_texture_tiles,
4 * sizeof(float), // 4 separate sequences
8 * sizeof(float), // 8 sequences (0,2,4,6 - non-border, growing up;
//1,3,5,7 - border, growing down from the end of the corresponding non-border buffers
cudaMemcpyDeviceToHost));
printf("cpu_num_texture_tiles=(%d, %d, %d, %d)\n", cpu_num_texture_tiles[0],
cpu_num_texture_tiles[1], cpu_num_texture_tiles[2], cpu_num_texture_tiles[3]);
printf("cpu_num_texture_tiles=(%d(%d), %d(%d), %d(%d), %d(%d) -> %d tp_task_size=%d)\n",
cpu_num_texture_tiles[0], cpu_num_texture_tiles[1],
cpu_num_texture_tiles[2], cpu_num_texture_tiles[3],
cpu_num_texture_tiles[4], cpu_num_texture_tiles[5],
cpu_num_texture_tiles[6], cpu_num_texture_tiles[7],
cpu_num_texture_tiles[0] + cpu_num_texture_tiles[1] +
cpu_num_texture_tiles[2] + cpu_num_texture_tiles[3] +
cpu_num_texture_tiles[4] + cpu_num_texture_tiles[5] +
cpu_num_texture_tiles[6] + cpu_num_texture_tiles[7],
tp_task_size
);
for (int q = 0; q < 4; q++) {
checkCudaErrors(cudaMemcpy(
texture_indices + q * TILESX * (TILESYA >> 2),
......@@ -980,6 +1029,7 @@ int main(int argc, char **argv)
checkCudaErrors(cudaFree(gpu_texture_indices));
checkCudaErrors(cudaFree(gpu_port_offsets));
checkCudaErrors(cudaFree(gpu_textures));
checkCudaErrors(cudaFree(gpu_textures_rbga));
checkCudaErrors(cudaFree(gpu_woi));
checkCudaErrors(cudaFree(gpu_num_texture_tiles));
......
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