├── .clang-format ├── .gitignore ├── .pre-commit-config.yaml ├── CMakeLists.txt ├── CODE_OF_CONDUCT.md ├── LICENSE ├── Makefile ├── README.md ├── SECURITY.md ├── SUPPORT.md ├── assets ├── FractalTensor-logo.png └── FractalTensor_overview.png ├── benchmarks ├── fused_two_hgemms │ ├── README.md │ ├── baseline │ │ ├── README.md │ │ ├── jax │ │ │ └── fused_two_hgemms.py │ │ ├── triton │ │ │ └── fused_two_hgemms.py │ │ └── tvm │ │ │ └── fused_two_hgemms.py │ └── fractaltensor │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── figures │ │ ├── access_maps.png │ │ ├── etdg_for_two_gemms.png │ │ ├── fused_two_gemms.png │ │ └── gemm_translated_to_macro_kernel.png │ │ └── fused_two_hgemms.cu └── rnn │ ├── baselines │ ├── README.md │ ├── figures │ │ ├── dilaited_lstm_pytorch.png │ │ └── figures.pptx │ ├── grid_lstm │ │ ├── README.md │ │ ├── gridlstm_pt.py │ │ ├── gridlstm_tf.py │ │ ├── gridlstm_triton.py │ │ ├── pt_model │ │ │ ├── __init__.py │ │ │ └── model.py │ │ ├── run_grid_lstm_pt.sh │ │ ├── test_utils.py │ │ ├── tf_model │ │ │ ├── __init__.py │ │ │ └── model.py │ │ └── triton_model │ │ │ ├── __init__.py │ │ │ ├── model.py │ │ │ └── op.py │ ├── stacked_dilated_rnn │ │ ├── README.md │ │ ├── pt_model │ │ │ ├── __init__.py │ │ │ └── model.py │ │ ├── stacked_drnn_pytorch.py │ │ ├── stacked_drnn_tensorflow.py │ │ ├── stacked_drnn_tensorflow_graph.py │ │ ├── stacked_drnn_triton.py │ │ ├── tf_model │ │ │ ├── __init__.py │ │ │ └── model.py │ │ ├── triton_model │ │ │ ├── __init__.py │ │ │ ├── op.py │ │ │ └── rnn.py │ │ └── utils.py │ └── stacked_lstm │ │ ├── README.md │ │ ├── figures │ │ ├── draw_figure.m │ │ ├── for_plot.tsv │ │ ├── perf_with_increased_depth.ipynb │ │ ├── perf_with_increased_depth_subplot1.tsv │ │ ├── perf_with_increased_depth_subplot2.tsv │ │ ├── plot.ipynb │ │ ├── stacked_lstm_perf_with_depth.pdf │ │ └── stacked_lstm_results.tsv │ │ ├── lstm_cell_pytorch.py │ │ ├── performance_with_increased_depths.py │ │ ├── pt_model │ │ ├── __init__.py │ │ └── rnn.py │ │ ├── stacked_lstm_PyTorch.py │ │ ├── stacked_lstm_tensorflow_eager.py │ │ ├── stacked_lstm_tensorflow_graph.py │ │ ├── stacked_lstm_triton.py │ │ ├── test_utils.py │ │ ├── tf_model │ │ ├── __init__.py │ │ ├── rnn.py │ │ └── rnn2.py │ │ └── triton_model │ │ ├── __init__.py │ │ ├── op.py │ │ └── rnn.py │ ├── cuDNN │ ├── CMakeLists.txt │ ├── Makefile │ ├── README.md │ ├── RNN_example.h │ ├── fp16_emu.h │ ├── lstm_cell_cudnn.cu │ ├── main.cu │ ├── stacked_lstm_cudnn.cu │ └── utils.h │ ├── fractaltensor │ ├── README.md │ ├── cute_dilated_lstm │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ └── dilated_lstm.cu │ ├── cute_stacked_lstm │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── README.md │ │ ├── figures │ │ │ ├── access_map1.png │ │ │ ├── access_map2.png │ │ │ ├── access_map3.png │ │ │ ├── access_map4.png │ │ │ └── etdg-lstm.png │ │ ├── lstm_cell.cu │ │ ├── lstm_layer.cu │ │ └── stacked_lstm.cu │ ├── dilated_lstm │ │ ├── CMakeLists.txt │ │ ├── regions │ │ │ ├── region1.h │ │ │ ├── region2.h │ │ │ └── regions.h │ │ └── stacked_dilated_lstm.cu │ ├── figures │ │ ├── grid_lstm_fractaltensor.png │ │ └── grid_lstm_fractaltensor.pptx │ ├── grid_lstm │ │ ├── CMakeLists.txt │ │ ├── Makefile │ │ ├── README.md │ │ ├── regions │ │ │ ├── region1.h │ │ │ ├── region2.h │ │ │ ├── region3.h │ │ │ ├── region4.h │ │ │ ├── region5.h │ │ │ ├── region6.h │ │ │ ├── region7.h │ │ │ ├── region8.h │ │ │ └── regions.h │ │ ├── run.sh │ │ └── stacked_grid_rnn.cu │ ├── stacked_lstm │ │ ├── CMakeLists.txt │ │ ├── README.md │ │ ├── images │ │ │ ├── access_to_generate_ysss.png │ │ │ ├── access_to_generate_ysss.pptx │ │ │ ├── lstm.png │ │ │ ├── plot.ipynb │ │ │ └── preprocess.py │ │ ├── lstm.cu │ │ └── regions │ │ │ ├── region1.h │ │ │ ├── region2.h │ │ │ ├── region3.h │ │ │ └── regions.h │ └── utils.h │ └── tvm │ ├── CMakeLists.txt │ ├── README.md │ ├── codegen.py │ ├── lstm.py │ ├── lstm_tvm_tuned.py │ ├── main.cc │ └── utils.py ├── cmake ├── Modules │ ├── FindCuDNN.cmake │ └── FindMKL.cmake ├── external │ ├── cccl.cmake │ ├── cutlass.cmake │ ├── gflags.cmake │ ├── glog.cmake │ ├── gtest.cmake │ ├── protobuf.cmake │ ├── pybind.cmake │ ├── tvm.cmake │ └── zlib.cmake ├── generic.cmake ├── python.cmake └── third_party.cmake ├── docs ├── README.md ├── fractaltensor_operations │ ├── access_multiple_fractaltensors.md │ ├── access_primitives.md │ ├── extended_access_operations.md │ ├── information_query.md │ ├── memory_layout_of_fractaltensor.md │ ├── memory_operations.md │ └── parallel_functions_on_fractaltensor.md ├── images │ ├── access_by_depth_1.png │ ├── access_by_depth_2.png │ ├── data_types.png │ ├── fractaltensor_layout.png │ ├── frontend_tree.png │ ├── grid_rnn_example │ │ ├── cell.png │ │ ├── code_structure_and_memory.png │ │ ├── grid_cell.png │ │ ├── grid_rnn.png │ │ ├── scan_x.png │ │ └── scan_y.png │ ├── index_a_FractalTensor_1.png │ ├── index_a_FractalTensor_2.png │ ├── primitive_type.png │ ├── product_two_FractalTensor.png │ ├── slide_over_fractaltensor.png │ ├── stack.png │ ├── type_expression_FractalTensor.png │ ├── type_expression_tensor.png │ └── zip.png ├── primitive_types.md ├── tensor_operations.md └── user_defined_types.md ├── examples ├── README.md ├── __init__.py ├── convolution │ ├── context.py │ ├── convolution.py │ └── utils.py ├── dilated_rnn │ ├── context.py │ ├── dilated_rnn.py │ └── example.gv.pdf ├── flash_attention │ ├── README.md │ ├── context.py │ ├── flash_attention.py │ └── flash_attention_utils.py ├── grid_rnn │ ├── context.py │ ├── grid_rnn.py │ └── grid_rnn_utils.py ├── hello_world │ ├── context.py │ ├── example.gv.pdf │ ├── hello_world.py │ └── utils.py ├── rnn_attention │ ├── context.py │ ├── rnn_attention.py │ └── rnn_attention_utils.py ├── sparse_attention │ ├── README.md │ ├── bigbird.py │ ├── context.py │ ├── figures │ │ └── bigbird-attn.png │ ├── sparse_attention.py │ ├── sparse_attention_utils.py │ └── torch_windowed_attention_demo.py ├── stacked_rnn │ ├── context.py │ ├── example.gv.pdf │ ├── rnn_utils.py │ ├── stacked_lstm1.py │ └── stacked_rnn.py ├── transformer │ ├── context.py │ ├── multi-head-attention.py │ ├── transformer.py │ └── transformer_utils.py └── utils │ ├── __init__.py │ └── data_utils.py ├── kaleido ├── __init__.py ├── core │ ├── CMakeLists.txt │ ├── allocator.h │ ├── config.h │ ├── cuda_allocator.h │ ├── data_types.proto │ ├── device │ │ ├── cuda_info.cc │ │ ├── cuda_info.h │ │ ├── cuda_timer.h │ │ ├── cuda_utils.h │ │ ├── device_context.h │ │ ├── gpu_context.cc │ │ ├── gpu_context.h │ │ ├── kernels │ │ │ ├── batched_gemm.h │ │ │ ├── curand_fp16.h │ │ │ ├── cutlass_wmma.h │ │ │ ├── elementwise.h │ │ │ ├── fill.h │ │ │ ├── gather_scatter.h │ │ │ ├── gemm.h │ │ │ ├── gemm_kernel_traits.h │ │ │ ├── gemm_utils.h │ │ │ ├── gmem_tile_transmitter.h │ │ │ ├── lstm.h │ │ │ ├── lstm │ │ │ │ ├── dilated_lstm │ │ │ │ │ ├── region1.h │ │ │ │ │ └── region2.h │ │ │ │ ├── inner.h │ │ │ │ └── stacked_lstm │ │ │ │ │ ├── region1.h │ │ │ │ │ ├── region2.h │ │ │ │ │ └── region3.h │ │ │ ├── lstm_kernel_traits.h │ │ │ ├── lstm_kernels.h │ │ │ ├── lstm_ref.h │ │ │ ├── math_functor.h │ │ │ ├── online_softmax.h │ │ │ ├── reduce.h │ │ │ ├── scatter_nd.h │ │ │ ├── smem_tile_transmitter.h │ │ │ ├── softmax.h │ │ │ ├── softmax_common.h │ │ │ ├── softmax_v2.h │ │ │ ├── softmax_v3.h │ │ │ ├── tile_transmitter.h │ │ │ └── tiled_copy.h │ │ ├── tests │ │ │ ├── CMakeLists.txt │ │ │ └── test_tile_copy.cu │ │ └── traits_base.h │ ├── fractal_tensor.cc │ ├── fractal_tensor.h │ ├── init.cc │ ├── layout.h │ ├── operators │ │ ├── CMakeLists.txt │ │ ├── concat_op.cu │ │ ├── concat_op.h │ │ ├── elementwise_op.cu │ │ ├── elementwise_op.h │ │ ├── expect_eq_op.cu │ │ ├── expect_eq_op.h │ │ ├── fill_op.cu │ │ ├── fill_op.h │ │ ├── gather_nd_op.cu │ │ ├── gather_nd_op.h │ │ ├── gemm_batched_op.cu │ │ ├── gemm_batched_op.h │ │ ├── launch_config.h │ │ ├── matmul_op.cu │ │ ├── matmul_op.h │ │ ├── online_softmax_op.cu │ │ ├── online_softmax_op.h │ │ ├── print_op.cu │ │ ├── print_op.h │ │ ├── scatter_nd_op.cu │ │ ├── scatter_nd_op.h │ │ ├── softmax_op.cu │ │ ├── softmax_op.h │ │ ├── tests │ │ │ ├── CMakeLists.txt │ │ │ ├── b2b_gemm_test_utils.h │ │ │ ├── test_b2b_gemm.cu │ │ │ ├── test_batched_lstm.cu │ │ │ ├── test_concat.cc │ │ │ ├── test_cutlass_gemm.cu │ │ │ ├── test_dilated_lstm_region.cu │ │ │ ├── test_elementwise.cc │ │ │ ├── test_gather_scatter.cc │ │ │ ├── test_gemm_batched.cc │ │ │ ├── test_lstm.cu │ │ │ ├── test_matmul.cc │ │ │ ├── test_mm_tile_access.cu │ │ │ ├── test_scatter_nd.cu │ │ │ ├── test_softmax.cc │ │ │ ├── test_stacked_lstm_region.cu │ │ │ ├── test_transpose.cc │ │ │ └── test_utils.h │ │ ├── transpose_op.cu │ │ └── transpose_op.h │ ├── place.cc │ ├── place.h │ ├── tensor.cc │ ├── tensor.h │ ├── tensor_shape.cc │ ├── tensor_shape.h │ ├── tests │ │ ├── CMakeLists.txt │ │ ├── test_allocator.cc │ │ ├── test_cuda_info.cc │ │ ├── test_layout.cc │ │ ├── test_main.cc │ │ └── test_tensor_and_fractaltensor.cc │ ├── tile_shape.h │ ├── types.cc │ └── types.h ├── frontend │ ├── __init__.py │ ├── fractal_tensor.py │ ├── operations │ │ ├── __init__.py │ │ ├── base.py │ │ ├── conversion.py │ │ ├── fractaltensor │ │ │ ├── access.py │ │ │ └── functional │ │ │ │ ├── aggregate.py │ │ │ │ ├── apply_to_each.py │ │ │ │ └── base.py │ │ ├── tensor │ │ │ ├── arithmetic │ │ │ │ ├── broadcast.py │ │ │ │ ├── contraction.py │ │ │ │ ├── elementwise.py │ │ │ │ └── reduction.py │ │ │ ├── constants.py │ │ │ ├── data_movements.py │ │ │ └── reshape.py │ │ └── tests │ │ │ ├── context.py │ │ │ ├── test_aggregate.py │ │ │ ├── test_apply_to_each.py │ │ │ ├── test_arithmetic.py │ │ │ ├── test_constants.py │ │ │ ├── test_flatten.py │ │ │ ├── test_join.py │ │ │ ├── test_product.py │ │ │ └── test_zip.py │ ├── tensor.py │ ├── tests │ │ ├── context.py │ │ ├── test_fractaltensor_creation.py │ │ └── test_type_equivalence.py │ └── types.py └── parser │ ├── __init__.py │ ├── ast_visitor.py │ ├── context.py │ ├── errors.py │ ├── ir_nodes.py │ ├── operations │ ├── access_patterns.py 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