Files
composable_kernel/example/12_reduce
Qianfeng 14932e8de3 Add examples for reduction fp16/fp32/bp16/int8/fp64 for 3d/4d/5d (#342)
* Update the reduce_blockwise example to support user specified data type and input+reducing dimensions

* Add examples for using reduce_multiblock_atomic_add

* Add more running examples to the default command-line

* Remove un-necessary header including

* Update to the example README.md
2022-08-13 01:10:01 -05:00
..

Instructions for example_reduce_blockwise

Run example_reduce_blockwise

# -D <xxx> : input 3d/4d/5d tensor lengths
# -R <xxx> : reduce dimension ids
# -v <x> :   verification (0=no, 1=yes)
#arg1: data type (0: fp16, 1: fp32, 3: int8, 5: bp16, 6: fp64, 7: int4)
#arg2: initialization (0=no init, 1=single integer value, 2=scope integer value, 3=decimal value)
#arg3: time kernel (0=no, 1=yes)
./bin/example_reduce_blockwise -D 16,64,32,960 -v 1 0 2 1

Result

./bin/example_reduce_blockwise -D 16,64,32,960 -v 1 0 2 1
launch_and_time_kernel: grid_dim {240, 1, 1}, block_dim {256, 1, 1} 
Warm up 1 time
Start running 10 times...
Perf: 0.238063 ms, 264.285 GB/s, DeviceReduceBlockWise<256,M_C4_S1,K_C64_S1,InSrcVectorDim_0_InSrcVectorSize_1_OutDstVectorSize_1>

Run example_reduce_multiblock_atomic_add

# -D <xxx> : input 3d/4d/5d tensor lengths
# -R <xxx> : reduce dimension ids
# -v <x> :   verification (0=no, 1=yes)
#arg1: data type (0: fp32, 1: fp64)
#arg2: initialization (0=no init, 1=single integer value, 2=scope integer value, 3=decimal value)
#arg3: time kernel (0=no, 1=yes)
./bin/example_reduce_multiblock_atomic_add -D 16,64,32,960 -v 1 0 2 0

Result

./bin/example_reduce_multiblock_atomic_add -D 16,64,32,960 -v 1 0 2 0
Perf: 0 ms, inf GB/s, DeviceReduceMultiBlock<256,M_C4_S1,K_C64_S1,InSrcVectorDim_0_InSrcVectorSize_1_OutDstVectorSize_1>
echo $?
0

Instructions for example_reduce_blockwise_two_call

Run example_reduce_blockwise_two_call

#arg1:  verification (0=no, 1=yes(
#arg2:  initialization (0=no init, 1=single integer value, 2=scope integer value, 3=decimal value)
#arg3:  time kernel (0=no, 1=yes)
./bin/example_reduce_blockwise_two_call 1 2 1

Result

./bin/example_reduce_blockwise_two_call 1 2 1
launch_and_time_kernel: grid_dim {204800, 1, 1}, block_dim {256, 1, 1}
Warm up 1 time
Start running 10 times...
launch_and_time_kernel: grid_dim {6400, 1, 1}, block_dim {256, 1, 1}
Warm up 1 time
Start running 10 times...
Perf: 2.1791 ms, 771.42 GB/s, DeviceReduceBlockWise<256,M_C32_S1,K_C8_S1,InSrcVectorDim_1_InSrcVectorSize_1_OutDstVectorSize_1> => DeviceReduceBlockWise<256,M_C256_S1,K_C1_S1,InSrcVectorDim_1_InSrcVectorSize_1_OutDstVectorSize_1>