├── .asf.yaml ├── .clang-format ├── .github ├── CODEOWNERS ├── ISSUE_TEMPLATE │ ├── bug-report.md │ ├── ci-image.md │ ├── ci-problem.md │ ├── config.yml │ ├── documentation.md │ └── feature-tracking.md ├── PULL_REQUEST_TEMPLATE.md └── workflows │ └── main.yml ├── .gitignore ├── .gitmodules ├── .pre-commit-config.yaml ├── 3rdparty ├── cma │ ├── cma.h │ ├── cma_api_impl.h │ └── settings.mk ├── compiler-rt │ └── builtin_fp16.h ├── libcrc │ ├── .gitignore │ ├── include │ │ └── checksum.h │ ├── src │ │ └── crcccitt.c │ └── tab │ │ └── gentab_ccitt.inc └── picojson │ ├── README.md │ └── picojson.h ├── CMakeLists.txt ├── CONTRIBUTORS.md ├── Jenkinsfile ├── KEYS ├── LICENSE ├── Makefile ├── NEWS.md ├── NOTICE ├── README.md ├── apps ├── README.md ├── android_camera │ ├── .gitignore │ ├── README.md │ ├── app │ │ ├── build.gradle │ │ └── src │ │ │ └── main │ │ │ ├── AndroidManifest.xml │ │ │ ├── java │ │ │ └── org │ │ │ │ └── apache │ │ │ │ └── tvm │ │ │ │ └── android │ │ │ │ └── androidcamerademo │ │ │ │ ├── Camera2BasicFragment.java │ │ │ │ └── MainActivity.java │ │ │ ├── jni │ │ │ ├── Android.mk │ │ │ ├── Application.mk │ │ │ ├── build.sh │ │ │ ├── make │ │ │ │ └── config.mk │ │ │ └── tvm_runtime.h │ │ │ ├── res │ │ │ ├── drawable │ │ │ │ └── item_selector.xml │ │ │ ├── layout │ │ │ │ ├── activity_main.xml │ │ │ │ ├── fragment_camera2_basic.xml │ │ │ │ └── listview_row.xml │ │ │ ├── values │ │ │ │ ├── colors.xml │ │ │ │ ├── strings.xml │ │ │ │ └── styles.xml │ │ │ └── xml │ │ │ │ └── provider_paths.xml │ │ │ └── rs │ │ │ └── yuv420888.rs │ ├── build.gradle │ ├── dev_tools │ │ ├── gen_keystore.sh │ │ └── sign_apk.sh │ ├── gradle.properties │ ├── models │ │ └── prepare_model.py │ └── settings.gradle ├── android_deploy │ ├── .gitignore │ ├── README.md │ ├── app │ │ ├── .gitignore │ │ ├── build.gradle │ │ ├── download-models.gradle │ │ └── src │ │ │ └── main │ │ │ ├── AndroidManifest.xml │ │ │ ├── java │ │ │ └── org │ │ │ │ └── apache │ │ │ │ └── tvm │ │ │ │ └── android │ │ │ │ └── demo │ │ │ │ └── MainActivity.java │ │ │ ├── jni │ │ │ ├── Android.mk │ │ │ ├── Application.mk │ │ │ ├── build.sh │ │ │ ├── make │ │ │ │ └── config.mk │ │ │ └── tvm_runtime.h │ │ │ └── res │ │ │ ├── layout │ │ │ ├── activity_main.xml │ │ │ └── content_main.xml │ │ │ ├── values │ │ │ ├── colors.xml │ │ │ ├── strings.xml │ │ │ └── styles.xml │ │ │ └── xml │ │ │ └── provider_paths.xml │ ├── build.gradle │ ├── dev_tools │ │ ├── gen_keystore.sh │ │ └── sign_apk.sh │ ├── gradle.properties │ └── settings.gradle ├── android_rpc │ ├── .gitignore │ ├── README.md │ ├── app │ │ ├── .gitignore │ │ ├── build.gradle │ │ └── src │ │ │ └── main │ │ │ ├── AndroidManifest.xml │ │ │ ├── java │ │ │ └── org │ │ │ │ └── apache │ │ │ │ └── tvm │ │ │ │ └── tvmrpc │ │ │ │ ├── MainActivity.java │ │ │ │ ├── RPCActivity.java │ │ │ │ ├── RPCAndroidWatchdog.java │ │ │ │ └── RPCProcessor.java │ │ │ ├── jni │ │ │ ├── Android.mk │ │ │ ├── Application.mk │ │ │ ├── build.sh │ │ │ ├── make │ │ │ │ └── config.mk │ │ │ └── tvm_runtime.h │ │ │ └── res │ │ │ ├── layout │ │ │ ├── activity_main.xml │ │ │ ├── activity_rpc.xml │ │ │ ├── content_main.xml │ │ │ └── content_rpc.xml │ │ │ ├── mipmap-hdpi │ │ │ └── ic_launcher.png │ │ │ ├── mipmap-mdpi │ │ │ └── ic_launcher.png │ │ │ └── values │ │ │ ├── colors.xml │ │ │ ├── strings.xml │ │ │ └── styles.xml │ ├── build.gradle │ ├── dev_tools │ │ ├── gen_keystore.sh │ │ └── sign_apk.sh │ ├── settings.gradle │ └── tests │ │ └── android_rpc_test.py ├── benchmark │ ├── README.md │ ├── arm_cpu_imagenet_bench.py │ ├── gpu_imagenet_bench.py │ ├── mobile_gpu_imagenet_bench.py │ └── util.py ├── bundle_deploy │ ├── Makefile │ ├── README.md │ ├── backtrace.c │ ├── backtrace.h │ ├── build_model.py │ ├── bundle.c │ ├── bundle.cc │ ├── bundle.h │ ├── bundle_static.c │ ├── crt_config │ │ └── crt_config.h │ ├── demo.cc │ ├── demo_static.c │ ├── runtime.cc │ ├── test.cc │ └── test_static.c ├── cpp_rpc │ ├── CMakeLists.txt │ ├── README.md │ ├── main.cc │ ├── rpc_env.cc │ ├── rpc_env.h │ ├── rpc_server.cc │ ├── rpc_server.h │ ├── rpc_tracker_client.h │ ├── win32_process.cc │ └── win32_process.h ├── dso_plugin_module │ ├── .gitignore │ ├── Makefile │ ├── README.md │ ├── plugin_module.cc │ └── test_plugin_module.py ├── extension │ ├── .gitignore │ ├── Makefile │ ├── README.md │ ├── python │ │ └── tvm_ext │ │ │ └── __init__.py │ ├── src │ │ └── tvm_ext.cc │ └── tests │ │ └── test_ext.py ├── hexagon_launcher │ ├── README.md │ ├── cmake │ │ ├── HexagonLauncher.cmake │ │ ├── android │ │ │ └── CMakeLists.txt │ │ └── hexagon │ │ │ └── CMakeLists.txt │ ├── launcher_android.cc │ ├── launcher_core.cc │ ├── launcher_core.h │ ├── launcher_hexagon.cc │ ├── launcher_main.cc │ ├── launcher_rpc.idl │ ├── launcher_util.cc │ └── launcher_util.h ├── howto_deploy │ ├── Makefile │ ├── README.md │ ├── cpp_deploy.cc │ ├── prepare_test_libs.py │ ├── python_deploy.py │ ├── run_example.sh │ └── tvm_runtime_pack.cc ├── ios_rpc │ ├── .gitignore │ ├── CMakeLists.txt │ ├── README.md │ ├── init_proj.py │ ├── tests │ │ ├── ios_rpc_mobilenet.py │ │ └── ios_rpc_test.py │ ├── tvmrpc.xcodeproj │ │ ├── project.pbxproj │ │ ├── project.xcworkspace │ │ │ └── contents.xcworkspacedata │ │ └── xcshareddata │ │ │ └── xcschemes │ │ │ └── tvmrpc.xcscheme │ └── tvmrpc │ │ ├── AppDelegate.h │ │ ├── AppDelegate.m │ │ ├── Assets.xcassets │ │ └── AppIcon.appiconset │ │ │ └── Contents.json │ │ ├── Base.lproj │ │ ├── LaunchScreen.storyboard │ │ └── Main.storyboard │ │ ├── Info.plist │ │ ├── RPCArgs.h │ │ ├── RPCArgs.mm │ │ ├── RPCServer.h │ │ ├── RPCServer.mm │ │ ├── TVMRuntime.mm │ │ ├── ViewController.h │ │ ├── ViewController.mm │ │ └── main.m ├── lldb │ ├── dot.lldbinit.in │ └── tvm.py ├── microtvm │ ├── README.md │ ├── arduino │ │ ├── README.md │ │ └── template_project │ │ │ ├── boards.json │ │ │ ├── crt_config │ │ │ └── crt_config.h │ │ │ ├── microtvm_api_server.py │ │ │ ├── src │ │ │ ├── example_project │ │ │ │ ├── model.c │ │ │ │ ├── model.h │ │ │ │ └── project.ino │ │ │ └── host_driven │ │ │ │ ├── model_support.c │ │ │ │ └── project.ino │ │ │ └── tests │ │ │ └── test_arduino_microtvm_api_server.py │ ├── ethosu │ │ ├── Makefile │ │ ├── README.md │ │ ├── arm-none-eabi-gcc.cmake │ │ ├── convert_image.py │ │ ├── convert_labels.py │ │ ├── corstone300.ld │ │ ├── include │ │ │ ├── crt_config.h │ │ │ ├── ethosu_55.h │ │ │ ├── ethosu_mod.h │ │ │ └── tvm_runtime.h │ │ ├── requirements.txt │ │ ├── run_demo.sh │ │ └── src │ │ │ └── demo.c │ ├── pyproject.toml │ ├── reference-vm │ │ ├── .gitignore │ │ ├── README.md │ │ ├── arduino │ │ │ ├── .gitignore │ │ │ ├── README.md │ │ │ ├── Vagrantfile │ │ │ ├── base-box │ │ │ │ ├── .gitignore │ │ │ │ ├── Vagrantfile.packer-template │ │ │ │ ├── base_box_provision.sh │ │ │ │ ├── base_box_setup.sh │ │ │ │ ├── base_box_test.sh │ │ │ │ └── test-config.json │ │ │ └── provision_setup.sh │ │ ├── base-box-tool.py │ │ ├── rebuild-tvm.sh │ │ └── zephyr │ │ │ ├── .gitignore │ │ │ ├── README.md │ │ │ ├── Vagrantfile │ │ │ ├── base-box │ │ │ ├── .gitignore │ │ │ ├── Vagrantfile.packer-template │ │ │ ├── base_box_provision.sh │ │ │ ├── base_box_setup.sh │ │ │ ├── base_box_test.sh │ │ │ └── test-config.json │ │ │ └── provision_setup.sh │ └── zephyr │ │ ├── README.md │ │ └── template_project │ │ ├── CMakeLists.txt.template │ │ ├── README.md │ │ ├── boards.json │ │ ├── crt_config │ │ └── crt_config.h │ │ ├── microtvm_api_server.py │ │ ├── qemu-hack │ │ ├── qemu-system-arm │ │ ├── qemu-system-i386 │ │ ├── qemu-system-riscv32 │ │ ├── qemu-system-riscv64 │ │ └── qemu-system-xilinx-aarch64 │ │ └── src │ │ ├── aot_demo │ │ ├── main.c │ │ ├── zephyr_uart.c │ │ └── zephyr_uart.h │ │ └── host_driven │ │ └── main.c ├── pt_tvmdsoop │ ├── CMakeLists.txt │ ├── prepare_and_test_pt_tvm_class.sh │ └── tests │ │ ├── test_torch_compile_cpu.py │ │ ├── test_torch_compile_gpu.py │ │ ├── test_torch_graph_module.py │ │ ├── test_torch_script.py │ │ ├── test_torch_vm_module.py │ │ └── test_trace_tvm_module.py ├── rocm_rpc │ ├── Makefile │ ├── README.md │ ├── rocm_runtime_pack.cc │ └── start_rpc_server.sh ├── sgx │ ├── .cargo │ │ └── config │ ├── .gitignore │ ├── .rustfmt.toml │ ├── Cargo.lock │ ├── Cargo.toml │ ├── README.md │ ├── build.rs │ ├── read_results.py │ └── src │ │ ├── build_model.py │ │ └── main.rs ├── tf_tvmdsoop │ ├── CMakeLists.txt │ ├── prepare_and_test_tfop_module.sh │ └── tests │ │ └── test_tfop_module.py ├── topi_recipe │ ├── README.md │ ├── broadcast │ │ └── test_broadcast_map.py │ ├── conv │ │ ├── depthwise_conv2d_test.py │ │ ├── test_conv2d_hwcn_map.py │ │ ├── test_conv_int8_arm.py │ │ └── test_conv_int8_intel.py │ ├── gemm │ │ ├── android_gemm_square.py │ │ ├── cuda_gemm_square.py │ │ └── gemm_int8.py │ ├── reduce │ │ └── test_reduce_map.py │ └── rnn │ │ ├── lstm.py │ │ └── matexp.py ├── vta_rpc │ ├── start_rpc_server.sh │ └── start_rpc_server_to_tracker.sh └── wasm-standalone │ ├── .gitignore │ ├── README.md │ ├── wasm-graph │ ├── .cargo │ │ └── config │ ├── Cargo.toml │ ├── build.rs │ ├── src │ │ ├── lib.rs │ │ ├── types.rs │ │ └── utils.rs │ └── tools │ │ └── build_graph_lib.py │ └── wasm-runtime │ ├── Cargo.toml │ ├── src │ ├── graph.rs │ ├── lib.rs │ └── types.rs │ └── tests │ └── test_graph_resnet50 │ ├── Cargo.toml │ └── src │ └── main.rs ├── cmake ├── config.cmake ├── libs │ └── Libbacktrace.cmake ├── modules │ ├── Arduino.cmake │ ├── CUDA.cmake │ ├── ClangFlags.cmake │ ├── Git.cmake │ ├── Hexagon.cmake │ ├── HexagonSDK.cmake │ ├── LLVM.cmake │ ├── LibInfo.cmake │ ├── Logging.cmake │ ├── Metal.cmake │ ├── Micro.cmake │ ├── OpenCL.cmake │ ├── OpenMP.cmake │ ├── ROCM.cmake │ ├── RustExt.cmake │ ├── StandaloneCrt.cmake │ ├── VTA.cmake │ ├── Vulkan.cmake │ ├── Zephyr.cmake │ └── contrib │ │ ├── ArmComputeLib.cmake │ │ ├── BLAS.cmake │ │ ├── BNNS.cmake │ │ ├── CMSISNN.cmake │ │ ├── CODEGENC.cmake │ │ ├── CUTLASS.cmake │ │ ├── CoreML.cmake │ │ ├── DNNL.cmake │ │ ├── EthosN.cmake │ │ ├── EthosU.cmake │ │ ├── ExampleTargetHooks.cmake │ │ ├── HybridDump.cmake │ │ ├── MicroStandaloneRuntime.cmake │ │ ├── NNPack.cmake │ │ ├── ONNX.cmake │ │ ├── PAPI.cmake │ │ ├── PT_TVMDSOOP.cmake │ │ ├── Posit.cmake │ │ ├── Random.cmake │ │ ├── Sort.cmake │ │ ├── TFLite.cmake │ │ ├── TF_TVMDSOOP.cmake │ │ ├── TensorRT.cmake │ │ ├── Verilator.cmake │ │ └── VitisAI.cmake └── utils │ ├── FindCUDA.cmake │ ├── FindEthosN.cmake │ ├── FindLLVM.cmake │ ├── FindOpenCL.cmake │ ├── FindROCM.cmake │ ├── FindVulkan.cmake │ └── Utils.cmake ├── conda ├── Dockerfile.template ├── build-environment.yaml ├── build_cpu.sh ├── build_cuda.sh ├── build_win.bat ├── recipe │ ├── bld.bat │ ├── build.sh │ ├── conda_build_config.yaml │ ├── cross-linux.cmake │ ├── install_libtvm.bat │ ├── install_libtvm.sh │ ├── install_tvm_python.bat │ ├── install_tvm_python.sh │ └── meta.yaml └── render_cuda_dockerfiles.py ├── conftest.py ├── docker ├── Dockerfile.ci_arm ├── Dockerfile.ci_cpu ├── Dockerfile.ci_gpu ├── Dockerfile.ci_i386 ├── Dockerfile.ci_jekyll ├── Dockerfile.ci_lint ├── Dockerfile.ci_qemu ├── Dockerfile.ci_wasm ├── Dockerfile.conda_cpu ├── Dockerfile.conda_cuda100 ├── Dockerfile.conda_cuda90 ├── Dockerfile.demo_android ├── Dockerfile.demo_cpu ├── Dockerfile.demo_gpu ├── Dockerfile.demo_opencl ├── Dockerfile.demo_rocm ├── Dockerfile.demo_vitis_ai ├── README.md ├── bash.sh ├── build.sh ├── dev_common.sh ├── install │ ├── install_tvm_cpu.sh │ ├── install_tvm_gpu.sh │ ├── ubuntu1804_install_clang_format.sh │ ├── ubuntu1804_install_llvm.sh │ ├── ubuntu1804_install_python.sh │ ├── ubuntu1804_install_python_venv.sh │ ├── ubuntu_download_arm_compute_lib_binaries.sh │ ├── ubuntu_init_zephyr_project.sh │ ├── ubuntu_install_androidsdk.sh │ ├── ubuntu_install_arduino.sh │ ├── ubuntu_install_caffe.sh │ ├── ubuntu_install_caffe2.sh │ ├── ubuntu_install_cmake_source.sh │ ├── ubuntu_install_conda.sh │ ├── ubuntu_install_core.sh │ ├── ubuntu_install_coreml.sh │ ├── ubuntu_install_darknet.sh │ ├── ubuntu_install_dgl.sh │ ├── ubuntu_install_dnnl.sh │ ├── ubuntu_install_emscripten.sh │ ├── ubuntu_install_ethosn_driver_stack.sh │ ├── ubuntu_install_ethosu_driver_stack.sh │ ├── ubuntu_install_gluoncv.sh │ ├── ubuntu_install_golang.sh │ ├── ubuntu_install_gradle.sh │ ├── ubuntu_install_java.sh │ ├── ubuntu_install_llvm.sh │ ├── ubuntu_install_mxnet.sh │ ├── ubuntu_install_nnpack.sh │ ├── ubuntu_install_nodejs.sh │ ├── ubuntu_install_onnx.sh │ ├── ubuntu_install_opencl.sh │ ├── ubuntu_install_paddle.sh │ ├── ubuntu_install_papi.sh │ ├── ubuntu_install_python.sh │ ├── ubuntu_install_python_package.sh │ ├── ubuntu_install_qemu.sh │ ├── ubuntu_install_rat.sh │ ├── ubuntu_install_redis.sh │ ├── ubuntu_install_rocm.sh │ ├── ubuntu_install_rust.sh │ ├── ubuntu_install_sbt.sh │ ├── ubuntu_install_sphinx.sh │ ├── ubuntu_install_tensorflow.sh │ ├── ubuntu_install_tflite.sh │ ├── ubuntu_install_universal.sh │ ├── ubuntu_install_vela.sh │ ├── ubuntu_install_verilator.sh │ ├── ubuntu_install_vitis_ai_core.sh │ ├── ubuntu_install_vitis_ai_packages_ci.sh │ ├── ubuntu_install_vulkan.sh │ └── ubuntu_install_zephyr.sh ├── lint.sh └── with_the_same_user ├── docs ├── .gitignore ├── Doxyfile ├── Makefile ├── README.txt ├── _static │ ├── css │ │ └── tvm_theme.css │ └── img │ │ ├── README │ │ ├── tvm-logo-small.png │ │ └── tvm-logo-square.png ├── arch │ ├── benchmark.rst │ ├── convert_layout.rst │ ├── debugger.rst │ ├── device_target_interactions.rst │ ├── frontend │ │ └── tensorflow.rst │ ├── hybrid_script.rst │ ├── index.rst │ ├── inferbound.rst │ ├── introduction_to_module_serialization.rst │ ├── microtvm_design.rst │ ├── model_library_format.rst │ ├── pass_infra.rst │ ├── relay_intro.rst │ ├── relay_op_strategy.rst │ ├── runtime.rst │ ├── runtimes │ │ └── vulkan.rst │ ├── security.rst │ └── virtual_machine.rst ├── conf.py ├── contribute │ ├── code_guide.rst │ ├── code_review.rst │ ├── committer_guide.rst │ ├── community.rst │ ├── document.rst │ ├── error_handling.rst │ ├── git_howto.rst │ ├── index.rst │ ├── pull_request.rst │ └── release_process.rst ├── dev │ ├── how_to │ │ ├── how_to.rst │ │ ├── pytest_target_parametrization.rst │ │ ├── relay_add_op.rst │ │ ├── relay_add_pass.rst │ │ └── relay_bring_your_own_codegen.rst │ └── tutorial │ │ ├── codebase_walkthrough.rst │ │ └── index.rst ├── errors.rst ├── faq.rst ├── genindex.rst ├── how_to │ ├── deploy │ │ ├── android.rst │ │ ├── arm_compute_lib.rst │ │ ├── bnns.rst │ │ ├── cpp_deploy.rst │ │ ├── hls.rst │ │ ├── index.rst │ │ ├── integrate.rst │ │ ├── tensorrt.rst │ │ └── vitis_ai.rst │ ├── index.rst │ └── profile │ │ ├── index.rst │ │ └── papi.rst ├── index.rst ├── install │ ├── docker.rst │ ├── from_source.rst │ ├── index.rst │ ├── nnpack.rst │ └── tlcpack.rst ├── legacy_redirect.py ├── reference │ ├── api │ │ ├── links.rst │ │ └── python │ │ │ ├── auto_scheduler.rst │ │ │ ├── autotvm.rst │ │ │ ├── contrib.rst │ │ │ ├── driver.rst │ │ │ ├── error.rst │ │ │ ├── graph_executor.rst │ │ │ ├── index.rst │ │ │ ├── ir.rst │ │ │ ├── micro.rst │ │ │ ├── ndarray.rst │ │ │ ├── relay │ │ │ ├── analysis.rst │ │ │ ├── backend.rst │ │ │ ├── dataflow_pattern.rst │ │ │ ├── frontend.rst │ │ │ ├── image.rst │ │ │ ├── index.rst │ │ │ ├── nn.rst │ │ │ ├── testing.rst │ │ │ ├── transform.rst │ │ │ └── vision.rst │ │ │ ├── rpc.rst │ │ │ ├── runtime.rst │ │ │ ├── target.rst │ │ │ ├── te.rst │ │ │ ├── tir.rst │ │ │ ├── topi.rst │ │ │ └── vta │ │ │ └── index.rst │ ├── langref │ │ ├── hybrid_script.rst │ │ ├── index.rst │ │ ├── relay_adt.rst │ │ ├── relay_expr.rst │ │ ├── relay_op.rst │ │ ├── relay_pattern.rst │ │ └── relay_type.rst │ └── publications.rst └── topic │ ├── microtvm │ └── index.rst │ └── vta │ ├── .gitignore │ ├── dev │ ├── config.rst │ ├── hardware.rst │ └── index.rst │ ├── index.rst │ └── install.rst ├── gallery ├── how_to │ ├── compile_models │ │ ├── README.txt │ │ ├── from_caffe2.py │ │ ├── from_coreml.py │ │ ├── from_darknet.py │ │ ├── from_keras.py │ │ ├── from_mxnet.py │ │ ├── from_onnx.py │ │ ├── from_paddle.py │ │ ├── from_pytorch.py │ │ ├── from_tensorflow.py │ │ └── from_tflite.py │ ├── deploy_models │ │ ├── README.txt │ │ ├── deploy_model_on_android.py │ │ ├── deploy_model_on_rasp.py │ │ ├── deploy_object_detection_pytorch.py │ │ ├── deploy_prequantized.py │ │ ├── deploy_prequantized_tflite.py │ │ ├── deploy_quantized.py │ │ ├── deploy_sparse.py │ │ └── deploy_ssd_gluoncv.py │ ├── extend_tvm │ │ ├── README.txt │ │ ├── bring_your_own_datatypes.py │ │ ├── low_level_custom_pass.py │ │ ├── use_pass_infra.py │ │ └── use_pass_instrument.py │ ├── optimize_operators │ │ ├── README.txt │ │ ├── opt_conv_cuda.py │ │ ├── opt_conv_tensorcore.py │ │ └── opt_gemm.py │ ├── tune_with_autoscheduler │ │ ├── README.txt │ │ ├── ci_logs │ │ │ ├── conv2d.json │ │ │ ├── matmul.json │ │ │ ├── resnet-18-NHWC-B1-cuda.json │ │ │ ├── resnet-50-NHWC-B1-llvm.json │ │ │ └── sparse_dense.json │ │ ├── tune_conv2d_layer_cuda.py │ │ ├── tune_network_arm.py │ │ ├── tune_network_cuda.py │ │ ├── tune_network_mali.py │ │ ├── tune_network_x86.py │ │ └── tune_sparse_x86.py │ ├── tune_with_autotvm │ │ ├── README.txt │ │ ├── tune_conv2d_cuda.py │ │ ├── tune_relay_arm.py │ │ ├── tune_relay_cuda.py │ │ ├── tune_relay_mobile_gpu.py │ │ └── tune_relay_x86.py │ ├── work_with_microtvm │ │ ├── README.txt │ │ ├── micro_autotune.py │ │ ├── micro_reference_vm.py │ │ └── micro_tflite.py │ ├── work_with_relay │ │ ├── README.txt │ │ ├── build_gcn.py │ │ └── using_external_lib.py │ └── work_with_schedules │ │ ├── README.txt │ │ ├── extern_op.py │ │ ├── intrin_math.py │ │ ├── reduction.py │ │ ├── scan.py │ │ ├── schedule_primitives.py │ │ ├── tedd.py │ │ ├── tensorize.py │ │ └── tuple_inputs.py └── tutorial │ ├── README.txt │ ├── auto_scheduler_matmul_x86.py │ ├── autotvm_matmul_x86.py │ ├── autotvm_relay_x86.py │ ├── cross_compilation_and_rpc.py │ ├── install.py │ ├── intro_topi.py │ ├── introduction.py │ ├── relay_quick_start.py │ ├── tensor_expr_get_started.py │ ├── tensor_ir_blitz_course.py │ └── tvmc_command_line_driver.py ├── golang ├── Makefile ├── README.md ├── sample │ ├── Makefile │ ├── complex.go │ ├── deploy.py │ ├── gen_mobilenet_lib.py │ ├── pack_func_closure_arg.go │ ├── pack_func_closure_return.go │ ├── pack_func_convert.go │ ├── pack_func_handle_arg.go │ ├── pack_func_register.go │ └── simple.go └── src │ ├── array_test.go │ ├── bytearray.go │ ├── bytearray_test.go │ ├── device.go │ ├── error.go │ ├── error_test.go │ ├── function.go │ ├── function_test.go │ ├── gotvm.cc │ ├── gotvm.go │ ├── gotvm.h │ ├── gotvm_test.go │ ├── module.go │ ├── module_test.go │ ├── ndarray.go │ ├── tvm_runtime_pack.cc │ ├── type.go │ ├── utils.go │ ├── value.go │ └── value_test.go ├── include └── tvm │ ├── arith │ ├── analyzer.h │ ├── bound.h │ ├── int_set.h │ ├── int_solver.h │ ├── iter_affine_map.h │ └── pattern.h │ ├── auto_scheduler │ ├── auto_schedule.h │ ├── compute_dag.h │ ├── cost_model.h │ ├── feature.h │ ├── loop_state.h │ ├── measure.h │ ├── measure_record.h │ ├── search_policy.h │ ├── search_task.h │ └── transform_step.h │ ├── driver │ └── driver_api.h │ ├── ir │ ├── adt.h │ ├── affine_type.h │ ├── attrs.h │ ├── diagnostic.h │ ├── env_func.h │ ├── error.h │ ├── expr.h │ ├── function.h │ ├── instrument.h │ ├── module.h │ ├── op.h │ ├── span.h │ ├── tensor_type.h │ ├── transform.h │ ├── type.h │ ├── type_functor.h │ └── type_relation.h │ ├── meta_schedule │ ├── arg_info.h │ ├── builder.h │ ├── database.h │ ├── integration.h │ ├── runner.h │ ├── search_strategy.h │ ├── space_generator.h │ ├── task_scheduler.h │ └── tune_context.h │ ├── node │ ├── attr_registry_map.h │ ├── functor.h │ ├── node.h │ ├── reflection.h │ ├── repr_printer.h │ ├── serialization.h │ ├── structural_equal.h │ └── structural_hash.h │ ├── parser │ ├── parser.h │ └── source_map.h │ ├── relay │ ├── adt.h │ ├── analysis.h │ ├── attrs │ │ ├── algorithm.h │ │ ├── annotation.h │ │ ├── bitserial.h │ │ ├── call.h │ │ ├── debug.h │ │ ├── device_copy.h │ │ ├── image.h │ │ ├── memory.h │ │ ├── nn.h │ │ ├── random.h │ │ ├── reduce.h │ │ ├── transform.h │ │ ├── vision.h │ │ └── vm.h │ ├── base.h │ ├── dataflow_matcher.h │ ├── dataflow_pattern.h │ ├── dataflow_pattern_functor.h │ ├── executor.h │ ├── expr.h │ ├── expr_functor.h │ ├── feature.h │ ├── function.h │ ├── interpreter.h │ ├── op.h │ ├── op_attr_types.h │ ├── op_strategy.h │ ├── pattern_functor.h │ ├── qnn │ │ ├── attrs.h │ │ └── transform.h │ ├── runtime.h │ ├── transform.h │ └── type.h │ ├── runtime │ ├── c_backend_api.h │ ├── c_runtime_api.h │ ├── container │ │ ├── adt.h │ │ ├── array.h │ │ ├── base.h │ │ ├── closure.h │ │ ├── map.h │ │ ├── optional.h │ │ ├── shape_tuple.h │ │ └── string.h │ ├── contrib │ │ └── papi.h │ ├── crt │ │ ├── crt.h │ │ ├── error_codes.h │ │ ├── func_registry.h │ │ ├── graph_executor.h │ │ ├── graph_executor_module.h │ │ ├── logging.h │ │ ├── microtvm_rpc_server.h │ │ ├── module.h │ │ ├── packed_func.h │ │ ├── page_allocator.h │ │ ├── platform.h │ │ ├── rpc_common │ │ │ ├── frame_buffer.h │ │ │ ├── framing.h │ │ │ ├── session.h │ │ │ └── write_stream.h │ │ └── stack_allocator.h │ ├── data_type.h │ ├── device_api.h │ ├── executor_info.h │ ├── logging.h │ ├── memory.h │ ├── micro │ │ └── standalone │ │ │ └── microtvm_runtime.h │ ├── module.h │ ├── ndarray.h │ ├── object.h │ ├── packed_func.h │ ├── profiling.h │ ├── registry.h │ ├── serializer.h │ ├── threading_backend.h │ └── vm │ │ ├── bytecode.h │ │ ├── executable.h │ │ ├── memory_manager.h │ │ └── vm.h │ ├── support │ ├── parallel_for.h │ ├── random_engine.h │ └── with.h │ ├── target │ ├── codegen.h │ ├── compilation_config.h │ ├── generic_func.h │ ├── se_scope.h │ ├── tag.h │ ├── target.h │ ├── target_info.h │ └── target_kind.h │ ├── te │ ├── autodiff.h │ ├── operation.h │ ├── schedule.h │ ├── schedule_pass.h │ ├── tensor.h │ └── tensor_intrin.h │ ├── tir │ ├── analysis.h │ ├── buffer.h │ ├── builtin.h │ ├── data_layout.h │ ├── expr.h │ ├── expr_functor.h │ ├── function.h │ ├── op.h │ ├── op_attr_types.h │ ├── schedule │ │ ├── block_scope.h │ │ ├── instruction.h │ │ ├── schedule.h │ │ ├── state.h │ │ └── trace.h │ ├── stmt.h │ ├── stmt_functor.h │ ├── transform.h │ └── var.h │ └── topi │ ├── broadcast.h │ ├── contrib │ ├── cublas.h │ └── rocblas.h │ ├── cuda │ ├── dense.h │ ├── injective.h │ ├── pooling.h │ ├── reduction.h │ └── softmax.h │ ├── detail │ ├── array_utils.h │ ├── broadcast.h │ ├── constant_utils.h │ ├── extern.h │ ├── fuse.h │ ├── pad_utils.h │ ├── ravel_unravel.h │ ├── strided_slice.h │ └── tensor_utils.h │ ├── einsum.h │ ├── elemwise.h │ ├── generic │ ├── default.h │ ├── extern.h │ └── injective.h │ ├── nn.h │ ├── nn │ ├── bias_add.h │ ├── bnn.h │ ├── dense.h │ ├── dilate.h │ ├── flatten.h │ ├── local_response_norm.h │ ├── mapping.h │ ├── pooling.h │ └── softmax.h │ ├── reduction.h │ ├── rocm │ ├── dense.h │ ├── injective.h │ ├── pooling.h │ ├── reduction.h │ └── softmax.h │ ├── tags.h │ ├── transform.h │ ├── utils.h │ ├── vision │ └── reorg.h │ └── x86 │ ├── bnn.h │ ├── default.h │ └── injective.h ├── jvm ├── README.md ├── assembly │ ├── linux-x86_64 │ │ ├── pom.xml │ │ └── src │ │ │ └── main │ │ │ └── assembly │ │ │ └── assembly.xml │ ├── osx-x86_64 │ │ ├── pom.xml │ │ └── src │ │ │ └── main │ │ │ └── assembly │ │ │ └── assembly.xml │ └── pom.xml ├── conf │ ├── google_checks.xml │ └── log4j.properties ├── core │ ├── pom.xml │ └── src │ │ ├── main │ │ └── java │ │ │ └── org │ │ │ └── apache │ │ │ └── tvm │ │ │ ├── API.java │ │ │ ├── APIInternal.java │ │ │ ├── ArgTypeCode.java │ │ │ ├── Base.java │ │ │ ├── Device.java │ │ │ ├── Function.java │ │ │ ├── LibInfo.java │ │ │ ├── Module.java │ │ │ ├── NDArray.java │ │ │ ├── NDArrayBase.java │ │ │ ├── NativeLibraryLoader.java │ │ │ ├── TVMType.java │ │ │ ├── TVMValue.java │ │ │ ├── TVMValueBytes.java │ │ │ ├── TVMValueDouble.java │ │ │ ├── TVMValueHandle.java │ │ │ ├── TVMValueLong.java │ │ │ ├── TVMValueNull.java │ │ │ ├── TVMValueString.java │ │ │ ├── contrib │ │ │ ├── GraphExecutor.java │ │ │ └── GraphModule.java │ │ │ └── rpc │ │ │ ├── Client.java │ │ │ ├── ConnectProxyServerProcessor.java │ │ │ ├── ConnectTrackerServerProcessor.java │ │ │ ├── NativeServerLoop.java │ │ │ ├── RPC.java │ │ │ ├── RPCSession.java │ │ │ ├── RPCWatchdog.java │ │ │ ├── Server.java │ │ │ ├── ServerProcessor.java │ │ │ ├── SocketChannel.java │ │ │ ├── StandaloneServerProcessor.java │ │ │ ├── TVMRemoteDevice.java │ │ │ └── Utils.java │ │ └── test │ │ ├── java │ │ └── org │ │ │ └── apache │ │ │ └── tvm │ │ │ ├── FunctionTest.java │ │ │ ├── ModuleTest.java │ │ │ ├── NDArrayTest.java │ │ │ ├── TestUtils.java │ │ │ ├── contrib │ │ │ └── GraphExecutorTest.java │ │ │ └── rpc │ │ │ └── RPCTest.java │ │ └── scripts │ │ ├── test_add_cpu.py │ │ ├── test_add_gpu.py │ │ ├── test_graph_executor.py │ │ └── test_rpc_proxy_server.py ├── native │ ├── linux-x86_64 │ │ └── pom.xml │ ├── osx-x86_64 │ │ └── pom.xml │ ├── pom.xml │ └── src │ │ └── main │ │ └── native │ │ ├── jni_helper_func.h │ │ └── org_apache_tvm_native_c_api.cc └── pom.xml ├── licenses ├── LICENSE.blockingconcurrentqueue.txt ├── LICENSE.builtin_fp16.txt ├── LICENSE.cma.txt ├── LICENSE.concurrentqueue.txt ├── LICENSE.cutlass.txt ├── LICENSE.dlpack.txt ├── LICENSE.libbacktrace.txt ├── LICENSE.libcrc.txt ├── LICENSE.picojson.txt └── LICENSE.rang.txt ├── mypy.ini ├── nnvm ├── Makefile ├── README.md ├── amalgamation │ ├── .gitignore │ ├── Makefile │ ├── README │ ├── amalgamation.py │ └── generate.py ├── include │ └── nnvm │ │ ├── base.h │ │ ├── c_api.h │ │ ├── graph.h │ │ ├── graph_attr_types.h │ │ ├── layout.h │ │ ├── node.h │ │ ├── op.h │ │ ├── op_attr_types.h │ │ ├── pass.h │ │ ├── pass_functions.h │ │ ├── symbolic.h │ │ └── tuple.h ├── make │ └── config.mk ├── src │ ├── README.md │ ├── c_api │ │ ├── c_api_common.h │ │ ├── c_api_error.cc │ │ ├── c_api_graph.cc │ │ └── c_api_symbolic.cc │ ├── core │ │ ├── graph.cc │ │ ├── node.cc │ │ ├── op.cc │ │ ├── pass.cc │ │ └── symbolic.cc │ └── pass │ │ ├── correct_layout.cc │ │ ├── gradient.cc │ │ ├── graph_algorithm.h │ │ ├── infer_shape_type.cc │ │ ├── order_mutation.cc │ │ ├── place_device.cc │ │ ├── plan_memory.cc │ │ ├── print_graph_ir.cc │ │ └── saveload_json.cc └── tests │ └── cpp │ ├── .gitignore │ ├── op_test.cc │ ├── tuple_test.cc │ └── unittest.mk ├── pyproject.toml ├── python ├── .gitignore ├── gen_requirements.py ├── setup.py └── tvm │ ├── __init__.py │ ├── _ffi │ ├── __init__.py │ ├── _ctypes │ │ ├── __init__.py │ │ ├── ndarray.py │ │ ├── object.py │ │ ├── packed_func.py │ │ └── types.py │ ├── _cy2 │ │ └── __init__.py │ ├── _cy3 │ │ └── __init__.py │ ├── _cython │ │ ├── base.pxi │ │ ├── core.pyx │ │ ├── ndarray.pxi │ │ ├── object.pxi │ │ └── packed_func.pxi │ ├── _pyversion.py │ ├── base.py │ ├── libinfo.py │ ├── registry.py │ └── runtime_ctypes.py │ ├── arith │ ├── __init__.py │ ├── _ffi_api.py │ ├── analyzer.py │ ├── bound.py │ ├── int_set.py │ ├── int_solver.py │ ├── iter_affine_map.py │ └── pattern.py │ ├── auto_scheduler │ ├── __init__.py │ ├── _ffi_api.py │ ├── compute_dag.py │ ├── cost_model │ │ ├── __init__.py │ │ ├── cost_model.py │ │ └── xgb_model.py │ ├── dispatcher.py │ ├── feature.py │ ├── loop_state.py │ ├── measure.py │ ├── measure_record.py │ ├── relay_integration.py │ ├── search_policy.py │ ├── search_task.py │ ├── task_scheduler.py │ ├── utils.py │ └── workload_registry.py │ ├── autotvm │ ├── __init__.py │ ├── database.py │ ├── env.py │ ├── feature.py │ ├── graph_tuner │ │ ├── __init__.py │ │ ├── _base.py │ │ ├── base_graph_tuner.py │ │ ├── dynamic_programming_stage.py │ │ ├── dynamic_programming_tuner.py │ │ ├── pbqp_tuner.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── traverse_graph.py │ │ │ └── utils.py │ ├── measure │ │ ├── __init__.py │ │ ├── executor.py │ │ ├── measure.py │ │ └── measure_methods.py │ ├── record.py │ ├── task │ │ ├── __init__.py │ │ ├── code_hash.py │ │ ├── dispatcher.py │ │ ├── relay_integration.py │ │ ├── space.py │ │ ├── task.py │ │ └── topi_integration.py │ ├── tophub.py │ ├── tuner │ │ ├── __init__.py │ │ ├── callback.py │ │ ├── ga_tuner.py │ │ ├── index_based_tuner.py │ │ ├── metric.py │ │ ├── model_based_tuner.py │ │ ├── sa_model_optimizer.py │ │ ├── tuner.py │ │ ├── xgboost_cost_model.py │ │ └── xgboost_tuner.py │ └── utils.py │ ├── contrib │ ├── __init__.py │ ├── cblas.py │ ├── cc.py │ ├── clang.py │ ├── coreml_runtime.py │ ├── cublas.py │ ├── cublaslt.py │ ├── cuda_graph │ │ ├── __init__.py │ │ └── cuda_graph_executor.py │ ├── cudnn.py │ ├── cutlass │ │ ├── __init__.py │ │ ├── build.py │ │ ├── gemm_operation.py │ │ ├── gemm_profiler.py │ │ ├── gen_gemm.py │ │ └── library.py │ ├── debugger │ │ ├── __init__.py │ │ ├── debug_executor.py │ │ ├── debug_result.py │ │ └── debug_runtime.py │ ├── dlpack.py │ ├── download.py │ ├── emcc.py │ ├── graph_executor.py │ ├── graph_runtime.py │ ├── hexagon.py │ ├── miopen.py │ ├── mkl.py │ ├── mkldnn.py │ ├── mps.py │ ├── mxnet.py │ ├── ndk.py │ ├── nnpack.py │ ├── nvcc.py │ ├── peak.py │ ├── pickle_memoize.py │ ├── pipeline_executor.py │ ├── popen_pool.py │ ├── random.py │ ├── rocblas.py │ ├── rocm.py │ ├── rpc.py │ ├── sdaccel.py │ ├── sparse.py │ ├── spirv.py │ ├── stackvm.py │ ├── tar.py │ ├── target │ │ ├── __init__.py │ │ ├── coreml.py │ │ ├── onnx.py │ │ └── vitis_ai.py │ ├── tedd.py │ ├── tf_op │ │ ├── __init__.py │ │ └── module.py │ ├── tflite_runtime.py │ ├── thrust.py │ ├── torch │ │ ├── __init__.py │ │ ├── module.py │ │ └── pytorch_tvm.py │ ├── utils.py │ └── xcode.py │ ├── driver │ ├── __init__.py │ ├── _ffi_api.py │ ├── build_module.py │ └── tvmc │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── autotuner.py │ │ ├── common.py │ │ ├── compiler.py │ │ ├── composite_target.py │ │ ├── frontends.py │ │ ├── main.py │ │ ├── model.py │ │ ├── result_utils.py │ │ ├── runner.py │ │ └── target.py │ ├── error.py │ ├── exec │ ├── __init__.py │ ├── autotvm_log_editor.py │ ├── measure_peak.py │ ├── microtvm_debug_shell.py │ ├── popen_worker.py │ ├── query_rpc_tracker.py │ ├── rpc_proxy.py │ ├── rpc_server.py │ └── rpc_tracker.py │ ├── generic.py │ ├── ir │ ├── __init__.py │ ├── _ffi_api.py │ ├── _ffi_instrument_api.py │ ├── _ffi_transform_api.py │ ├── adt.py │ ├── affine_type.py │ ├── attrs.py │ ├── base.py │ ├── container.py │ ├── diagnostics │ │ ├── __init__.py │ │ └── _ffi_api.py │ ├── expr.py │ ├── function.py │ ├── instrument.py │ ├── json_compact.py │ ├── module.py │ ├── op.py │ ├── tensor_type.py │ ├── transform.py │ ├── type.py │ └── type_relation.py │ ├── meta_schedule │ ├── __init__.py │ ├── _ffi_api.py │ ├── arg_info.py │ ├── builder │ │ ├── __init__.py │ │ ├── builder.py │ │ └── local_builder.py │ ├── database │ │ ├── __init__.py │ │ ├── database.py │ │ └── json_database.py │ ├── integration.py │ ├── runner │ │ ├── __init__.py │ │ ├── config.py │ │ ├── local_runner.py │ │ ├── rpc_runner.py │ │ ├── runner.py │ │ └── utils.py │ ├── search_strategy │ │ ├── __init__.py │ │ ├── replay_trace.py │ │ └── search_strategy.py │ ├── space_generator │ │ ├── __init__.py │ │ ├── schedule_fn.py │ │ ├── space_generator.py │ │ └── space_generator_union.py │ ├── task_scheduler │ │ ├── __init__.py │ │ ├── round_robin.py │ │ └── task_scheduler.py │ ├── testing │ │ ├── __init__.py │ │ ├── local_rpc.py │ │ └── relay_workload.py │ ├── tune_context.py │ └── utils.py │ ├── micro │ ├── __init__.py │ ├── base.py │ ├── build.py │ ├── class_factory.py │ ├── contrib │ │ └── stm32 │ │ │ ├── __init__.py │ │ │ └── emitter.py │ ├── debugger.py │ ├── func_registry.py │ ├── model_library_format.py │ ├── project.py │ ├── project_api │ │ ├── __init__.py │ │ ├── client.py │ │ └── server.py │ ├── session.py │ ├── testing.py │ └── transport.py │ ├── parser │ ├── __init__.py │ └── _ffi_api.py │ ├── relay │ ├── __init__.py │ ├── _build_module.py │ ├── _ffi_api.py │ ├── _make.py │ ├── adt.py │ ├── analysis │ │ ├── __init__.py │ │ ├── _ffi_api.py │ │ ├── analysis.py │ │ ├── annotated_regions.py │ │ ├── call_graph.py │ │ ├── count_layers.py │ │ ├── feature.py │ │ ├── sparse_conv2d.py │ │ └── sparse_dense.py │ ├── backend │ │ ├── __init__.py │ │ ├── _backend.py │ │ ├── _vm.py │ │ ├── contrib │ │ │ ├── __init__.py │ │ │ └── ethosu │ │ │ │ ├── __init__.py │ │ │ │ ├── _ffi_api.py │ │ │ │ ├── codegen.py │ │ │ │ ├── errors.py │ │ │ │ ├── legalize.py │ │ │ │ ├── op │ │ │ │ ├── __init__.py │ │ │ │ ├── binary_elementwise.py │ │ │ │ ├── convolution.py │ │ │ │ ├── depthwise.py │ │ │ │ └── pooling.py │ │ │ │ ├── preprocess.py │ │ │ │ ├── te │ │ │ │ ├── __init__.py │ │ │ │ ├── binary_elementwise.py │ │ │ │ ├── convolution.py │ │ │ │ ├── depthwise.py │ │ │ │ ├── dma.py │ │ │ │ └── pooling.py │ │ │ │ ├── tir │ │ │ │ ├── __init__.py │ │ │ │ ├── binary_elementwise.py │ │ │ │ ├── compiler.py │ │ │ │ ├── convolution.py │ │ │ │ ├── depthwise.py │ │ │ │ ├── dma.py │ │ │ │ ├── passes.py │ │ │ │ ├── pooling.py │ │ │ │ ├── scheduler.py │ │ │ │ ├── spec.py │ │ │ │ ├── transform.py │ │ │ │ └── utils.py │ │ │ │ ├── tir_to_cs_translator.py │ │ │ │ ├── util.py │ │ │ │ └── vela_api.py │ │ ├── executor.py │ │ ├── executor_factory.py │ │ ├── graph_executor_codegen.py │ │ ├── interpreter.py │ │ ├── name_transforms.py │ │ ├── runtime.py │ │ ├── te_compiler.py │ │ ├── utils.py │ │ └── vm.py │ ├── base.py │ ├── build_module.py │ ├── data_dep_optimization │ │ ├── __init__.py │ │ ├── bsr_conv2d.py │ │ ├── bsr_dense.py │ │ ├── simplify_fc_transpose.py │ │ └── utils.py │ ├── dataflow_pattern │ │ ├── __init__.py │ │ └── _ffi.py │ ├── debug.py │ ├── expr.py │ ├── expr_functor.py │ ├── frontend │ │ ├── __init__.py │ │ ├── caffe.py │ │ ├── caffe2.py │ │ ├── change_datatype.py │ │ ├── common.py │ │ ├── coreml.py │ │ ├── darknet.py │ │ ├── keras.py │ │ ├── mxnet.py │ │ ├── mxnet_qnn_op_utils.py │ │ ├── nnvm_common.py │ │ ├── onnx.py │ │ ├── paddlepaddle.py │ │ ├── pytorch.py │ │ ├── pytorch_utils.py │ │ ├── qnn_torch.py │ │ ├── tensorflow.py │ │ ├── tensorflow2.py │ │ ├── tensorflow2_ops.py │ │ ├── tensorflow_ops.py │ │ ├── tensorflow_parser.py │ │ ├── tflite.py │ │ └── tflite_flexbuffer.py │ ├── function.py │ ├── loops.py │ ├── op │ │ ├── __init__.py │ │ ├── _algorithm.py │ │ ├── _make.py │ │ ├── _math.py │ │ ├── _reduce.py │ │ ├── _tensor.py │ │ ├── _tensor_grad.py │ │ ├── _transform.py │ │ ├── algorithm.py │ │ ├── annotation │ │ │ ├── __init__.py │ │ │ ├── _make.py │ │ │ └── annotation.py │ │ ├── contrib │ │ │ ├── __init__.py │ │ │ ├── _ethosn.py │ │ │ ├── arm_compute_lib.py │ │ │ ├── bnns.py │ │ │ ├── cmsisnn.py │ │ │ ├── coreml.py │ │ │ ├── cutlass.py │ │ │ ├── dnnl.py │ │ │ ├── ethosn.py │ │ │ ├── ethosu.py │ │ │ ├── register.py │ │ │ ├── tensorrt.py │ │ │ └── vitis_ai.py │ │ ├── dyn │ │ │ ├── __init__.py │ │ │ ├── _algorithm.py │ │ │ ├── _make.py │ │ │ ├── _tensor.py │ │ │ ├── _transform.py │ │ │ ├── image │ │ │ │ ├── __init__.py │ │ │ │ ├── _image.py │ │ │ │ └── _make.py │ │ │ └── nn │ │ │ │ ├── __init__.py │ │ │ │ ├── _make.py │ │ │ │ └── _nn.py │ │ ├── image │ │ │ ├── __init__.py │ │ │ ├── _image.py │ │ │ ├── _make.py │ │ │ └── image.py │ │ ├── memory │ │ │ ├── __init__.py │ │ │ ├── _make.py │ │ │ └── memory.py │ │ ├── nn │ │ │ ├── __init__.py │ │ │ ├── _make.py │ │ │ ├── _nn.py │ │ │ ├── nn.py │ │ │ └── utils.py │ │ ├── op.py │ │ ├── op_attrs.py │ │ ├── random │ │ │ ├── __init__.py │ │ │ ├── _kernel.py │ │ │ ├── _make.py │ │ │ └── kernel.py │ │ ├── reduce.py │ │ ├── strategy │ │ │ ├── __init__.py │ │ │ ├── arm_cpu.py │ │ │ ├── bifrost.py │ │ │ ├── cuda.py │ │ │ ├── generic.py │ │ │ ├── hexagon.py │ │ │ ├── hls.py │ │ │ ├── intel_graphics.py │ │ │ ├── mali.py │ │ │ ├── rocm.py │ │ │ └── x86.py │ │ ├── tensor.py │ │ ├── transform.py │ │ ├── vision │ │ │ ├── __init__.py │ │ │ ├── _make.py │ │ │ ├── _rcnn.py │ │ │ ├── _vision.py │ │ │ ├── _yolo.py │ │ │ ├── multibox.py │ │ │ ├── nms.py │ │ │ ├── rcnn.py │ │ │ └── yolo.py │ │ └── vm │ │ │ ├── __init__.py │ │ │ ├── _ffi_api.py │ │ │ └── vm.py │ ├── param_dict.py │ ├── prelude.py │ ├── qnn │ │ ├── __init__.py │ │ ├── op │ │ │ ├── __init__.py │ │ │ ├── _make.py │ │ │ ├── _qnn.py │ │ │ ├── layout_conversions.py │ │ │ ├── legalizations.py │ │ │ ├── op.py │ │ │ └── qnn.py │ │ └── transform.py │ ├── quantize │ │ ├── __init__.py │ │ ├── _annotate.py │ │ ├── _calibrate.py │ │ ├── _partition.py │ │ ├── _partition_conversions.py │ │ ├── _quantize.py │ │ ├── kl_divergence.py │ │ └── quantize.py │ ├── scope_builder.py │ ├── std │ │ ├── core.rly │ │ ├── gradient.rly │ │ ├── nat.rly │ │ └── prelude.rly │ ├── testing │ │ ├── __init__.py │ │ ├── byoc.py │ │ ├── darknet.py │ │ ├── dcgan.py │ │ ├── densenet.py │ │ ├── dqn.py │ │ ├── inception_v3.py │ │ ├── init.py │ │ ├── layers.py │ │ ├── lstm.py │ │ ├── mlp.py │ │ ├── mobilenet.py │ │ ├── nat.py │ │ ├── py_converter.py │ │ ├── resnet.py │ │ ├── resnet_3d.py │ │ ├── squeezenet.py │ │ ├── synthetic.py │ │ ├── temp_op_attr.py │ │ ├── tf.py │ │ ├── vgg.py │ │ └── yolo_detection.py │ ├── transform │ │ ├── __init__.py │ │ ├── _ffi_api.py │ │ ├── fake_quantization_to_integer.py │ │ ├── infer_layout_utils.py │ │ ├── memory_plan.py │ │ ├── mixed_precision.py │ │ ├── recast.py │ │ └── transform.py │ ├── ty.py │ └── type_functor.py │ ├── rpc │ ├── __init__.py │ ├── _ffi_api.py │ ├── base.py │ ├── client.py │ ├── minrpc.py │ ├── proxy.py │ ├── server.py │ ├── server_ios_launcher.py │ ├── testing.py │ ├── tornado_util.py │ └── tracker.py │ ├── runtime │ ├── __init__.py │ ├── _ffi_api.py │ ├── _ffi_node_api.py │ ├── container.py │ ├── module.py │ ├── ndarray.py │ ├── object.py │ ├── object_generic.py │ ├── packed_func.py │ ├── params.py │ ├── profiler_vm.py │ ├── profiling │ │ ├── __init__.py │ │ └── _ffi_api.py │ └── vm.py │ ├── script │ ├── __init__.py │ ├── _ffi_api.py │ ├── context_maintainer.py │ ├── diagnostics.py │ ├── meta_unparser.py │ ├── parser.py │ ├── registry.py │ ├── tir │ │ ├── __init__.py │ │ ├── __init__.pyi │ │ ├── intrin.py │ │ ├── node.py │ │ ├── prim_func.py │ │ ├── scope_handler.py │ │ ├── special_stmt.py │ │ ├── ty.py │ │ └── utils.py │ └── utils.py │ ├── support.py │ ├── target │ ├── __init__.py │ ├── _ffi_api.py │ ├── arm_isa.py │ ├── codegen.py │ ├── compilation_config.py │ ├── datatype.py │ ├── generic_func.py │ ├── intrin.py │ ├── se_scope.py │ ├── tag.py │ └── target.py │ ├── te │ ├── __init__.py │ ├── _ffi_api.py │ ├── autodiff.py │ ├── hybrid │ │ ├── __init__.py │ │ ├── calls.py │ │ ├── module.py │ │ ├── parser.py │ │ ├── preprocessor.py │ │ ├── runtime.py │ │ └── utils.py │ ├── operation.py │ ├── schedule.py │ ├── tag.py │ ├── tensor.py │ └── tensor_intrin.py │ ├── testing │ ├── __init__.py │ ├── _ffi_api.py │ ├── auto_scheduler.py │ ├── autotvm.py │ ├── plugin.py │ ├── popen_pool.py │ └── utils.py │ ├── tir │ ├── __init__.py │ ├── _ffi_api.py │ ├── analysis │ │ ├── __init__.py │ │ ├── _ffi_api.py │ │ └── analysis.py │ ├── buffer.py │ ├── data_layout.py │ ├── expr.py │ ├── function.py │ ├── generic.py │ ├── ir_builder.py │ ├── op.py │ ├── schedule │ │ ├── __init__.py │ │ ├── _ffi_api.py │ │ ├── block_scope.py │ │ ├── instruction.py │ │ ├── schedule.py │ │ ├── state.py │ │ ├── testing.py │ │ └── trace.py │ ├── stmt.py │ ├── stmt_functor.py │ └── transform │ │ ├── __init__.py │ │ ├── _ffi_api.py │ │ ├── function_pass.py │ │ └── transform.py │ └── topi │ ├── __init__.py │ ├── argwhere.py │ ├── arm_cpu │ ├── __init__.py │ ├── arm_utils.py │ ├── bitserial_conv2d.py │ ├── bitserial_dense.py │ ├── conv2d.py │ ├── conv2d_alter_op.py │ ├── conv2d_gemm.py │ ├── conv2d_int8.py │ ├── conv2d_spatial_pack.py │ ├── conv2d_transpose.py │ ├── cortex_m7 │ │ ├── __init__.py │ │ ├── conv2d │ │ │ ├── __init__.py │ │ │ ├── direct.py │ │ │ └── direct_simd.py │ │ └── micro_kernel │ │ │ ├── __init__.py │ │ │ └── gemm.py │ ├── depthwise_conv2d.py │ ├── group_conv2d.py │ ├── injective.py │ └── tensor_intrin.py │ ├── bifrost │ ├── __init__.py │ ├── conv2d.py │ ├── dense.py │ ├── depthwise_conv2d.py │ ├── gemm.py │ └── transforms.py │ ├── broadcast.py │ ├── cpp │ ├── __init__.py │ ├── cuda.py │ ├── generic.py │ ├── impl.py │ ├── nn.py │ ├── rocm.py │ ├── utils.py │ ├── vision │ │ ├── __init__.py │ │ └── yolo.py │ └── x86.py │ ├── cuda │ ├── __init__.py │ ├── argwhere.py │ ├── batch_matmul.py │ ├── batch_matmul_tensorcore.py │ ├── conv1d.py │ ├── conv1d_transpose_ncw.py │ ├── conv2d.py │ ├── conv2d_alter_op.py │ ├── conv2d_direct.py │ ├── conv2d_hwcn.py │ ├── conv2d_hwnc_tensorcore.py │ ├── conv2d_int8.py │ ├── conv2d_nhwc_tensorcore.py │ ├── conv2d_nhwc_winograd.py │ ├── conv2d_transpose_nchw.py │ ├── conv2d_winograd.py │ ├── conv3d.py │ ├── conv3d_alter_op.py │ ├── conv3d_direct.py │ ├── conv3d_ndhwc_tensorcore.py │ ├── conv3d_transpose_ncdhw.py │ ├── conv3d_winograd.py │ ├── correlation.py │ ├── deformable_conv2d.py │ ├── dense.py │ ├── dense_tensorcore.py │ ├── depthwise_conv2d.py │ ├── group_conv2d_nchw.py │ ├── injective.py │ ├── nms.py │ ├── nn.py │ ├── pooling.py │ ├── rcnn │ │ ├── __init__.py │ │ └── proposal.py │ ├── reduction.py │ ├── scan.py │ ├── scatter.py │ ├── searchsorted.py │ ├── softmax.py │ ├── sort.py │ ├── sparse.py │ ├── sparse_reshape.py │ ├── ssd │ │ ├── __init__.py │ │ └── multibox.py │ ├── tensor_intrin.py │ ├── tensorcore_alter_op.py │ ├── transform.py │ ├── unique.py │ └── vision.py │ ├── einsum.py │ ├── generic │ ├── __init__.py │ ├── conv2d.py │ ├── default.py │ ├── extern.py │ ├── image.py │ ├── injective.py │ ├── math.py │ ├── nn.py │ ├── search.py │ ├── sort.py │ └── vision.py │ ├── generic_op_impl.py │ ├── gpu │ ├── __init__.py │ ├── conv2d.py │ ├── conv2d_nhwc.py │ └── dense.py │ ├── hexagon │ ├── __init__.py │ └── conv2d.py │ ├── hls │ ├── __init__.py │ ├── injective.py │ └── nn.py │ ├── image │ ├── __init__.py │ ├── dilation2d.py │ ├── grid_sample.py │ └── resize.py │ ├── intel_graphics │ ├── __init__.py │ ├── conv2d.py │ ├── conv2d_alter_op.py │ └── depthwise_conv2d.py │ ├── mali │ ├── __init__.py │ ├── conv2d.py │ ├── dense.py │ └── depthwise_conv2d.py │ ├── math.py │ ├── nn │ ├── __init__.py │ ├── batch_matmul.py │ ├── batch_to_space_nd.py │ ├── bitserial_conv2d.py │ ├── bitserial_dense.py │ ├── bitserial_util.py │ ├── bnn.py │ ├── conv1d.py │ ├── conv1d_transpose.py │ ├── conv2d.py │ ├── conv2d_transpose.py │ ├── conv3d.py │ ├── conv3d_transpose.py │ ├── correlation.py │ ├── deformable_conv2d.py │ ├── dense.py │ ├── depth_to_space.py │ ├── depthwise_conv2d.py │ ├── dilate.py │ ├── elemwise.py │ ├── fifo_buffer.py │ ├── flatten.py │ ├── local_response_norm.py │ ├── loss.py │ ├── mapping.py │ ├── pad.py │ ├── pooling.py │ ├── qnn.py │ ├── softmax.py │ ├── space_to_batch_nd.py │ ├── space_to_depth.py │ ├── sparse.py │ ├── upsampling.py │ ├── utils.py │ └── winograd_util.py │ ├── random │ ├── __init__.py │ └── kernel.py │ ├── reduction.py │ ├── rocm │ ├── __init__.py │ ├── batch_matmul.py │ ├── conv2d.py │ └── dense.py │ ├── scan.py │ ├── scatter.py │ ├── scatter_add.py │ ├── searchsorted.py │ ├── sort.py │ ├── sparse │ ├── __init__.py │ ├── csrmm.py │ ├── csrmv.py │ ├── dense.py │ └── utils.py │ ├── sparse_fill_empty_rows.py │ ├── sparse_reshape.py │ ├── tag.py │ ├── tensor.py │ ├── testing │ ├── __init__.py │ ├── adaptive_pool_python.py │ ├── batch_matmul.py │ ├── batch_to_space_nd.py │ ├── common.py │ ├── conv1d_ncw_python.py │ ├── conv1d_transpose_ncw_python.py │ ├── conv2d_hwcn_python.py │ ├── conv2d_nchw_python.py │ ├── conv2d_nhwc_python.py │ ├── conv2d_transpose_python.py │ ├── conv3d_ncdhw_python.py │ ├── conv3d_ndhwc_python.py │ ├── conv3d_transpose_ncdhw_python.py │ ├── correlation_nchw_python.py │ ├── crop_and_resize_python.py │ ├── deformable_conv2d_python.py │ ├── dense.py │ ├── depth_to_space.py │ ├── depthwise_conv2d_python.py │ ├── dilate_python.py │ ├── gather_nd_python.py │ ├── gather_python.py │ ├── grid_sample_python.py │ ├── l2_normalize_python.py │ ├── lrn_python.py │ ├── matrix_set_diag.py │ ├── nll_loss.py │ ├── one_hot.py │ ├── pool_grad_python.py │ ├── poolnd_python.py │ ├── reorg_python.py │ ├── resize_python.py │ ├── roi_align_python.py │ ├── roi_pool_python.py │ ├── searchsorted.py │ ├── sequence_mask_python.py │ ├── slice_axis_python.py │ ├── softmax_python.py │ ├── space_to_batch_nd.py │ ├── space_to_depth.py │ └── strided_slice_python.py │ ├── transform.py │ ├── unique.py │ ├── utils.py │ ├── vision │ ├── __init__.py │ ├── nms.py │ ├── nms_util.py │ ├── rcnn │ │ ├── __init__.py │ │ ├── proposal.py │ │ ├── roi_align.py │ │ └── roi_pool.py │ ├── reorg.py │ └── ssd │ │ ├── __init__.py │ │ └── multibox.py │ └── x86 │ ├── __init__.py │ ├── batch_matmul.py │ ├── binarize_pack.py │ ├── binary_dense.py │ ├── bitserial_conv2d.py │ ├── bitserial_dense.py │ ├── conv1d.py │ ├── conv2d.py │ ├── conv2d_alter_op.py │ ├── conv2d_avx_1x1.py │ ├── conv2d_avx_common.py │ ├── conv2d_int8.py │ ├── conv2d_transpose.py │ ├── conv3d.py │ ├── conv3d_transpose.py │ ├── dense.py │ ├── dense_alter_op.py │ ├── depthwise_conv2d.py │ ├── group_conv2d.py │ ├── injective.py │ ├── nn.py │ ├── pooling.py │ ├── reduction.py │ ├── roi_align.py │ ├── scatter.py │ ├── sparse.py │ ├── tensor_intrin.py │ └── utils.py ├── rust ├── .gitignore ├── .rustfmt.toml ├── Cargo.toml ├── compiler-ext │ ├── Cargo.toml │ └── src │ │ └── lib.rs ├── tvm-graph-rt │ ├── Cargo.toml │ ├── README.md │ ├── src │ │ ├── allocator.rs │ │ ├── array.rs │ │ ├── errors.rs │ │ ├── graph.rs │ │ ├── lib.rs │ │ ├── module │ │ │ ├── dso.rs │ │ │ ├── mod.rs │ │ │ └── syslib.rs │ │ ├── threading.rs │ │ └── workspace.rs │ └── tests │ │ ├── .gitignore │ │ ├── build_model.py │ │ ├── test_graph_serde.rs │ │ ├── test_nn │ │ ├── Cargo.toml │ │ ├── build.rs │ │ └── src │ │ │ ├── build_test_graph.py │ │ │ └── main.rs │ │ ├── test_tvm_basic │ │ ├── Cargo.toml │ │ ├── build.rs │ │ └── src │ │ │ ├── build_test_lib.py │ │ │ └── main.rs │ │ ├── test_tvm_dso │ │ ├── Cargo.toml │ │ ├── build.rs │ │ └── src │ │ │ ├── build_test_lib.py │ │ │ └── main.rs │ │ └── test_wasm32 │ │ ├── .cargo │ │ └── config │ │ ├── Cargo.toml │ │ ├── build.rs │ │ └── src │ │ ├── build_test_lib.py │ │ └── main.rs ├── tvm-macros │ ├── Cargo.toml │ ├── README.md │ └── src │ │ ├── external.rs │ │ ├── import_module.rs │ │ ├── lib.rs │ │ ├── object.rs │ │ └── util.rs ├── tvm-rt │ ├── .gitignore │ ├── Cargo.toml │ ├── README.md │ └── src │ │ ├── array.rs │ │ ├── device.rs │ │ ├── errors.rs │ │ ├── function.rs │ │ ├── graph_rt.rs │ │ ├── lib.rs │ │ ├── map.rs │ │ ├── module.rs │ │ ├── ndarray.rs │ │ ├── object │ │ ├── mod.rs │ │ └── object_ptr.rs │ │ ├── string.rs │ │ └── to_function.rs ├── tvm-sys │ ├── Cargo.toml │ ├── README.md │ ├── build.rs │ └── src │ │ ├── array.rs │ │ ├── byte_array.rs │ │ ├── datatype.rs │ │ ├── device.rs │ │ ├── errors.rs │ │ ├── lib.rs │ │ ├── packed_func.rs │ │ └── value.rs └── tvm │ ├── .gitignore │ ├── .travis.yml │ ├── Cargo.toml │ ├── README.md │ ├── examples │ └── resnet │ │ ├── Cargo.toml │ │ ├── README.md │ │ ├── build.rs │ │ └── src │ │ ├── build_resnet.py │ │ └── main.rs │ ├── src │ ├── bin │ │ └── tyck.rs │ ├── compiler │ │ ├── graph_rt.rs │ │ └── mod.rs │ ├── ir │ │ ├── arith.rs │ │ ├── attrs.rs │ │ ├── diagnostics │ │ │ ├── codespan.rs │ │ │ └── mod.rs │ │ ├── expr.rs │ │ ├── function.rs │ │ ├── mod.rs │ │ ├── module.rs │ │ ├── op.rs │ │ ├── relay │ │ │ ├── attrs │ │ │ │ ├── mod.rs │ │ │ │ ├── nn.rs │ │ │ │ └── transform.rs │ │ │ └── mod.rs │ │ ├── source_map.rs │ │ ├── span.rs │ │ ├── tir.rs │ │ └── ty.rs │ ├── lib.rs │ ├── python.rs │ ├── runtime │ │ └── mod.rs │ └── transform.rs │ └── tests │ ├── basics │ ├── .gitignore │ ├── Cargo.toml │ ├── build.rs │ └── src │ │ ├── main.rs │ │ └── tvm_add.py │ └── callback │ ├── Cargo.toml │ └── src │ └── bin │ ├── array.rs │ ├── error.rs │ ├── float.rs │ ├── int.rs │ └── string.rs ├── src ├── README.md ├── arith │ ├── analyzer.cc │ ├── bound_deducer.cc │ ├── canonical_simplify.cc │ ├── const_fold.h │ ├── const_int_bound.cc │ ├── detect_linear_equation.cc │ ├── domain_touched.cc │ ├── int_constraints.cc │ ├── int_operator.h │ ├── int_set.cc │ ├── interval_set.h │ ├── ir_mutator_with_analyzer.cc │ ├── ir_mutator_with_analyzer.h │ ├── ir_visitor_with_analyzer.h │ ├── iter_affine_map.cc │ ├── modular_set.cc │ ├── pattern_match.h │ ├── rewrite_simplify.cc │ ├── rewrite_simplify.h │ ├── solve_linear_equation.cc │ └── solve_linear_inequality.cc ├── auto_scheduler │ ├── auto_schedule.cc │ ├── compute_dag.cc │ ├── cost_model.cc │ ├── feature.cc │ ├── loop_state.cc │ ├── measure.cc │ ├── measure_record.cc │ ├── search_policy │ │ ├── empty_policy.cc │ │ ├── empty_policy.h │ │ ├── search_policy.cc │ │ ├── sketch_policy.cc │ │ ├── sketch_policy.h │ │ ├── sketch_policy_rules.cc │ │ ├── sketch_policy_rules.h │ │ ├── utils.cc │ │ └── utils.h │ ├── search_task.cc │ ├── transform_step.cc │ ├── utils.cc │ └── utils.h ├── autotvm │ ├── feature_visitor.cc │ ├── feature_visitor.h │ ├── touch_extractor.cc │ └── touch_extractor.h ├── contrib │ ├── hybrid │ │ ├── codegen_hybrid.cc │ │ └── codegen_hybrid.h │ ├── rust_extension.cc │ ├── tf_op │ │ ├── tvm_dso_op_kernels.cc │ │ └── tvm_dso_ops.cc │ └── torch │ │ ├── pt_call_tvm │ │ └── tvm_class.cc │ │ └── utils.h ├── driver │ └── driver_api.cc ├── ir │ ├── adt.cc │ ├── affine_type.cc │ ├── attr_functor.h │ ├── attrs.cc │ ├── diagnostic.cc │ ├── env_func.cc │ ├── error.cc │ ├── expr.cc │ ├── function.cc │ ├── instrument.cc │ ├── module.cc │ ├── op.cc │ ├── span.cc │ ├── tensor_type.cc │ ├── transform.cc │ ├── type.cc │ ├── type_functor.cc │ └── type_relation.cc ├── meta_schedule │ ├── arg_info.cc │ ├── builder │ │ └── builder.cc │ ├── database │ │ ├── database.cc │ │ └── json_database.cc │ ├── integration.cc │ ├── runner │ │ └── runner.cc │ ├── search_strategy │ │ ├── replay_trace.cc │ │ └── search_strategy.cc │ ├── space_generator │ │ ├── space_generator.cc │ │ └── space_generator_union.cc │ ├── task_scheduler │ │ ├── round_robin.cc │ │ └── task_scheduler.cc │ ├── tune_context.cc │ └── utils.h ├── node │ ├── attr_registry.h │ ├── container_printing.cc │ ├── reflection.cc │ ├── repr_printer.cc │ ├── serialization.cc │ ├── structural_equal.cc │ └── structural_hash.cc ├── parser │ ├── meta_ref.cc │ ├── meta_ref.h │ ├── op_table.h │ ├── parser.cc │ ├── source_map.cc │ ├── span_check.cc │ ├── span_check.h │ ├── token.h │ └── tokenizer.h ├── printer │ ├── doc.cc │ ├── doc.h │ ├── meta_data.h │ ├── model_library_format_printer.cc │ ├── relay_text_printer.cc │ ├── text_printer.cc │ ├── text_printer.h │ ├── tir_text_printer.cc │ └── tvmscript_printer.cc ├── relay │ ├── analysis │ │ ├── annotated_region_set.cc │ │ ├── annotated_region_set.h │ │ ├── call_graph.cc │ │ ├── call_graph.h │ │ ├── dependency_graph.cc │ │ ├── dependency_graph.h │ │ ├── extract_fused_functions.cc │ │ ├── extract_operators.cc │ │ ├── feature.cc │ │ ├── get_calibration_data.cc │ │ ├── kind_check.cc │ │ ├── mac_count.cc │ │ ├── match_exhaustion.cc │ │ ├── type_solver.cc │ │ ├── type_solver.h │ │ ├── util.cc │ │ └── well_formed.cc │ ├── backend │ │ ├── aot_executor_codegen.cc │ │ ├── build_module.cc │ │ ├── contrib │ │ │ ├── arm_compute_lib │ │ │ │ └── codegen.cc │ │ │ ├── bnns │ │ │ │ └── codegen.cc │ │ │ ├── cmsisnn │ │ │ │ ├── relay_to_tir.cc │ │ │ │ ├── target.cc │ │ │ │ └── tir_to_runtime.cc │ │ │ ├── codegen_c │ │ │ │ ├── codegen.cc │ │ │ │ └── codegen_c.h │ │ │ ├── codegen_json │ │ │ │ └── codegen_json.h │ │ │ ├── cutlass │ │ │ │ └── codegen.cc │ │ │ ├── dnnl │ │ │ │ └── codegen.cc │ │ │ ├── ethosn │ │ │ │ ├── codegen.cc │ │ │ │ ├── codegen_ethosn.h │ │ │ │ ├── ethosn_api.cc │ │ │ │ ├── ethosn_api.h │ │ │ │ └── ethosn_api_version.h │ │ │ ├── ethosu │ │ │ │ ├── compiler_attrs.cc │ │ │ │ ├── preprocess.cc │ │ │ │ └── source_module.cc │ │ │ ├── example_target_hooks │ │ │ │ ├── relay_to_tir.cc │ │ │ │ ├── target.cc │ │ │ │ └── tir_to_runtime.cc │ │ │ ├── tensorrt │ │ │ │ └── codegen.cc │ │ │ ├── verilator │ │ │ │ └── codegen.cc │ │ │ └── vitis_ai │ │ │ │ └── config_vitis_ai.cc │ │ ├── executor.cc │ │ ├── graph_executor_codegen.cc │ │ ├── graph_plan_memory.cc │ │ ├── interpreter.cc │ │ ├── name_transforms.cc │ │ ├── name_transforms.h │ │ ├── param_dict.cc │ │ ├── param_dict.h │ │ ├── runtime.cc │ │ ├── te_compiler.cc │ │ ├── te_compiler.h │ │ ├── te_compiler_cache.cc │ │ ├── te_compiler_cache.h │ │ ├── utils.cc │ │ ├── utils.h │ │ └── vm │ │ │ ├── compiler.cc │ │ │ ├── compiler.h │ │ │ ├── inline_primitives.cc │ │ │ ├── lambda_lift.cc │ │ │ └── removed_unused_funcs.cc │ ├── ir │ │ ├── adt.cc │ │ ├── base.cc │ │ ├── dataflow_matcher.cc │ │ ├── dataflow_matcher_impl.h │ │ ├── dataflow_pattern.cc │ │ ├── dataflow_pattern_functor.cc │ │ ├── expr.cc │ │ ├── expr_functor.cc │ │ ├── function.cc │ │ ├── indexed_graph.cc │ │ ├── indexed_graph.h │ │ ├── op_strategy.cc │ │ ├── pattern_functor.cc │ │ └── transform.cc │ ├── op │ │ ├── algorithm │ │ │ ├── argsort.cc │ │ │ ├── searchsorted.cc │ │ │ ├── sort.cc │ │ │ └── topk.cc │ │ ├── annotation │ │ │ ├── annotation.cc │ │ │ └── annotation.h │ │ ├── call │ │ │ ├── call.cc │ │ │ └── call.h │ │ ├── contrib │ │ │ └── ethosu │ │ │ │ ├── binary_elementwise.cc │ │ │ │ ├── common.cc │ │ │ │ ├── common.h │ │ │ │ ├── convolution.cc │ │ │ │ ├── depthwise.cc │ │ │ │ └── pooling.cc │ │ ├── debug.cc │ │ ├── dyn │ │ │ ├── algorithm │ │ │ │ └── topk.cc │ │ │ ├── image │ │ │ │ └── resize.cc │ │ │ ├── nn │ │ │ │ ├── pad.cc │ │ │ │ ├── upsampling.cc │ │ │ │ └── upsampling.h │ │ │ └── tensor │ │ │ │ ├── transform.cc │ │ │ │ └── transform.h │ │ ├── image │ │ │ ├── dilation2d.cc │ │ │ ├── grid_sample.cc │ │ │ └── resize.cc │ │ ├── make_op.h │ │ ├── memory │ │ │ ├── device_copy.cc │ │ │ ├── device_copy.h │ │ │ ├── memory.cc │ │ │ └── memory.h │ │ ├── nn │ │ │ ├── bitserial.cc │ │ │ ├── convolution.cc │ │ │ ├── convolution.h │ │ │ ├── convolution_make.h │ │ │ ├── correlation.cc │ │ │ ├── nn.cc │ │ │ ├── nn.h │ │ │ ├── pad.cc │ │ │ ├── pooling.cc │ │ │ ├── pooling.h │ │ │ ├── sparse.cc │ │ │ ├── upsampling.cc │ │ │ └── upsampling.h │ │ ├── op_common.h │ │ ├── random │ │ │ └── kernel.cc │ │ ├── tensor │ │ │ ├── binary.cc │ │ │ ├── math.cc │ │ │ ├── reduce.cc │ │ │ ├── transform.cc │ │ │ ├── transform.h │ │ │ └── unary.cc │ │ ├── type_relations.cc │ │ ├── type_relations.h │ │ ├── vision │ │ │ ├── multibox_op.cc │ │ │ ├── nms.cc │ │ │ ├── rcnn_op.cc │ │ │ └── yolo.cc │ │ └── vm │ │ │ ├── vm.cc │ │ │ └── vm.h │ ├── qnn │ │ ├── op │ │ │ ├── add.cc │ │ │ ├── batch_matmul.cc │ │ │ ├── concatenate.cc │ │ │ ├── convolution.cc │ │ │ ├── convolution_transpose.cc │ │ │ ├── dense.cc │ │ │ ├── dequantize.cc │ │ │ ├── mul.cc │ │ │ ├── op_common.h │ │ │ ├── quantize.cc │ │ │ ├── requantize.cc │ │ │ ├── simulated_dequantize.cc │ │ │ ├── simulated_quantize.cc │ │ │ └── subtract.cc │ │ ├── pass │ │ │ └── legalize.cc │ │ ├── utils.cc │ │ └── utils.h │ ├── quantize │ │ ├── annotate.cc │ │ ├── calibrate.cc │ │ ├── partition.cc │ │ ├── quantize.cc │ │ ├── quantize.h │ │ └── realize.cc │ └── transforms │ │ ├── alter_op_layout.cc │ │ ├── annotate_target.cc │ │ ├── auto_scheduler_layout_rewrite.cc │ │ ├── auto_scheduler_layout_rewrite.h │ │ ├── canonicalize_cast.cc │ │ ├── canonicalize_ops.cc │ │ ├── combine_parallel_batch_matmul.cc │ │ ├── combine_parallel_conv2d.cc │ │ ├── combine_parallel_dense.cc │ │ ├── combine_parallel_op.cc │ │ ├── combine_parallel_op.h │ │ ├── combine_parallel_op_batch.cc │ │ ├── combine_parallel_op_batch.h │ │ ├── convert_layout.cc │ │ ├── convert_sparse_conv2d.cc │ │ ├── convert_sparse_dense.cc │ │ ├── de_duplicate.cc │ │ ├── dead_code.cc │ │ ├── defunctionalization.cc │ │ ├── defuse_ops.cc │ │ ├── device_aware_visitors.cc │ │ ├── device_aware_visitors.h │ │ ├── device_domains.cc │ │ ├── device_domains.h │ │ ├── device_planner.cc │ │ ├── dynamic_to_static.cc │ │ ├── eliminate_common_subexpr.cc │ │ ├── eta_expand.cc │ │ ├── expr_subst.cc │ │ ├── expr_subst.h │ │ ├── fake_quantization_to_integer.cc │ │ ├── fast_math.cc │ │ ├── first_order_gradient.cc │ │ ├── fold_constant.cc │ │ ├── fold_explicit_padding.cc │ │ ├── fold_scale_axis.cc │ │ ├── forward_rewrite.cc │ │ ├── fuse_ops.cc │ │ ├── gradient.h │ │ ├── higher_order_gradient.cc │ │ ├── infer_layout_utils.h │ │ ├── inline.cc │ │ ├── label_ops.cc │ │ ├── lazy_gradient_init.cc │ │ ├── legalize.cc │ │ ├── let_list.h │ │ ├── memory_alloc.cc │ │ ├── merge_compiler_regions.cc │ │ ├── merge_composite.cc │ │ ├── partial_eval.cc │ │ ├── partition_graph.cc │ │ ├── pass_utils.h │ │ ├── pattern_utils.h │ │ ├── simplify_expr.cc │ │ ├── simplify_expr.h │ │ ├── simplify_fc_transpose.cc │ │ ├── simplify_inference.cc │ │ ├── split_args.cc │ │ ├── target_hooks.cc │ │ ├── to_a_normal_form.cc │ │ ├── to_basic_block_normal_form.cc │ │ ├── to_cps.cc │ │ ├── to_graph_normal_form.cc │ │ ├── to_mixed_precision.cc │ │ ├── transform_layout.h │ │ └── type_infer.cc ├── runtime │ ├── builtin_fp16.cc │ ├── c_runtime_api.cc │ ├── container.cc │ ├── contrib │ │ ├── arm_compute_lib │ │ │ ├── acl_allocator.cc │ │ │ ├── acl_allocator.h │ │ │ ├── acl_runtime.cc │ │ │ ├── acl_utils.cc │ │ │ └── acl_utils.h │ │ ├── bnns │ │ │ ├── bnns_json_runtime.cc │ │ │ └── bnns_wrp.h │ │ ├── cblas │ │ │ ├── cblas.cc │ │ │ ├── gemm_common.h │ │ │ ├── mkl.cc │ │ │ └── mkldnn.cc │ │ ├── coreml │ │ │ ├── coreml_runtime.h │ │ │ └── coreml_runtime.mm │ │ ├── cublas │ │ │ ├── cublas.cc │ │ │ ├── cublas_utils.cc │ │ │ └── cublas_utils.h │ │ ├── cudnn │ │ │ ├── conv_forward.cc │ │ │ ├── cudnn_utils.cc │ │ │ ├── cudnn_utils.h │ │ │ └── softmax.cc │ │ ├── dnnl │ │ │ ├── dnnl.cc │ │ │ ├── dnnl_json_runtime.cc │ │ │ └── dnnl_kernel.h │ │ ├── edgetpu │ │ │ ├── edgetpu_runtime.cc │ │ │ └── edgetpu_runtime.h │ │ ├── ethosn │ │ │ ├── ethosn_device.cc │ │ │ ├── ethosn_device.h │ │ │ ├── ethosn_runtime.cc │ │ │ └── ethosn_runtime.h │ │ ├── json │ │ │ ├── json_node.h │ │ │ └── json_runtime.h │ │ ├── miopen │ │ │ ├── conv_forward.cc │ │ │ ├── miopen_utils.cc │ │ │ ├── miopen_utils.h │ │ │ └── softmax.cc │ │ ├── mps │ │ │ ├── conv.mm │ │ │ ├── gemm.mm │ │ │ ├── mps_utils.h │ │ │ └── mps_utils.mm │ │ ├── nnpack │ │ │ ├── convolution.cc │ │ │ ├── fully_connected.cc │ │ │ ├── nnpack_utils.cc │ │ │ └── nnpack_utils.h │ │ ├── onnx │ │ │ └── onnx_module.cc │ │ ├── papi │ │ │ └── papi.cc │ │ ├── random │ │ │ ├── mt_random_engine.cc │ │ │ └── random.cc │ │ ├── rocblas │ │ │ └── rocblas.cc │ │ ├── sort │ │ │ └── sort.cc │ │ ├── tensorrt │ │ │ ├── tensorrt_builder.cc │ │ │ ├── tensorrt_builder.h │ │ │ ├── tensorrt_calibrator.h │ │ │ ├── tensorrt_logger.h │ │ │ ├── tensorrt_ops.cc │ │ │ ├── tensorrt_ops.h │ │ │ ├── tensorrt_runtime.cc │ │ │ └── tensorrt_utils.h │ │ ├── tflite │ │ │ ├── tflite_runtime.cc │ │ │ └── tflite_runtime.h │ │ ├── thrust │ │ │ └── thrust.cu │ │ ├── verilator │ │ │ ├── verilator_device.h │ │ │ ├── verilator_kernel.h │ │ │ ├── verilator_runtime.cc │ │ │ └── verilator_runtime.h │ │ └── vitis_ai │ │ │ ├── vitis_ai_runtime.cc │ │ │ └── vitis_ai_runtime.h │ ├── cpu_device_api.cc │ ├── crt │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── common │ │ │ ├── crt_backend_api.c │ │ │ ├── crt_runtime_api.c │ │ │ ├── func_registry.c │ │ │ ├── ndarray.c │ │ │ └── packed_func.c │ │ ├── contrib │ │ │ └── stm32 │ │ │ │ ├── ai_runtime_api.c │ │ │ │ ├── ai_runtime_api.h │ │ │ │ ├── crt_config.h │ │ │ │ └── runtime.c │ │ ├── crt_config-template.h │ │ ├── graph_executor │ │ │ ├── graph_executor.c │ │ │ └── load_json.c │ │ ├── graph_executor_module │ │ │ └── graph_executor_module.c │ │ ├── host │ │ │ ├── Makefile │ │ │ ├── main.cc │ │ │ └── microtvm_api_server.py │ │ ├── include │ │ │ └── tvm │ │ │ │ └── runtime │ │ │ │ └── crt │ │ │ │ └── internal │ │ │ │ ├── common │ │ │ │ ├── func_registry.h │ │ │ │ └── ndarray.h │ │ │ │ ├── graph_executor │ │ │ │ ├── graph_executor.h │ │ │ │ └── load_json.h │ │ │ │ └── memory │ │ │ │ └── page_allocator.h │ │ ├── memory │ │ │ ├── page_allocator.c │ │ │ └── stack_allocator.c │ │ ├── microtvm_rpc_common │ │ │ ├── frame_buffer.cc │ │ │ ├── framing.cc │ │ │ ├── session.cc │ │ │ └── write_stream.cc │ │ └── microtvm_rpc_server │ │ │ └── rpc_server.cc │ ├── cuda │ │ ├── cuda_common.h │ │ ├── cuda_device_api.cc │ │ ├── cuda_module.cc │ │ └── cuda_module.h │ ├── dso_library.cc │ ├── file_utils.cc │ ├── file_utils.h │ ├── graph_executor │ │ ├── cuda_graph │ │ │ └── graph_runtime_cuda_graph.cc │ │ ├── debug │ │ │ └── graph_executor_debug.cc │ │ ├── graph_executor.cc │ │ ├── graph_executor.h │ │ ├── graph_executor_factory.cc │ │ └── graph_executor_factory.h │ ├── hexagon │ │ ├── README.md │ │ ├── android │ │ │ ├── hexagon_device.h │ │ │ ├── hexagon_device_api.cc │ │ │ ├── hexagon_module.cc │ │ │ ├── hexagon_posix.cc │ │ │ ├── sim │ │ │ │ ├── driver │ │ │ │ │ ├── CMakeLists.txt │ │ │ │ │ ├── README.md │ │ │ │ │ ├── fake_pthread.cc │ │ │ │ │ ├── pthread.h │ │ │ │ │ ├── sched.h │ │ │ │ │ └── sim_device.cc │ │ │ │ ├── hexagon_device_sim.cc │ │ │ │ └── hexagon_sim_proto.h │ │ │ └── target │ │ │ │ ├── fastrpc │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── README.md │ │ │ │ ├── include │ │ │ │ │ ├── tvm_remote.idl │ │ │ │ │ └── tvm_remote_nd.idl │ │ │ │ └── src │ │ │ │ │ ├── tvm_hvx.cc │ │ │ │ │ ├── tvm_hvx.h │ │ │ │ │ ├── tvm_remote_imp.cc │ │ │ │ │ ├── tvm_remote_nd_imp.cc │ │ │ │ │ └── tvm_wrap_pthread.cc │ │ │ │ ├── hexagon_device_target.cc │ │ │ │ ├── hexagon_dsprpcapi.cc │ │ │ │ ├── hexagon_dsprpcapi.h │ │ │ │ ├── hexagon_stubapi.cc │ │ │ │ ├── hexagon_stubapi.h │ │ │ │ └── hexagon_target_log.h │ │ ├── hexagon │ │ │ ├── hexagon_buffer.cc │ │ │ ├── hexagon_buffer.h │ │ │ ├── hexagon_common.cc │ │ │ ├── hexagon_common.h │ │ │ ├── hexagon_device_api_v2.cc │ │ │ ├── hexagon_device_api_v2.h │ │ │ └── hexagon_module.cc │ │ └── hexagon_module.h │ ├── library_module.cc │ ├── library_module.h │ ├── logging.cc │ ├── meta_data.h │ ├── metadata_module.cc │ ├── metal │ │ ├── metal_common.h │ │ ├── metal_device_api.mm │ │ ├── metal_module.h │ │ └── metal_module.mm │ ├── micro │ │ ├── crt_config.h │ │ ├── micro_session.cc │ │ ├── micro_session.h │ │ └── standalone │ │ │ ├── README.md │ │ │ ├── microtvm_graph_executor.cc │ │ │ ├── microtvm_graph_executor.h │ │ │ ├── microtvm_runtime.cc │ │ │ ├── microtvm_runtime_api.cc │ │ │ ├── microtvm_runtime_api.h │ │ │ └── minimal_vector.h │ ├── minrpc │ │ ├── minrpc_server.h │ │ ├── posix_popen_server │ │ │ └── posix_popen_server.cc │ │ └── rpc_reference.h │ ├── module.cc │ ├── ndarray.cc │ ├── object.cc │ ├── object_internal.h │ ├── opencl │ │ ├── aocl │ │ │ ├── aocl_common.h │ │ │ ├── aocl_device_api.cc │ │ │ ├── aocl_module.cc │ │ │ └── aocl_module.h │ │ ├── opencl_common.h │ │ ├── opencl_device_api.cc │ │ ├── opencl_module.cc │ │ ├── opencl_module.h │ │ ├── sdaccel │ │ │ ├── sdaccel_common.h │ │ │ ├── sdaccel_device_api.cc │ │ │ ├── sdaccel_module.cc │ │ │ └── sdaccel_module.h │ │ └── texture_pool.cc │ ├── pack_args.h │ ├── pipeline │ │ ├── pipeline_executor.cc │ │ ├── pipeline_executor.h │ │ ├── pipeline_scheduler.cc │ │ ├── pipeline_scheduler.h │ │ └── pipeline_struct.h │ ├── profiling.cc │ ├── registry.cc │ ├── rocm │ │ ├── rocm_common.h │ │ ├── rocm_device_api.cc │ │ ├── rocm_module.cc │ │ └── rocm_module.h │ ├── rpc │ │ ├── rpc_channel.cc │ │ ├── rpc_channel.h │ │ ├── rpc_device_api.cc │ │ ├── rpc_endpoint.cc │ │ ├── rpc_endpoint.h │ │ ├── rpc_event_impl.cc │ │ ├── rpc_local_session.cc │ │ ├── rpc_local_session.h │ │ ├── rpc_module.cc │ │ ├── rpc_pipe_impl.cc │ │ ├── rpc_server_env.cc │ │ ├── rpc_session.cc │ │ ├── rpc_session.h │ │ ├── rpc_socket_impl.cc │ │ └── rpc_socket_impl.h │ ├── runtime_base.h │ ├── source_utils.cc │ ├── source_utils.h │ ├── stackvm │ │ ├── stackvm.cc │ │ ├── stackvm.h │ │ ├── stackvm_module.cc │ │ └── stackvm_module.h │ ├── system_library.cc │ ├── texture.h │ ├── thread_map.h │ ├── thread_pool.cc │ ├── thread_storage_scope.h │ ├── threading_backend.cc │ ├── vm │ │ ├── bytecode.cc │ │ ├── executable.cc │ │ ├── memory_manager.cc │ │ ├── naive_allocator.h │ │ ├── pooled_allocator.h │ │ ├── profiler │ │ │ ├── vm.cc │ │ │ └── vm.h │ │ ├── serialize_utils.h │ │ └── vm.cc │ ├── vulkan │ │ ├── README.md │ │ ├── vulkan_buffer.cc │ │ ├── vulkan_buffer.h │ │ ├── vulkan_common.cc │ │ ├── vulkan_common.h │ │ ├── vulkan_device.cc │ │ ├── vulkan_device.h │ │ ├── vulkan_device_api.cc │ │ ├── vulkan_device_api.h │ │ ├── vulkan_instance.cc │ │ ├── vulkan_instance.h │ │ ├── vulkan_module.cc │ │ ├── vulkan_module.h │ │ ├── vulkan_shader.h │ │ ├── vulkan_stream.cc │ │ ├── vulkan_stream.h │ │ ├── vulkan_wrapped_func.cc │ │ └── vulkan_wrapped_func.h │ ├── workspace_pool.cc │ └── workspace_pool.h ├── support │ ├── arena.h │ ├── array.h │ ├── base64.h │ ├── ffi_testing.cc │ ├── generic_arena.h │ ├── hexdump.cc │ ├── hexdump.h │ ├── libinfo.cc │ ├── nd_int_set.h │ ├── parallel_for.cc │ ├── pipe.h │ ├── ring_buffer.h │ ├── socket.h │ ├── str_escape.h │ └── utils.h ├── target │ ├── build_common.h │ ├── codegen.cc │ ├── compilation_config.cc │ ├── datatype │ │ ├── myfloat │ │ │ └── myfloat.cc │ │ ├── posit │ │ │ └── posit-wrapper.cc │ │ ├── registry.cc │ │ └── registry.h │ ├── func_registry_generator.cc │ ├── func_registry_generator.h │ ├── generic_func.cc │ ├── intrin_rule.cc │ ├── intrin_rule.h │ ├── llvm │ │ ├── codegen_amdgpu.cc │ │ ├── codegen_arm.cc │ │ ├── codegen_blob.cc │ │ ├── codegen_blob.h │ │ ├── codegen_cpu.cc │ │ ├── codegen_cpu.h │ │ ├── codegen_hexagon.cc │ │ ├── codegen_llvm.cc │ │ ├── codegen_llvm.h │ │ ├── codegen_nvptx.cc │ │ ├── codegen_params.cc │ │ ├── codegen_params.h │ │ ├── codegen_x86_64.cc │ │ ├── intrin_rule_hexagon.cc │ │ ├── intrin_rule_llvm.cc │ │ ├── intrin_rule_llvm.h │ │ ├── intrin_rule_nvptx.cc │ │ ├── intrin_rule_rocm.cc │ │ ├── llvm_common.cc │ │ ├── llvm_common.h │ │ ├── llvm_module.cc │ │ └── llvm_module.h │ ├── metadata_module.cc │ ├── metadata_module.h │ ├── opt │ │ ├── README │ │ ├── build_aocl_off.cc │ │ ├── build_cuda_off.cc │ │ ├── build_cuda_on.cc │ │ ├── build_hexagon_off.cc │ │ ├── build_metal_off.cc │ │ ├── build_opencl_off.cc │ │ ├── build_rocm_off.cc │ │ └── build_sdaccel_off.cc │ ├── se_scope.cc │ ├── source │ │ ├── codegen_aocl.cc │ │ ├── codegen_c.cc │ │ ├── codegen_c.h │ │ ├── codegen_c_host.cc │ │ ├── codegen_c_host.h │ │ ├── codegen_cuda.cc │ │ ├── codegen_cuda.h │ │ ├── codegen_metal.cc │ │ ├── codegen_metal.h │ │ ├── codegen_opencl.cc │ │ ├── codegen_opencl.h │ │ ├── codegen_params.cc │ │ ├── codegen_params.h │ │ ├── codegen_source_base.cc │ │ ├── codegen_source_base.h │ │ ├── codegen_vhls.cc │ │ ├── codegen_vhls.h │ │ ├── interface_c.cc │ │ ├── intrin_rule_aocl.cc │ │ ├── intrin_rule_cuda.cc │ │ ├── intrin_rule_metal.cc │ │ ├── intrin_rule_opencl.cc │ │ ├── intrin_rule_vhls.cc │ │ ├── literal │ │ │ └── cuda_half_t.h │ │ ├── source_module.cc │ │ └── source_module.h │ ├── spirv │ │ ├── build_vulkan.cc │ │ ├── codegen_spirv.cc │ │ ├── codegen_spirv.h │ │ ├── intrin_rule_spirv.cc │ │ ├── ir_builder.cc │ │ ├── ir_builder.h │ │ ├── spirv_support.cc │ │ └── spirv_support.h │ ├── stackvm │ │ ├── codegen_stackvm.cc │ │ └── codegen_stackvm.h │ ├── tag.cc │ ├── target.cc │ ├── target_info.cc │ └── target_kind.cc ├── te │ ├── autodiff │ │ ├── ad_simplify.cc │ │ ├── ad_utils.cc │ │ ├── ad_utils.h │ │ ├── adjoint.cc │ │ └── jacobian.cc │ ├── operation │ │ ├── compute_op.cc │ │ ├── compute_op.h │ │ ├── create_primfunc.cc │ │ ├── cross_thread_reduction.cc │ │ ├── extern_op.cc │ │ ├── hybrid_op.cc │ │ ├── hybrid_op.h │ │ ├── op_utils.cc │ │ ├── op_utils.h │ │ ├── placeholder_op.cc │ │ ├── scan_op.cc │ │ ├── tensor_compute_op.cc │ │ └── tensorize.cc │ ├── schedule │ │ ├── auto_inline_elem_wise.cc │ │ ├── bound.cc │ │ ├── graph.cc │ │ ├── graph.h │ │ ├── message_passing.cc │ │ ├── message_passing.h │ │ ├── operation_inline.cc │ │ ├── operation_inline.h │ │ ├── schedule_dataflow_rewrite.cc │ │ ├── schedule_lang.cc │ │ ├── schedule_ops.cc │ │ ├── schedule_postproc_to_primfunc.cc │ │ └── verify_compact_buffer.cc │ └── tensor.cc ├── tir │ ├── analysis │ │ ├── block_access_region_detector.cc │ │ ├── buffer_access_lca_detector.cc │ │ ├── calculate_workspace.cc │ │ ├── deep_equal.cc │ │ ├── expr_complexity.cc │ │ ├── side_effect.cc │ │ ├── var_touch.cc │ │ ├── verify_gpu_code.cc │ │ ├── verify_memory.cc │ │ └── verify_ssa.cc │ ├── ir │ │ ├── buffer.cc │ │ ├── buffer_common.h │ │ ├── data_layout.cc │ │ ├── expr.cc │ │ ├── expr_functor.cc │ │ ├── function.cc │ │ ├── functor_common.h │ │ ├── script │ │ │ └── script_complete.cc │ │ ├── specialize.cc │ │ ├── stmt.cc │ │ ├── stmt_functor.cc │ │ └── transform.cc │ ├── op │ │ ├── builtin.cc │ │ ├── op.cc │ │ └── runtime.cc │ ├── schedule │ │ ├── analysis.h │ │ ├── analysis │ │ │ ├── analysis.cc │ │ │ └── verify.cc │ │ ├── block_scope.cc │ │ ├── concrete_schedule.cc │ │ ├── concrete_schedule.h │ │ ├── error.cc │ │ ├── error.h │ │ ├── instruction.cc │ │ ├── instruction_traits.h │ │ ├── primitive.h │ │ ├── primitive │ │ │ ├── block_annotate.cc │ │ │ ├── cache_read_write.cc │ │ │ ├── compute_at.cc │ │ │ ├── compute_inline.cc │ │ │ ├── for_kind.cc │ │ │ ├── get_block_loop.cc │ │ │ ├── loop_transformation.cc │ │ │ ├── reduction.cc │ │ │ └── sampling.cc │ │ ├── schedule.cc │ │ ├── state.cc │ │ ├── trace.cc │ │ ├── traced_schedule.cc │ │ ├── traced_schedule.h │ │ ├── transform.cc │ │ ├── transform.h │ │ └── utils.h │ └── transforms │ │ ├── arg_binder.cc │ │ ├── arg_binder.h │ │ ├── bf16_legalize.cc │ │ ├── bound_checker.cc │ │ ├── combine_context_call.cc │ │ ├── compact_buffer_region.cc │ │ ├── convert_blocks_to_opaque.cc │ │ ├── convert_for_loops_serial.cc │ │ ├── coproc_sync.cc │ │ ├── decorate_device_scope.cc │ │ ├── flatten_buffer.cc │ │ ├── hoist_if_then_else.cc │ │ ├── inject_copy_intrin.cc │ │ ├── inject_double_buffer.cc │ │ ├── inject_prefetch.cc │ │ ├── inject_virtual_thread.cc │ │ ├── ir_utils.cc │ │ ├── ir_utils.h │ │ ├── legalize_packed_calls.cc │ │ ├── lift_attr_scope.cc │ │ ├── loop_partition.cc │ │ ├── lower_custom_datatypes.cc │ │ ├── lower_device_storage_access_info.cc │ │ ├── lower_init_block.cc │ │ ├── lower_intrin.cc │ │ ├── lower_match_buffer.cc │ │ ├── lower_thread_allreduce.cc │ │ ├── lower_tvm_builtin.cc │ │ ├── lower_warp_memory.cc │ │ ├── make_packed_api.cc │ │ ├── make_unpacked_api.cc │ │ ├── merge_dynamic_shared_memory_allocations.cc │ │ ├── narrow_datatype.cc │ │ ├── plan_update_buffer_allocation_location.cc │ │ ├── remap_thread_axis.cc │ │ ├── remove_no_op.cc │ │ ├── rewrite_unsafe_select.cc │ │ ├── simplify.cc │ │ ├── skip_assert.cc │ │ ├── split_host_device.cc │ │ ├── storage_access.cc │ │ ├── storage_access.h │ │ ├── storage_flatten.cc │ │ ├── storage_rewrite.cc │ │ ├── tensorcore_infer_fragment.cc │ │ ├── texture_flatten.cc │ │ ├── thread_storage_sync.cc │ │ ├── unify_thread_binding.cc │ │ ├── unroll_loop.cc │ │ ├── update_pointer_storage_scope.cc │ │ ├── update_pointer_storage_scope.h │ │ └── vectorize_loop.cc └── topi │ ├── broadcast.cc │ ├── elemwise.cc │ ├── nn.cc │ ├── reduction.cc │ ├── schedule.cc │ ├── transform.cc │ └── vision.cc ├── tests ├── azure-pipelines │ └── main.yml ├── cpp │ ├── .gitignore │ ├── arith_simplify_test.cc │ ├── attrs_test.cc │ ├── auto_scheduler_test.cc │ ├── build_module_test.cc │ ├── container_test.cc │ ├── dataflow_pattern_test.cc │ ├── expr_test.cc │ ├── ir_functor_test.cc │ ├── microtvm_runtime_standalone_test.cc │ ├── name_transforms_test.cc │ ├── object_protocol_test.cc │ ├── packed_func_test.cc │ ├── parallel_for_test.cc │ ├── pattern_match_test.cc │ ├── profiling_test.cc │ ├── random_engine_test.cc │ ├── relay │ │ ├── backend │ │ │ ├── executor_test.cc │ │ │ └── runtime_test.cc │ │ └── transforms │ │ │ └── device_domains_test.cc │ ├── relay_build_module_test.cc │ ├── relay_dismantler_test.cc │ ├── relay_pass_type_infer_test.cc │ ├── relay_text_printer_test.cc │ ├── relay_transform_sequential_test.cc │ ├── runtime │ │ └── logging_test.cc │ ├── runtime_test.cc │ ├── support_test.cc │ ├── target │ │ ├── compilation_config_test.cc │ │ ├── se_scope_test.cc │ │ └── source │ │ │ └── interface_c_test.cc │ ├── target_test.cc │ ├── tensor_test.cc │ ├── texture_copy_test.cc │ ├── threading_backend_test.cc │ ├── tir_analysis_side_effect.cc │ └── topi_ewise_test.cc ├── crt │ ├── buffer_write_stream.h │ ├── contrib │ │ └── stm32 │ │ │ ├── Makefile │ │ │ └── src │ │ │ └── main.c │ ├── framing_test.cc │ ├── func_registry_test.cc │ ├── graph_executor_test.cc │ ├── page_allocator_test.cc │ ├── platform.cc │ ├── session_test.cc │ └── stack_allocator_test.cc ├── lint │ ├── add_asf_header.py │ ├── check_asf_header.sh │ ├── check_file_type.py │ ├── clang_format.sh │ ├── cppdocs.sh │ ├── cpplint.sh │ ├── filter_untracked.py │ ├── flake8.sh │ ├── git-black.sh │ ├── git-clang-format.sh │ ├── jnilint.sh │ ├── pylint.sh │ ├── pylintrc │ ├── python_format.sh │ ├── rat-excludes │ └── rust_format.sh ├── micro │ ├── arduino │ │ ├── .gitignore │ │ ├── README.md │ │ ├── conftest.py │ │ ├── test_arduino_error_detection.py │ │ ├── test_arduino_rpc_server.py │ │ ├── test_arduino_workflow.py │ │ └── testdata │ │ │ └── project.ino │ ├── stm32 │ │ ├── .clang-format │ │ ├── conftest.py │ │ └── test_code_emitter.py │ ├── testdata │ │ ├── kws │ │ │ ├── no.c │ │ │ ├── silence.c │ │ │ ├── unknown.c │ │ │ ├── yes.c │ │ │ └── yes_no.tflite │ │ └── mnist │ │ │ ├── digit-2.jpg │ │ │ ├── digit-9.jpg │ │ │ └── mnist-8.onnx │ └── zephyr │ │ ├── README.md │ │ ├── conftest.py │ │ ├── test_utils.py │ │ ├── test_zephyr.py │ │ ├── test_zephyr_aot.py │ │ └── test_zephyr_armv7m.py ├── python │ ├── all-platform-minimal-test │ │ ├── README.md │ │ ├── test_minimal_target_codegen_llvm.py │ │ ├── test_runtime_ndarray.py │ │ └── test_runtime_packed_func.py │ ├── conftest.py │ ├── contrib │ │ ├── test_arm_compute_lib │ │ │ ├── __init__.py │ │ │ ├── infrastructure.py │ │ │ ├── test_add.py │ │ │ ├── test_config.json │ │ │ ├── test_conv2d.py │ │ │ ├── test_dense.py │ │ │ ├── test_maximum.py │ │ │ ├── test_network.py │ │ │ ├── test_pooling.py │ │ │ ├── test_reshape.py │ │ │ └── test_runtime.py │ │ ├── test_bnns │ │ │ ├── __init__.py │ │ │ ├── infrastructure.py │ │ │ ├── test_conv2d.py │ │ │ ├── test_conv2d_patterns.py │ │ │ ├── test_dense.py │ │ │ ├── test_matmul.py │ │ │ ├── test_normalization.py │ │ │ ├── test_onnx_topologies.py │ │ │ └── test_pooling.py │ │ ├── test_cblas.py │ │ ├── test_cmsisnn │ │ │ ├── test_binary_ops.py │ │ │ ├── test_networks.py │ │ │ ├── test_softmax.py │ │ │ └── utils.py │ │ ├── test_coreml_codegen.py │ │ ├── test_coreml_runtime.py │ │ ├── test_cublas.py │ │ ├── test_cudnn.py │ │ ├── test_cutlass.py │ │ ├── test_dlpack.py │ │ ├── test_edgetpu_runtime.py │ │ ├── test_ethosn │ │ │ ├── __init__.py │ │ │ ├── _infrastructure.py │ │ │ ├── infrastructure.py │ │ │ ├── test_addition.py │ │ │ ├── test_concatenate.py │ │ │ ├── test_constant_duplication.py │ │ │ ├── test_conv2d.py │ │ │ ├── test_depth_to_space.py │ │ │ ├── test_fullyconnected.py │ │ │ ├── test_networks.py │ │ │ ├── test_partition_params.py │ │ │ ├── test_pooling.py │ │ │ ├── test_relu.py │ │ │ ├── test_reshape.py │ │ │ ├── test_sigmoid.py │ │ │ ├── test_split.py │ │ │ └── test_topologies.py │ │ ├── test_ethosu │ │ │ ├── __init__.py │ │ │ ├── infra.py │ │ │ ├── reference_system │ │ │ │ ├── arm-none-eabi-gcc.cmake │ │ │ │ ├── ethosu_55.h │ │ │ │ ├── ethosu_mod.h │ │ │ │ └── hard_fault.h │ │ │ ├── relay_ir_builder.py │ │ │ ├── test_attr_passing.py │ │ │ ├── test_codegen.py │ │ │ ├── test_compiler.py │ │ │ ├── test_encode_constants.py │ │ │ ├── test_extract_constants.py │ │ │ ├── test_legalize.py │ │ │ ├── test_lower_to_te.py │ │ │ ├── test_networks.py │ │ │ ├── test_preprocess.py │ │ │ ├── test_replace_binary_elementwise.py │ │ │ ├── test_replace_conv2d.py │ │ │ ├── test_replace_copy.py │ │ │ ├── test_replace_depthwise_conv2d.py │ │ │ ├── test_replace_pooling.py │ │ │ ├── test_scheduler.py │ │ │ ├── test_tir_to_cs_translator.py │ │ │ ├── test_type_inference.py │ │ │ └── test_vela_api.py │ │ ├── test_gemm_acc16.py │ │ ├── test_gemm_acc32_vnni.py │ │ ├── test_hexagon │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── infrastructure.py │ │ │ ├── test_conv2d_blocked.md │ │ │ ├── test_conv2d_blocked.py │ │ │ ├── test_conv2d_conv2d.md │ │ │ ├── test_conv2d_conv2d.py │ │ │ └── test_maxpool2d_blocked.py │ │ ├── test_miopen.py │ │ ├── test_mps.py │ │ ├── test_mxnet_bridge.py │ │ ├── test_nnpack.py │ │ ├── test_onnx.py │ │ ├── test_onnx_model.py │ │ ├── test_popen_pool.py │ │ ├── test_random.py │ │ ├── test_rocblas.py │ │ ├── test_rpc_proxy.py │ │ ├── test_rpc_server_device.py │ │ ├── test_rpc_tracker.py │ │ ├── test_sort.py │ │ ├── test_sparse.py │ │ ├── test_tedd.py │ │ ├── test_tensorrt.py │ │ ├── test_tensorrt_int8_exp.py │ │ ├── test_tflite_runtime.py │ │ ├── test_thrust.py │ │ ├── test_util.py │ │ ├── test_verilator │ │ │ ├── __init__.py │ │ │ ├── infrastructure.py │ │ │ ├── test_mobilenet.py │ │ │ └── test_verilator_ops.py │ │ └── test_vitis_ai │ │ │ ├── __init__.py │ │ │ ├── infrastructure.py │ │ │ ├── test_vitis_ai_codegen.py │ │ │ └── test_vitis_ai_runtime_cpu_part.py │ ├── driver │ │ └── tvmc │ │ │ ├── conftest.py │ │ │ ├── test_autoscheduler.py │ │ │ ├── test_autotuner.py │ │ │ ├── test_command_line.py │ │ │ ├── test_compiler.py │ │ │ ├── test_composite_target.py │ │ │ ├── test_frontends.py │ │ │ ├── test_mlf.py │ │ │ ├── test_model.py │ │ │ ├── test_pass_config.py │ │ │ ├── test_pass_list.py │ │ │ ├── test_runner.py │ │ │ ├── test_shape_parser.py │ │ │ ├── test_target.py │ │ │ ├── test_target_options.py │ │ │ └── test_tracker.py │ ├── frontend │ │ ├── caffe │ │ │ └── test_forward.py │ │ ├── caffe2 │ │ │ ├── model_zoo │ │ │ │ ├── __init__.py │ │ │ │ └── squeezenet.py │ │ │ ├── test_forward.py │ │ │ └── test_graph.py │ │ ├── coreml │ │ │ ├── model_zoo │ │ │ │ └── __init__.py │ │ │ └── test_forward.py │ │ ├── darknet │ │ │ └── test_forward.py │ │ ├── keras │ │ │ └── test_forward.py │ │ ├── mxnet │ │ │ ├── model_zoo │ │ │ │ ├── __init__.py │ │ │ │ ├── dcgan.py │ │ │ │ ├── dqn.py │ │ │ │ ├── inception_v3.py │ │ │ │ ├── mlp.py │ │ │ │ ├── resnet.py │ │ │ │ ├── squeezenet.py │ │ │ │ └── vgg.py │ │ │ ├── test_forward.py │ │ │ ├── test_graph.py │ │ │ └── test_qnn_ops_utils.py │ │ ├── onnx │ │ │ └── test_forward.py │ │ ├── paddlepaddle │ │ │ └── test_forward.py │ │ ├── pytorch │ │ │ ├── qnn_test.py │ │ │ ├── test_forward.py │ │ │ ├── test_lstm.py │ │ │ ├── test_object_detection.py │ │ │ └── test_rnns.py │ │ ├── tensorflow │ │ │ ├── test_bn_dynamic.py │ │ │ ├── test_control_flow.py │ │ │ ├── test_debugging.py │ │ │ ├── test_forward.py │ │ │ └── test_no_op.py │ │ ├── tensorflow2 │ │ │ ├── common.py │ │ │ ├── test_functional_models.py │ │ │ └── test_sequential_models.py │ │ ├── test_common.py │ │ └── tflite │ │ │ └── test_forward.py │ ├── integration │ │ ├── test_dot.py │ │ ├── test_ewise.py │ │ ├── test_ewise_fpga.py │ │ ├── test_gemm.py │ │ ├── test_lower.py │ │ ├── test_reduce.py │ │ ├── test_scan.py │ │ ├── test_tuning.py │ │ └── test_winograd_nnpack.py │ ├── nightly │ │ └── quantization │ │ │ ├── test_quantization_accuracy.py │ │ │ └── test_quantization_accuracy_for_vit.py │ ├── relay │ │ ├── aot │ │ │ ├── aot_test_utils.py │ │ │ ├── corstone300.ld │ │ │ ├── corstone300.mk │ │ │ ├── default.mk │ │ │ └── test_crt_aot.py │ │ ├── benchmarking │ │ │ └── benchmark_vm.py │ │ ├── dyn │ │ │ ├── test_dynamic_op_level10.py │ │ │ ├── test_dynamic_op_level2.py │ │ │ ├── test_dynamic_op_level3.py │ │ │ ├── test_dynamic_op_level4.py │ │ │ ├── test_dynamic_op_level5.py │ │ │ └── test_dynamic_op_level6.py │ │ ├── op │ │ │ └── annotation │ │ │ │ └── test_annotation.py │ │ ├── test_adt.py │ │ ├── test_analysis_basic_block_normal_form.py │ │ ├── test_analysis_extract_fused_functions.py │ │ ├── test_analysis_extract_operators.py │ │ ├── test_analysis_feature.py │ │ ├── test_analysis_get_calibration_data.py │ │ ├── test_annotated_regions.py │ │ ├── test_any.py │ │ ├── test_auto_scheduler_layout_rewrite_networks.py │ │ ├── test_auto_scheduler_task_extraction.py │ │ ├── test_auto_scheduler_tuning.py │ │ ├── test_autotvm_task_extraction.py │ │ ├── test_backend_graph_executor.py │ │ ├── test_backend_interpreter.py │ │ ├── test_call_graph.py │ │ ├── test_change_batch.py │ │ ├── test_cmp_op.py │ │ ├── test_const.py │ │ ├── test_cpp_build_module.py │ │ ├── test_dataflow_pattern.py │ │ ├── test_debug.py │ │ ├── test_executor.py │ │ ├── test_expr_functor.py │ │ ├── test_external_codegen.py │ │ ├── test_ir_bind.py │ │ ├── test_ir_module.py │ │ ├── test_ir_nodes.py │ │ ├── test_ir_op.py │ │ ├── test_ir_parser.py │ │ ├── test_ir_structural_equal_hash.py │ │ ├── test_ir_text_printer.py │ │ ├── test_ir_well_formed.py │ │ ├── test_json_compact.py │ │ ├── test_json_runtime.py │ │ ├── test_layer_count.py │ │ ├── test_memory_passes.py │ │ ├── test_name_mangling.py │ │ ├── test_name_transforms.py │ │ ├── test_op_fast_math.py │ │ ├── test_op_grad_level1.py │ │ ├── test_op_grad_level10.py │ │ ├── test_op_grad_level2.py │ │ ├── test_op_grad_level3.py │ │ ├── test_op_grad_level4.py │ │ ├── test_op_level1.py │ │ ├── test_op_level10.py │ │ ├── test_op_level2.py │ │ ├── test_op_level3.py │ │ ├── test_op_level4.py │ │ ├── test_op_level5.py │ │ ├── test_op_level6.py │ │ ├── test_op_qnn_add.py │ │ ├── test_op_qnn_batch_matmul.py │ │ ├── test_op_qnn_concatenate.py │ │ ├── test_op_qnn_conv2_transpose.py │ │ ├── test_op_qnn_conv2d.py │ │ ├── test_op_qnn_dense.py │ │ ├── test_op_qnn_dequantize.py │ │ ├── test_op_qnn_mul.py │ │ ├── test_op_qnn_quantize.py │ │ ├── test_op_qnn_requantize.py │ │ ├── test_op_qnn_simulated_dequantize.py │ │ ├── test_op_qnn_simulated_quantize.py │ │ ├── test_op_qnn_subtract.py │ │ ├── test_param_dict.py │ │ ├── test_pass_alter_op_layout.py │ │ ├── test_pass_annotate_spans_defuse.py │ │ ├── test_pass_annotate_target.py │ │ ├── test_pass_auto_quantize.py │ │ ├── test_pass_canonicalize_cast.py │ │ ├── test_pass_check_kind.py │ │ ├── test_pass_combine_parallel_batch_matmul.py │ │ ├── test_pass_combine_parallel_conv2d.py │ │ ├── test_pass_combine_parallel_dense.py │ │ ├── test_pass_convert_op_layout.py │ │ ├── test_pass_dead_code_elimination.py │ │ ├── test_pass_defunctionalization.py │ │ ├── test_pass_defuse_ops.py │ │ ├── test_pass_dynamic_to_static.py │ │ ├── test_pass_eliminate_common_subexpr.py │ │ ├── test_pass_eta_expand.py │ │ ├── test_pass_fake_quantization_to_integer.py │ │ ├── test_pass_fast_math.py │ │ ├── test_pass_fold_constant.py │ │ ├── test_pass_fold_explicit_padding.py │ │ ├── test_pass_fold_scale_axis.py │ │ ├── test_pass_fuse_ops.py │ │ ├── test_pass_gradient.py │ │ ├── test_pass_inline.py │ │ ├── test_pass_instrument.py │ │ ├── test_pass_lambda_lift.py │ │ ├── test_pass_lazy_gradient_init.py │ │ ├── test_pass_legalize.py │ │ ├── test_pass_legalize_tensorcore.py │ │ ├── test_pass_mac_count.py │ │ ├── test_pass_manager.py │ │ ├── test_pass_merge_compiler_regions.py │ │ ├── test_pass_merge_composite.py │ │ ├── test_pass_partial_eval.py │ │ ├── test_pass_partition_graph.py │ │ ├── test_pass_plan_devices.py │ │ ├── test_pass_qnn_legalize.py │ │ ├── test_pass_remove_unused_functions.py │ │ ├── test_pass_simplify_expr.py │ │ ├── test_pass_simplify_inference.py │ │ ├── test_pass_split_args.py │ │ ├── test_pass_to_a_normal_form.py │ │ ├── test_pass_to_basic_block_normal_form.py │ │ ├── test_pass_to_cps.py │ │ ├── test_pass_to_graph_normal_form.py │ │ ├── test_pass_unmatched_cases.py │ │ ├── test_pass_vars.py │ │ ├── test_pipeline_executor.py │ │ ├── test_prng.py │ │ ├── test_py_converter.py │ │ ├── test_recast.py │ │ ├── test_relay_te_compiler.py │ │ ├── test_runtime.py │ │ ├── test_simplify_fc_transpose.py │ │ ├── test_sparse_conv2d_convert.py │ │ ├── test_sparse_dense_convert.py │ │ ├── test_target_hooks.py │ │ ├── test_tensor_array.py │ │ ├── test_to_mixed_precision.py │ │ ├── test_type_functor.py │ │ ├── test_type_infer.py │ │ ├── test_type_solver.py │ │ ├── test_typecall.py │ │ ├── test_vm.py │ │ ├── test_vm_serialization.py │ │ └── utils │ │ │ ├── assert_diagnostic.py │ │ │ ├── external_codegen.py │ │ │ └── ref_funcs.py │ ├── target │ │ └── test_se_scope.py │ ├── topi │ │ └── python │ │ │ ├── common.py │ │ │ ├── test_fifo_buffer.py │ │ │ ├── test_topi_argwhere.py │ │ │ ├── test_topi_basic.py │ │ │ ├── test_topi_batch_matmul.py │ │ │ ├── test_topi_batch_matmul_tensorcore.py │ │ │ ├── test_topi_batch_to_space_nd.py │ │ │ ├── test_topi_bitserial_conv2d.py │ │ │ ├── test_topi_bitserial_conv2d_rasp.py │ │ │ ├── test_topi_bitserial_dense.py │ │ │ ├── test_topi_bnn.py │ │ │ ├── test_topi_broadcast.py │ │ │ ├── test_topi_clip.py │ │ │ ├── test_topi_conv1d.py │ │ │ ├── test_topi_conv1d_transpose_ncw.py │ │ │ ├── test_topi_conv2d_NCHWc.py │ │ │ ├── test_topi_conv2d_hwcn.py │ │ │ ├── test_topi_conv2d_hwnc_tensorcore.py │ │ │ ├── test_topi_conv2d_int8.py │ │ │ ├── test_topi_conv2d_nchw.py │ │ │ ├── test_topi_conv2d_nhwc.py │ │ │ ├── test_topi_conv2d_nhwc_pack_int8.py │ │ │ ├── test_topi_conv2d_nhwc_tensorcore.py │ │ │ ├── test_topi_conv2d_nhwc_winograd.py │ │ │ ├── test_topi_conv2d_transpose_nchw.py │ │ │ ├── test_topi_conv2d_winograd.py │ │ │ ├── test_topi_conv3d_ncdhw.py │ │ │ ├── test_topi_conv3d_ndhwc.py │ │ │ ├── test_topi_conv3d_ndhwc_tensorcore.py │ │ │ ├── test_topi_conv3d_transpose_ncdhw.py │ │ │ ├── test_topi_conv3d_winograd.py │ │ │ ├── test_topi_correlation.py │ │ │ ├── test_topi_deformable_conv2d.py │ │ │ ├── test_topi_dense.py │ │ │ ├── test_topi_dense_tensorcore.py │ │ │ ├── test_topi_depth_to_space.py │ │ │ ├── test_topi_depthwise_conv2d.py │ │ │ ├── test_topi_depthwise_conv2d_back_input.py │ │ │ ├── test_topi_depthwise_conv2d_back_weight.py │ │ │ ├── test_topi_dilate.py │ │ │ ├── test_topi_einsum.py │ │ │ ├── test_topi_group_conv2d.py │ │ │ ├── test_topi_group_conv2d_NCHWc_int8.py │ │ │ ├── test_topi_group_conv2d_transpose.py │ │ │ ├── test_topi_image.py │ │ │ ├── test_topi_loss.py │ │ │ ├── test_topi_lrn.py │ │ │ ├── test_topi_math.py │ │ │ ├── test_topi_matmul.py │ │ │ ├── test_topi_pooling.py │ │ │ ├── test_topi_prng.py │ │ │ ├── test_topi_qnn.py │ │ │ ├── test_topi_reduce.py │ │ │ ├── test_topi_relu.py │ │ │ ├── test_topi_reorg.py │ │ │ ├── test_topi_scan.py │ │ │ ├── test_topi_scatter.py │ │ │ ├── test_topi_searchsorted.py │ │ │ ├── test_topi_softmax.py │ │ │ ├── test_topi_sort.py │ │ │ ├── test_topi_space_to_batch_nd.py │ │ │ ├── test_topi_space_to_depth.py │ │ │ ├── test_topi_sparse.py │ │ │ ├── test_topi_tensor.py │ │ │ ├── test_topi_transform.py │ │ │ ├── test_topi_unique.py │ │ │ ├── test_topi_upsampling.py │ │ │ ├── test_topi_util.py │ │ │ └── test_topi_vision.py │ └── unittest │ │ ├── test_aot_legalize_packed_call.py │ │ ├── test_arith_canonical_simplify.py │ │ ├── test_arith_const_int_bound.py │ │ ├── test_arith_deduce_bound.py │ │ ├── test_arith_detect_clip_bound.py │ │ ├── test_arith_detect_linear_equation.py │ │ ├── test_arith_domain_touched.py │ │ ├── test_arith_intset.py │ │ ├── test_arith_iter_affine_map.py │ │ ├── test_arith_modular_set.py │ │ ├── test_arith_rewrite_simplify.py │ │ ├── test_arith_solve_linear_equations.py │ │ ├── test_arith_solve_linear_inequality.py │ │ ├── test_auto_scheduler_compute_dag.py │ │ ├── test_auto_scheduler_cost_model.py │ │ ├── test_auto_scheduler_evolutionary_search.py │ │ ├── test_auto_scheduler_feature.py │ │ ├── test_auto_scheduler_layout_rewrite.py │ │ ├── test_auto_scheduler_loop_state.py │ │ ├── test_auto_scheduler_measure.py │ │ ├── test_auto_scheduler_search_policy.py │ │ ├── test_auto_scheduler_search_task.py │ │ ├── test_auto_scheduler_sketch_generation.py │ │ ├── test_auto_scheduler_task_scheduler.py │ │ ├── test_autotvm_database.py │ │ ├── test_autotvm_dispatch_context.py │ │ ├── test_autotvm_feature.py │ │ ├── test_autotvm_flop_calculator.py │ │ ├── test_autotvm_graph_tuner_core.py │ │ ├── test_autotvm_graph_tuner_utils.py │ │ ├── test_autotvm_index_tuner.py │ │ ├── test_autotvm_measure.py │ │ ├── test_autotvm_record.py │ │ ├── test_autotvm_space.py │ │ ├── test_autotvm_xgboost_model.py │ │ ├── test_crt.py │ │ ├── test_custom_datatypes.py │ │ ├── test_filter_untracked.py │ │ ├── test_format_si_prefix.py │ │ ├── test_gen_requirements.py │ │ ├── test_ir_attrs.py │ │ ├── test_ir_container.py │ │ ├── test_ir_type.py │ │ ├── test_link_params.py │ │ ├── test_lower_build.py │ │ ├── test_meta_schedule_arg_info.py │ │ ├── test_meta_schedule_builder.py │ │ ├── test_meta_schedule_database.py │ │ ├── test_meta_schedule_integration.py │ │ ├── test_meta_schedule_runner.py │ │ ├── test_meta_schedule_search_strategy.py │ │ ├── test_meta_schedule_space_generator.py │ │ ├── test_meta_schedule_task_scheduler.py │ │ ├── test_meta_schedule_tune_context.py │ │ ├── test_micro_model_library_format.py │ │ ├── test_micro_project_api.py │ │ ├── test_micro_transport.py │ │ ├── test_node_reflection.py │ │ ├── test_runtime_container.py │ │ ├── test_runtime_error.py │ │ ├── test_runtime_extension.py │ │ ├── test_runtime_graph.py │ │ ├── test_runtime_graph_cuda_graph.py │ │ ├── test_runtime_graph_debug.py │ │ ├── test_runtime_heterogeneous.py │ │ ├── test_runtime_measure.py │ │ ├── test_runtime_module_based_interface.py │ │ ├── test_runtime_module_export.py │ │ ├── test_runtime_module_load.py │ │ ├── test_runtime_profiling.py │ │ ├── test_runtime_rpc.py │ │ ├── test_runtime_trace.py │ │ ├── test_runtime_vm_profiler.py │ │ ├── test_target_codegen_arm.py │ │ ├── test_target_codegen_blob.py │ │ ├── test_target_codegen_bool.py │ │ ├── test_target_codegen_c_host.py │ │ ├── test_target_codegen_cross_llvm.py │ │ ├── test_target_codegen_cuda.py │ │ ├── test_target_codegen_device.py │ │ ├── test_target_codegen_extern.py │ │ ├── test_target_codegen_hexagon.py │ │ ├── test_target_codegen_llvm.py │ │ ├── test_target_codegen_metal.py │ │ ├── test_target_codegen_opencl.py │ │ ├── test_target_codegen_rocm.py │ │ ├── test_target_codegen_static_init.py │ │ ├── test_target_codegen_vm_basic.py │ │ ├── test_target_codegen_vulkan.py │ │ ├── test_target_codegen_x86.py │ │ ├── test_target_target.py │ │ ├── test_target_texture_codegen_opencl.py │ │ ├── test_te_autodiff.py │ │ ├── test_te_build_lower.py │ │ ├── test_te_create_primfunc.py │ │ ├── test_te_group.py │ │ ├── test_te_hybrid_script.py │ │ ├── test_te_schedule.py │ │ ├── test_te_schedule_bound_inference.py │ │ ├── test_te_schedule_bound_inference_tiling.py │ │ ├── test_te_schedule_graph.py │ │ ├── test_te_schedule_lstm.py │ │ ├── test_te_schedule_ops.py │ │ ├── test_te_schedule_postproc_rewrite_for_tensor_core.py │ │ ├── test_te_schedule_tensor_core.py │ │ ├── test_te_schedule_tensorize.py │ │ ├── test_te_tag.py │ │ ├── test_te_tensor.py │ │ ├── test_te_tensor_overload.py │ │ ├── test_te_verify_compute.py │ │ ├── test_testing.py │ │ ├── test_tir_analysis_calculate_workspace.py │ │ ├── test_tir_analysis_detect_buffer_access_lca.py │ │ ├── test_tir_analysis_expr_deep_equal.py │ │ ├── test_tir_analysis_get_block_access_region.py │ │ ├── test_tir_analysis_usedef.py │ │ ├── test_tir_analysis_verify_gpu_code.py │ │ ├── test_tir_analysis_verify_memory.py │ │ ├── test_tir_analysis_verify_ssa.py │ │ ├── test_tir_base.py │ │ ├── test_tir_buffer.py │ │ ├── test_tir_constructor.py │ │ ├── test_tir_data_layout.py │ │ ├── test_tir_intrin.py │ │ ├── test_tir_ir_builder.py │ │ ├── test_tir_lower_match_buffer.py │ │ ├── test_tir_nodes.py │ │ ├── test_tir_ops.py │ │ ├── test_tir_schedule_block_scope.py │ │ ├── test_tir_schedule_cache_read_write.py │ │ ├── test_tir_schedule_compute_at.py │ │ ├── test_tir_schedule_compute_inline.py │ │ ├── test_tir_schedule_error.py │ │ ├── test_tir_schedule_for_kind.py │ │ ├── test_tir_schedule_instruction.py │ │ ├── test_tir_schedule_reduction.py │ │ ├── test_tir_schedule_reorder.py │ │ ├── test_tir_schedule_rfactor.py │ │ ├── test_tir_schedule_sampling.py │ │ ├── test_tir_schedule_split_fuse.py │ │ ├── test_tir_schedule_state.py │ │ ├── test_tir_schedule_state_cached_flags.py │ │ ├── test_tir_schedule_storage_align.py │ │ ├── test_tir_schedule_trace.py │ │ ├── test_tir_schedule_utilities.py │ │ ├── test_tir_specialize.py │ │ ├── test_tir_stmt_functor_ir_transform.py │ │ ├── test_tir_structural_equal_hash.py │ │ ├── test_tir_transform_bf16_legalize.py │ │ ├── test_tir_transform_combine_context_call.py │ │ ├── test_tir_transform_compact_buffer_region.py │ │ ├── test_tir_transform_convert_blocks_to_opaque.py │ │ ├── test_tir_transform_convert_for_loops_serial.py │ │ ├── test_tir_transform_coproc_sync.py │ │ ├── test_tir_transform_decorate_device_scope.py │ │ ├── test_tir_transform_flatten_buffer.py │ │ ├── test_tir_transform_hoist_if.py │ │ ├── test_tir_transform_inject_copy_intrin.py │ │ ├── test_tir_transform_inject_double_buffer.py │ │ ├── test_tir_transform_inject_virtual_thread.py │ │ ├── test_tir_transform_instrument_bound_checkers.py │ │ ├── test_tir_transform_ir_utils.py │ │ ├── test_tir_transform_lift_attr_scope.py │ │ ├── test_tir_transform_loop_partition.py │ │ ├── test_tir_transform_lower_init_block.py │ │ ├── test_tir_transform_lower_intrin.py │ │ ├── test_tir_transform_lower_tvm_builtin.py │ │ ├── test_tir_transform_lower_warp_memory.py │ │ ├── test_tir_transform_make_packed_api.py │ │ ├── test_tir_transform_make_unpacked_api.py │ │ ├── test_tir_transform_merge_dynamic_shared_memory_allocations.py │ │ ├── test_tir_transform_narrow_datatype.py │ │ ├── test_tir_transform_plan_update_buffer_allocation_location.py │ │ ├── test_tir_transform_prim_func_pass.py │ │ ├── test_tir_transform_remove_no_op.py │ │ ├── test_tir_transform_rewrite_unsafe_select.py │ │ ├── test_tir_transform_simplify.py │ │ ├── test_tir_transform_split_host_device.py │ │ ├── test_tir_transform_storage_flatten.py │ │ ├── test_tir_transform_storage_rewrite.py │ │ ├── test_tir_transform_thread_sync.py │ │ ├── test_tir_transform_unify_thread_binding.py │ │ ├── test_tir_transform_unroll_loop.py │ │ ├── test_tir_transform_vectorize.py │ │ ├── test_tvm_testing_features.py │ │ ├── test_tvmscript_complete.py │ │ ├── test_tvmscript_error_report.py │ │ ├── test_tvmscript_ops.py │ │ ├── test_tvmscript_roundtrip.py │ │ ├── test_tvmscript_spans.py │ │ └── test_tvmscript_type.py └── scripts │ ├── git_change_docs.sh │ ├── setup-pytest-env.sh │ ├── task_build.sh │ ├── task_ci_setup.sh │ ├── task_clean.sh │ ├── task_config_build_arm.sh │ ├── task_config_build_cpu.sh │ ├── task_config_build_gpu.sh │ ├── task_config_build_gpu_other.sh │ ├── task_config_build_gpu_vulkan.sh │ ├── task_config_build_i386.sh │ ├── task_config_build_qemu.sh │ ├── task_config_build_wasm.sh │ ├── task_cpp_unittest.sh │ ├── task_golang.sh │ ├── task_java_unittest.sh │ ├── task_lint.sh │ ├── task_mypy.sh │ ├── task_python_arm_compute_library.sh │ ├── task_python_docs.sh │ ├── task_python_ethosn_tests.sh │ ├── task_python_frontend.sh │ ├── task_python_frontend_cpu.sh │ ├── task_python_integration.sh │ ├── task_python_integration_gpuonly.sh │ ├── task_python_integration_i386only.sh │ ├── task_python_microtvm.sh │ ├── task_python_nightly.sh │ ├── task_python_topi.sh │ ├── task_python_unittest.sh │ ├── task_python_unittest_gpuonly.sh │ ├── task_python_vta_fsim.sh │ ├── task_python_vta_tsim.sh │ ├── task_rust.sh │ ├── task_sphinx_precheck.sh │ └── task_web_wasm.sh ├── version.py ├── vta ├── README.md ├── python │ └── vta │ │ ├── __init__.py │ │ ├── autotvm.py │ │ ├── bitstream.py │ │ ├── build_module.py │ │ ├── environment.py │ │ ├── exec │ │ ├── __init__.py │ │ └── rpc_server.py │ │ ├── intrin.py │ │ ├── libinfo.py │ │ ├── program_bitstream.py │ │ ├── rpc_client.py │ │ ├── testing │ │ ├── __init__.py │ │ ├── simulator.py │ │ └── utils.py │ │ ├── top │ │ ├── __init__.py │ │ ├── bitpack.py │ │ ├── graphpack.py │ │ ├── op.py │ │ ├── utils.py │ │ ├── vta_conv2d.py │ │ ├── vta_conv2d_transpose.py │ │ ├── vta_dense.py │ │ └── vta_group_conv2d.py │ │ └── transform.py ├── runtime │ ├── device_api.cc │ ├── runtime.cc │ └── runtime.h ├── scripts │ ├── tune_conv2d.py │ ├── tune_conv2d_transpose.py │ ├── tune_dense.py │ ├── tune_group_conv2d.py │ └── tune_resnet.py ├── tests │ └── python │ │ ├── de10nano │ │ └── test_program_rpc.py │ │ ├── integration │ │ ├── test_benchmark_gemm.py │ │ ├── test_benchmark_topi_conv2d.py │ │ ├── test_benchmark_topi_conv2d_transpose.py │ │ ├── test_benchmark_topi_dense.py │ │ └── test_benchmark_topi_group_conv2d.py │ │ ├── pynq │ │ └── test_program_rpc.py │ │ └── unittest │ │ ├── test_environment.py │ │ └── test_vta_insn.py └── tutorials │ ├── README.txt │ ├── autotvm │ ├── README.txt │ ├── tune_alu_vta.py │ └── tune_relay_vta.py │ ├── frontend │ ├── README.txt │ ├── deploy_classification.py │ └── deploy_detection.py │ ├── matrix_multiply.py │ ├── optimize │ ├── README.txt │ ├── convolution_opt.py │ └── matrix_multiply_opt.py │ └── vta_get_started.py └── web ├── .eslintignore ├── .eslintrc.json ├── .gitignore ├── Makefile ├── README.md ├── apps ├── browser │ └── rpc_server.html └── node │ ├── example.js │ ├── wasi_example.js │ └── wasi_rpc_server.js ├── emcc ├── decorate_as_wasi.py ├── preload.js ├── tvmjs_support.cc ├── wasm_runtime.cc └── webgpu_runtime.cc ├── jest.config.js ├── package.json ├── rollup.config.js ├── src ├── compact.ts ├── ctypes.ts ├── environment.ts ├── index.ts ├── memory.ts ├── rpc_server.ts ├── runtime.ts ├── support.ts ├── types.ts └── webgpu.ts ├── tests ├── node │ ├── test_module_load.js │ ├── test_ndarray.js │ └── test_packed_func.js └── python │ ├── prepare_test_libs.py │ ├── webgpu_rpc_test.py │ 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