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Grid Size Work Amount Mismatch
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
4
5
6
7
0 1
4 4
In previous scenarios, the number of
threads in the grid matched the
number of elements exactly
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
What if there are more threads than
work to be done?
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
Attempting to access non-existent
elements can result in a runtime error
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
Code must check that the dataIndex
calculated by threadIdx.x +
blockIdx.x * blockDim.x is less
than N, the number of data elements.
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
threadIdx.x + blockIdx.x * blockDim.x
0 1 4
dataIndex < N = Can work
4 5 ?
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
threadIdx.x + blockIdx.x * blockDim.x
0 1 4
dataIndex < N = Can work
4 5 true
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
threadIdx.x + blockIdx.x * blockDim.x
1 1 4
dataIndex < N = Can work
5 5 ?
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
threadIdx.x + blockIdx.x * blockDim.x
1 1 4
dataIndex < N = Can work
5 5 false
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
threadIdx.x + blockIdx.x * blockDim.x
2 1 4
dataIndex < N = Can work
6 5 ?
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
threadIdx.x + blockIdx.x * blockDim.x
2 1 4
dataIndex < N = Can work
6 5 false
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
threadIdx.x + blockIdx.x * blockDim.x
2 1 4
dataIndex < N = Can work
6 5 ?
4
performWork<<<2, 4>>>()
GPU
DATA
GPUGPU
0
1
2
3
0 1 2 3 0 1 2 3
0 1
4 4
threadIdx.x + blockIdx.x * blockDim.x
2 1 4
dataIndex < N = Can work
6 5 false

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