├── .gitignore ├── .gitmodules ├── README.md ├── config_selection ├── load_data.py ├── merge_benchmarks.py ├── ops.py ├── optimize.py ├── parse_tc_results.py └── print_layout.py ├── gpuwait ├── gpuwait.cpp ├── setup.py └── wait_kernel.cu ├── pycudaprof ├── __init__.py ├── pycudaprof.py └── setup.py ├── pytorch_module ├── Makefile ├── all.cuh ├── benchmark.py ├── block_aib.cuh ├── block_bad.cuh ├── block_baib.cuh ├── block_baob.cuh ├── block_bdrlb.cuh ├── block_bdrln.cuh ├── block_bei.cuh ├── block_blnrd.cuh ├── block_bs.cuh ├── block_bsb_ebsb.cuh ├── block_softmax.cuh ├── blocks.cuh ├── create_layouts.py ├── einsumparser.h ├── encoder.cu ├── encoder.py ├── encoder_cuda.cpp ├── encoder_cuda_kernel.cu ├── gemm.cuh ├── generator.py ├── half8.cuh ├── layouts-bert-b8-l512-h16-e1024.pickle ├── layouts-bert-b96-l128-h16-e1024.pickle ├── main.cu ├── metahelpers.h ├── metal.hpp ├── mydouble2.cuh ├── myfloat4.cuh ├── perf_bad.py ├── perf_bad.txt ├── perf_bdrln.py ├── perf_bdrln.txt ├── perf_bsb.py ├── perf_bsb.txt ├── perf_drln.py ├── perf_drln.txt ├── perf_softmax.py ├── perf_softmax.txt ├── plot_violin.py ├── run_encoder.py ├── sample_encoder.cu ├── stridemapper.cuh ├── test_bad.py ├── test_bdrln.py ├── test_blnrd.py ├── test_bsb.py ├── test_drln.py ├── test_ebsb.py ├── test_encoder.py ├── test_softmax.py ├── vector_types.cuh ├── warpreduce.cuh └── write_batch_scripts.py ├── pytorch_profiling ├── multihead_attention.py ├── plot_attention_performance.py ├── plot_transformer_performance.py ├── profiling.py └── transformer_layer.py ├── substation ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── attention.cpython-37.pyc │ ├── dtypes.cpython-37.pyc │ └── transformer.cpython-37.pyc ├── arith_counter.py ├── attention.py ├── batchmm.py ├── dtypes.py ├── helpers.py ├── movement_counter.py ├── torchop.py ├── torchop_encoder.py ├── transformer.py ├── transformer_bwd_sdfg.py ├── transformer_sdfg.py └── xforms │ ├── __init__.py │ └── merge_source_sink.py ├── tc_profiling ├── attention_bench.py ├── compile.sh ├── cublas-gemm.cpp ├── einsum_perms.py ├── makecsv.py ├── microbenchmark │ ├── Makefile │ └── tensorcores.cu ├── plot.py ├── plot_gemms.r ├── runprof.py └── write_batch_scripts.py ├── test ├── test_mha.py ├── test_transformer.py └── test_transformer_torch.py └── tf_profiling └── benchmark_tf_transformers.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/spcl/substation/HEAD/.gitignore -------------------------------------------------------------------------------- /.gitmodules: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/spcl/substation/HEAD/.gitmodules -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 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