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* Added sparsity flag in codegen * remove comments * clan formatted * added sparsity as runtime argument * updated README * updated stream config variable * fix typo for tail_num in hot loop
53 lines
2.6 KiB
Markdown
53 lines
2.6 KiB
Markdown
# GEMM Matrix Multiplication
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Use the files in this folder to generate and build applications that run Matrix multiplications using ck_tile programming based on the kernel parameters mentioned in the config file `./configs/instance_combination.json`.
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# Kernel Configurations
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User needs to provide kernel configuration such as datatype, layout, tile size, warp size, padding, pipeline, scheduler and epilogue in the config file. For reference please see `./configs/instance_combination.json`
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## Build
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```
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# in the root of ck_tile
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mkdir build && cd build
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# you can replace <arch> with the appropriate architecture (for example gfx90a or gfx942) or leave it blank
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sh ../script/cmake-ck-dev.sh ../ <arch>
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# To generate the executable
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make tile_engine_gemm -j
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```
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`tile_engine_gemm` will be located in the `./bin/` directory.
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## tile_engine_gemm inputs
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```
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-m m dimension (default:3840)
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-n n dimension (default:4096)
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-k k dimension (default:2048)
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-stride_a Tensor A stride (default:0)
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-stride_b Tensor B stride (default:0)
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-stride_c Tensor C stride (default:0)
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-split_k SplitK value (default:1)
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-v No validation: 0, Validation on CPU: 1, Validation on GPU: 2 (default:2)
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-warmup Number of iterations before benchmark the kernel (default:50)
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-repeat Number of iterations to benchmark the kernel (default:100)
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-timer gpu:gpu timer, cpu:cpu timer (default:gpu)
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-init Value for initializing tensor- random: 0, linear: 1, constant(1): 2 (default:0)
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-structured_sparsity Sparsity for tensor - 0:false, 1:true (default: 0)
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-pipeline possible values are: compv3, compv4, mem (default:compv3)
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-scheduler possible values are: intrawave, interwave (default:intrawave)
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-epilogue possible values are: cshuffle, default (default:cshuffle)
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-pad_m Pad in m direction - true/false (default:false)
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-pad_n Pad in n direction - true/false (default:false)
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-pad_k Pad in k direction - true/false (default:false)
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Note: pipeline, scheduler, epilogue, pad_m, pad_n, pad_k should be one of the options specified in instance_combination.json
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```
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## Example
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Below example will run gemm kernel with default dimensions of matrices, for compv3 pipeline, intrawave scheduler and default epilogue with all possible tile sizes mentioned in Config file.
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```
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./bin/tile_engine_gemm -pipeline=compv3 -scheduler=intrawave -epilogue=default
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```
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