├── .dockerignore ├── .github ├── autosa_flow.png ├── autosa_logo.png └── autosa_mm.png ├── .gitignore ├── .gitmodules ├── .libs └── lt-autosa ├── ChangeLog ├── Dockerfile ├── LICENSE ├── README.md ├── autosa_config ├── autosa_config.json ├── hw_info.json ├── hw_info_libs │ ├── hw_info.json.ku3 │ ├── hw_info.json.u200 │ └── hw_info.json.u250 ├── module_group.json ├── optimizer_settings.json └── optimizer_settings_libs │ ├── gemm3_fp32.json │ ├── gemm3_int16.json │ ├── gemm3_int16_32.json │ ├── gemm3_int8.json │ ├── gemm3_int8_64.json │ ├── gemm4_fp32.json │ ├── mm_small.json │ ├── mttkrp_fp32.json │ ├── ttm_fp32.json │ └── ttmc_fp32.json ├── autosa_scripts ├── autosa.py ├── codegen.py ├── hls_scripts │ ├── hls_script.tcl │ └── hls_script_synth.tcl ├── intel_opencl_scripts │ ├── Makefile │ ├── common │ │ ├── inc │ │ │ └── AOCLUtils │ │ │ │ ├── aocl_utils.h │ │ │ │ ├── opencl.h │ │ │ │ ├── options.h │ │ │ │ └── scoped_ptrs.h │ │ ├── readme.css │ │ └── src │ │ │ └── AOCLUtils │ │ │ ├── opencl.cpp │ │ │ └── options.cpp │ └── compile_design.sh ├── latency_model.py ├── module_group.py ├── odyssey │ ├── RL_utils.py │ ├── analyze.py │ ├── clean_up.sh │ ├── cst │ │ ├── hw_cst.json │ │ ├── single_test.json │ │ ├── u250.json │ │ └── vu9p.json │ ├── design.py │ ├── designs │ │ ├── kernel3.json │ │ └── register │ │ │ ├── kernel3.py │ │ │ ├── kernel3_0.py │ │ │ ├── kernel3_1.py │ │ │ └── kernel3_2.py │ ├── designs_lib │ │ ├── cnn │ │ │ ├── kernel0_0.json │ │ │ ├── kernel0_1.json │ │ │ ├── kernel0_2.json │ │ │ ├── kernel1_0.json │ │ │ ├── kernel1_1.json │ │ │ ├── kernel1_2.json │ │ │ ├── kernel2_0.json │ │ │ ├── kernel2_1.json │ │ │ ├── kernel2_2.json │ │ │ ├── kernel3_0.json │ │ │ ├── kernel3_1.json │ │ │ ├── kernel3_2.json │ │ │ ├── kernel4_0.json │ │ │ ├── kernel4_1.json │ │ │ ├── kernel4_2.json │ │ │ ├── kernel5_0.json │ │ │ ├── kernel5_1.json │ │ │ ├── kernel5_2.json │ │ │ ├── kernel6_0.json │ │ │ ├── kernel6_1.json │ │ │ ├── kernel6_2.json │ │ │ ├── kernel7_0.json │ │ │ ├── kernel7_1.json │ │ │ ├── kernel7_2.json │ │ │ ├── kernel8_0.json │ │ │ ├── kernel8_1.json │ │ │ ├── kernel8_2.json │ │ │ ├── kernel9_0.json │ │ │ ├── kernel9_1.json │ │ │ └── kernel9_2.json │ │ └── gemm │ │ │ ├── kernel0_0.json │ │ │ ├── kernel0_1.json │ │ │ ├── kernel0_2.json │ │ │ ├── kernel1_0.json │ │ │ ├── kernel1_1.json │ │ │ ├── kernel1_2.json │ │ │ ├── kernel2_0.json │ │ │ ├── kernel2_1.json │ │ │ ├── kernel2_2.json │ │ │ ├── kernel3_0.json │ │ │ ├── kernel3_1.json │ │ │ ├── kernel3_2.json │ │ │ ├── kernel4_0.json │ │ │ ├── kernel4_1.json │ │ │ ├── kernel4_2.json │ │ │ ├── kernel5_0.json │ │ │ ├── kernel5_1.json │ │ │ └── kernel5_2.json │ ├── explorer.py │ ├── main.py │ ├── requirements.txt │ ├── scripts │ │ ├── compute_network_info.py │ │ ├── grid_search_xgb_params.py │ │ ├── img2col.py │ │ ├── run_arch1.sh │ │ ├── run_arch1_free.sh │ │ ├── run_arch1_ml_cmp.sh │ │ ├── run_arch2.sh │ │ ├── run_arch3.sh │ │ ├── run_arch4.sh │ │ ├── run_dataflow_cmp_cnn.sh │ │ ├── run_dataflow_cmp_mm.sh │ │ ├── run_dataflow_cmp_mm_energy.sh │ │ ├── run_img2col_single.sh │ │ ├── run_method_cmp.sh │ │ ├── run_metric_cmp.sh │ │ ├── run_mutation_cmp.sh │ │ └── split_cnn_layers.py │ ├── search_task.py │ ├── solver.py │ ├── tuners.py │ ├── unit_test.py │ ├── utils.py │ └── workload │ │ ├── conv.json │ │ ├── mm.json │ │ ├── mm64.json │ │ ├── mobilenetv2.json │ │ ├── mobilenetv2_1.json │ │ ├── mobilenetv2_10.json │ │ ├── mobilenetv2_11.json │ │ ├── mobilenetv2_12.json │ │ ├── mobilenetv2_13.json │ │ ├── mobilenetv2_14.json │ │ ├── mobilenetv2_15.json │ │ ├── mobilenetv2_16.json │ │ ├── mobilenetv2_17.json │ │ ├── mobilenetv2_18.json │ │ ├── mobilenetv2_19.json │ │ ├── mobilenetv2_2.json │ │ ├── mobilenetv2_20.json │ │ ├── mobilenetv2_21.json │ │ ├── mobilenetv2_22.json │ │ ├── mobilenetv2_23.json │ │ ├── mobilenetv2_24.json │ │ ├── mobilenetv2_25.json │ │ ├── mobilenetv2_26.json │ │ ├── mobilenetv2_27.json │ │ ├── mobilenetv2_28.json │ │ ├── mobilenetv2_29.json │ │ ├── mobilenetv2_3.json │ │ ├── mobilenetv2_30.json │ │ ├── mobilenetv2_31.json │ │ ├── mobilenetv2_32.json │ │ ├── mobilenetv2_33.json │ │ ├── mobilenetv2_34.json │ │ ├── mobilenetv2_35.json │ │ ├── mobilenetv2_36.json │ │ ├── mobilenetv2_4.json │ │ ├── mobilenetv2_47.json │ │ ├── mobilenetv2_5.json │ │ ├── mobilenetv2_6.json │ │ ├── mobilenetv2_7.json │ │ ├── mobilenetv2_8.json │ │ ├── mobilenetv2_9.json │ │ ├── mobilenetv2_complete.json │ │ ├── mobilenetv2_conv3_1_0.json │ │ ├── mobilenetv2_first.json │ │ ├── mobilenetv2_first1.json │ │ ├── mobilenetv2_first2.json │ │ ├── mobilenetv2_half.json │ │ ├── mobilenetv2_img2col.json │ │ ├── mobilenetv2_no_first.json │ │ ├── mobilenetv2_original.json │ │ ├── mobilenetv2_test.json │ │ ├── mobilenetv2_test_single.json │ │ ├── resnet152.json │ │ ├── resnet50.json │ │ ├── resnet50_1.json │ │ ├── resnet50_10.json │ │ ├── resnet50_11.json │ │ ├── resnet50_12.json │ │ ├── resnet50_13.json │ │ ├── resnet50_14.json │ │ ├── resnet50_15.json │ │ ├── resnet50_16.json │ │ ├── resnet50_17.json │ │ ├── resnet50_18.json │ │ ├── resnet50_19.json │ │ ├── resnet50_2.json │ │ ├── resnet50_20.json │ │ ├── resnet50_21.json │ │ ├── resnet50_22.json │ │ ├── resnet50_23.json │ │ ├── resnet50_24.json │ │ ├── resnet50_25.json │ │ ├── resnet50_26.json │ │ ├── resnet50_27.json │ │ ├── resnet50_28.json │ │ ├── resnet50_29.json │ │ ├── resnet50_3.json │ │ ├── resnet50_30.json │ │ ├── resnet50_31.json │ │ ├── resnet50_32.json │ │ ├── resnet50_33.json │ │ ├── resnet50_34.json │ │ ├── resnet50_35.json │ │ ├── resnet50_36.json │ │ ├── resnet50_37.json │ │ ├── resnet50_38.json │ │ ├── resnet50_39.json │ │ ├── resnet50_4.json │ │ ├── resnet50_40.json │ │ ├── resnet50_41.json │ │ ├── resnet50_42.json │ │ ├── resnet50_43.json │ │ ├── resnet50_44.json │ │ ├── resnet50_45.json │ │ ├── resnet50_46.json │ │ ├── resnet50_47.json │ │ ├── resnet50_48.json │ │ ├── resnet50_49.json │ │ ├── resnet50_5.json │ │ ├── resnet50_6.json │ │ ├── resnet50_7.json │ │ ├── resnet50_8.json │ │ ├── resnet50_9.json │ │ ├── resnet50_batch4.json │ │ ├── resnet50_conv5_1.json │ │ ├── resnet50_img2col.json │ │ ├── resnet50_last.json │ │ ├── resnet50_last2.json │ │ ├── resnet50_original.json │ │ ├── vgg16-2-img2col.json │ │ ├── vgg16-3.json │ │ ├── vgg16-4.json │ │ ├── vgg16.json │ │ ├── vgg16_1.json │ │ ├── vgg16_10.json │ │ ├── vgg16_11.json │ │ ├── vgg16_12.json │ │ ├── vgg16_13.json │ │ ├── vgg16_2.json │ │ ├── vgg16_3.json │ │ ├── vgg16_4.json │ │ ├── vgg16_5.json │ │ ├── vgg16_6.json │ │ ├── vgg16_7.json │ │ ├── vgg16_8.json │ │ ├── vgg16_9.json │ │ └── vgg16_img2col.json ├── optimizer.py ├── optimizer_prune.py ├── pe_group.py ├── ppcg_changes │ ├── isl │ │ ├── ast_type.h │ │ ├── files.txt │ │ ├── isl_patch.sh │ │ ├── isl_schedule.c │ │ ├── isl_schedule_band.c │ │ ├── isl_schedule_band.h │ │ ├── isl_schedule_node.c │ │ ├── isl_schedule_tree.c │ │ ├── isl_schedule_tree.h │ │ ├── schedule.h │ │ ├── schedule_node.h │ │ └── vec.h │ └── ppcg │ │ └── files.txt ├── resource_model.py ├── tapa_scripts │ └── CMakeLists.txt ├── tuner │ ├── constraint.py │ ├── cst │ │ └── hw_cst.json │ ├── design.py │ ├── main.py │ ├── search_task.py │ ├── task │ │ ├── cnn.json │ │ ├── mm.json │ │ └── mm2.json │ ├── tuner.py │ ├── unit_test.py │ └── utils.py ├── tuning_scripts │ ├── cnn.sh │ ├── gemm.sh │ └── model_validate.sh └── vitis_scripts │ ├── Makefile │ └── connectivity.cfg ├── autosa_tests ├── cnn │ ├── Makefile │ ├── README.md │ ├── connectivity.cfg │ ├── hls_script.tcl │ ├── kernel.c │ ├── kernel.h │ ├── param_names.json │ └── simd_info.json ├── dnn_ops │ ├── dc_simd_info.json │ ├── fc_simd_info.json │ ├── hls_script.tcl │ ├── kernel.c │ ├── kernel.h │ └── pc_simd_info.json ├── large │ ├── cnn │ │ ├── Makefile │ │ ├── README.md │ │ ├── connectivity.cfg │ │ ├── hls_script.tcl │ │ ├── kernel.c │ │ ├── kernel.h │ │ ├── simd_info.json │ │ ├── step1-run-hls.tcl │ │ ├── step2-autobridge.py │ │ ├── step3-pack-xo.tcl │ │ └── step4-run-vitis.sh │ ├── mm │ │ ├── Makefile │ │ ├── README.md │ │ ├── connectivity.cfg │ │ ├── hls_script.tcl │ │ ├── kernel.c │ │ ├── kernel.h │ │ ├── simd_info.json │ │ ├── step1-run-hls.tcl │ │ ├── step2-autobridge.py │ │ ├── step3-pack-xo.tcl │ │ └── step4-run-vitis.sh │ ├── mm_block_sparse │ │ ├── Makefile │ │ ├── README.md │ │ ├── connectivity.cfg │ │ ├── hls_script.tcl │ │ ├── kernel.c │ │ ├── kernel.h │ │ └── simd_info.json │ ├── mm_int16 │ │ ├── Makefile │ │ ├── README.md │ │ ├── code.c │ │ ├── connectivity.cfg │ │ ├── hls_script.tcl │ │ ├── kernel.c │ │ ├── kernel.h │ │ ├── simd_info.json │ │ ├── step1-run-hls.tcl │ │ ├── step2-autobridge.py │ │ ├── step3-pack-xo.tcl │ │ ├── step4-run-vitis.sh │ │ └── unroll.py │ ├── mm_int8 │ │ ├── Makefile │ │ ├── README.md │ │ ├── code.c │ │ ├── connectivity.cfg │ │ ├── hls_script.tcl │ │ ├── kernel.c │ │ ├── kernel.h │ │ ├── kernel_kernel_opt.cpp │ │ ├── simd_info.json │ │ ├── step1-run-hls.tcl │ │ ├── step2-autobridge.py │ │ ├── step3-pack-xo.tcl │ │ ├── step4-run-vitis.sh │ │ └── unroll.py │ ├── mm_intel │ │ ├── Makefile │ │ ├── README.md │ │ ├── kernel.c │ │ ├── kernel.h │ │ └── simd_info.json │ ├── mttkrp │ │ ├── Makefile │ │ ├── README.md │ │ ├── connectivity.cfg │ │ ├── kernel.c │ │ ├── kernel.h │ │ ├── simd_info.json │ │ ├── step1-run-hls.tcl │ │ ├── step2-autobridge.py │ │ ├── step3-pack-xo.tcl │ │ └── step4-run-vitis.sh │ ├── ttm │ │ ├── Makefile │ │ ├── README.md │ │ ├── connectivity.cfg │ │ ├── kernel.c │ │ ├── kernel.h │ │ └── simd_info.json │ └── ttmc │ │ ├── Makefile │ │ ├── README.md │ │ ├── connectivity.cfg │ │ ├── kernel.c │ │ ├── kernel.h │ │ ├── simd_info.json │ │ ├── step1-run-hls.tcl │ │ ├── step2-autobridge.py │ │ ├── step3-pack-xo.tcl │ │ └── step4-run-vitis.sh ├── lu │ ├── Makefile │ ├── README.md │ ├── add_batch.py │ ├── hls_script.tcl │ ├── kernel.c │ ├── kernel.h │ └── simd_info.json ├── mm │ ├── Makefile │ ├── README.md │ ├── connectivity.cfg │ ├── hls_script.tcl │ ├── kernel.c │ ├── kernel.h │ ├── param_names.json │ └── simd_info.json ├── mm_block_sparse │ ├── Makefile │ ├── README.md │ ├── connectivity.cfg │ ├── hls_script.tcl │ ├── kernel.c │ ├── kernel.h │ └── simd_info.json ├── mm_catapult │ ├── README.md │ ├── directives.tcl │ ├── kernel.c │ ├── kernel.h │ ├── kernel_kernel_hw.h │ └── simd_info.json ├── mm_getting_started │ ├── Makefile │ ├── connectivity.cfg │ ├── hls_script.tcl │ ├── kernel.c │ ├── kernel.h │ └── simd_info.json ├── mm_hbm │ ├── Makefile │ ├── README.md │ ├── connectivity.cfg │ ├── hls_script.tcl │ ├── kernel.c │ ├── kernel.h │ └── simd_info.json ├── mm_hcl │ ├── README.md │ ├── hls_script.tcl │ ├── kernel.c │ ├── kernel.h │ └── simd_info.json ├── mm_hcl_intel │ ├── Makefile │ ├── README.md │ ├── kernel.c │ ├── kernel.h │ ├── kernel2.c │ └── simd_info.json ├── mm_int16 │ ├── Makefile │ ├── README.md │ ├── connectivity.cfg │ ├── hls_script.tcl │ ├── kernel.c │ ├── kernel.h │ └── simd_info.json └── mm_intel │ ├── Makefile │ ├── README.md │ ├── kernel.c │ ├── kernel.h │ └── simd_info.json ├── clean.sh ├── docs ├── Makefile ├── conf.py ├── docker_image.rst ├── examples │ ├── cnn.rst │ ├── cnn_large.rst │ ├── dnn_ops.rst │ ├── images │ │ ├── array_hbm.png │ │ ├── cnn0_array.png │ │ ├── cnn10_array.png │ │ ├── cnn1_array.png │ │ ├── cnn2_2_array.png │ │ ├── cnn2_array.png │ │ ├── cnn3_array.png │ │ ├── cnn4_array.png │ │ ├── cnn5_array.png │ │ ├── cnn6_array.png │ │ ├── cnn7_array.png │ │ ├── cnn8_array.png │ │ ├── cnn9_array.png │ │ ├── cnn_w_reuse.png │ │ ├── dconv.png │ │ ├── fc.png │ │ ├── gemm0_array.png │ │ ├── gemm1_array.png │ │ ├── gemm2_array.png │ │ ├── gemm3_array.png │ │ ├── gemm4_array.png │ │ ├── gemm5_array.png │ │ ├── mm_dse.png │ │ ├── pconv.png │ │ └── resource_model.png │ ├── index.rst │ ├── lu.rst │ ├── mm.rst │ ├── mm_block_sparse.rst │ ├── mm_hbm.rst │ ├── mm_int16.rst │ ├── mm_int16_large.rst │ ├── mm_int8_large.rst │ ├── mm_large.rst │ ├── mttkrp_large.rst │ └── ttmc_large.rst ├── index.rst ├── install_from_source.rst ├── installation.rst ├── make.bat └── tutorials │ ├── auto_bridge.rst │ ├── auto_tuning_exhaustive.rst │ ├── auto_tuning_genetic.rst │ ├── catapult_backend.rst │ ├── getting_started.rst │ ├── hcl_integrate.rst │ ├── host_serialize.rst │ ├── images │ ├── 2d_array_mm.png │ ├── 2d_array_mm_schedule.png │ ├── ab_map.png │ ├── array_serialize.png │ ├── auto_tuner_flow.png │ ├── autobridge.jpg │ ├── catapult_0.png │ ├── catapult_1.png │ ├── catapult_2.png │ ├── catapult_3.png │ ├── catapult_4.png │ ├── catapult_5.png │ ├── catapult_6.png │ ├── catapult_7.png │ ├── catapult_sim.png │ ├── catapult_sim2.png │ ├── dense_array.png │ ├── dram_bw.png │ ├── flow.png │ ├── io_module_arch.png │ ├── mm_array_L1.png │ ├── mm_array_L2.png │ ├── mm_array_b.png │ ├── mm_array_opt.png │ ├── mm_array_unopt.png │ ├── mm_st_code.png │ ├── mm_tree.png │ ├── mm_tree_array_part.png │ ├── mm_tree_isolate.png │ ├── mm_tree_latency.png │ ├── mm_tree_param.png │ ├── mm_tree_simd.png │ ├── odyssey_flow.png │ ├── serialize_example.png │ ├── serialize_example2.png │ ├── sparse_array.png │ ├── sparse_example1.png │ ├── sparse_example2.png │ └── sparse_mm.png │ ├── index.rst │ ├── intel_backend.rst │ ├── matrix_multiplication.rst │ ├── optimize_array.rst │ ├── structural_sparsity.rst │ └── theory_background.rst ├── install.sh ├── ltmain.sh ├── requirements.txt └── src ├── ChangeLog ├── LICENSE ├── Makefile.am ├── README ├── autogen.sh ├── autosa_catapult_hls_c.cpp ├── autosa_catapult_hls_c.h ├── autosa_codegen.cpp ├── autosa_codegen.h ├── autosa_comm.cpp ├── autosa_comm.h ├── autosa_common.cpp ├── autosa_common.h ├── autosa_cpu.cpp ├── autosa_cpu.h ├── autosa_intel_opencl.cpp ├── autosa_intel_opencl.h ├── autosa_print.cpp ├── autosa_print.h ├── autosa_schedule_tree.cpp ├── autosa_schedule_tree.h ├── autosa_t2s.cpp ├── autosa_tapa_cpp.cpp ├── autosa_tapa_cpp.h ├── autosa_trans.cpp ├── autosa_trans.h ├── autosa_tuning.cpp ├── autosa_tuning.h ├── autosa_utils.cpp ├── autosa_utils.h ├── autosa_xilinx_hls_c.cpp ├── autosa_xilinx_hls_c.h ├── configure.ac ├── cpu.c ├── cpu.h ├── examples └── chemv.c ├── get_submodules.sh ├── grouping.c ├── grouping.h ├── hybrid.c ├── hybrid.h ├── json.hpp ├── m4 ├── ax_check_opencl.m4 ├── ax_check_openmp.m4 ├── ax_detect_git_head.m4 └── ax_submodule.m4 ├── main.cpp ├── ocl_utilities.c ├── ocl_utilities.h ├── opencl_test.sh.in ├── polybench_test.sh.in ├── ppcg.c ├── ppcg.h ├── ppcg_files ├── cuda.c ├── cuda.h ├── cuda_common.c ├── cuda_common.h ├── gpu.c ├── gpu.h ├── gpu_array_tile.c ├── gpu_array_tile.h ├── gpu_group.c ├── gpu_group.h ├── gpu_hybrid.c ├── gpu_hybrid.h ├── gpu_print.c ├── gpu_print.h ├── gpu_tree.c ├── gpu_tree.h ├── opencl.c └── opencl.h ├── ppcg_options.c ├── ppcg_options.h ├── print.c ├── print.h ├── schedule.c ├── schedule.h ├── tests ├── call.c ├── call2.c ├── call2_opencl_functions.cl ├── call3.c ├── call3_opencl_functions.cl ├── call4.c ├── call5.c ├── call_opencl_functions.cl ├── dead.c ├── iterator.c ├── 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