This is an automated email from the ASF dual-hosted git repository.

tqchen pushed a change to branch master
in repository https://gitbox.apache.org/repos/asf/incubator-tvm.git.


    from c9be16b  [TUTORIAL] Fix tedd tutorial after strategy change (#4947)
     add 9816efc  [REFACTOR][PY][API-CHANGE] Remove legacy python files. (#4943)

No new revisions were added by this update.

Summary of changes:
 apps/android_rpc/tests/android_rpc_test.py         |  21 +-
 apps/benchmark/arm_cpu_imagenet_bench.py           |   1 +
 apps/benchmark/gpu_imagenet_bench.py               |   1 +
 apps/benchmark/mobile_gpu_imagenet_bench.py        |   1 +
 apps/bundle_deploy/build_model.py                  |   1 +
 apps/dso_plugin_module/test_plugin_module.py       |   1 +
 apps/extension/python/tvm_ext/__init__.py          |   1 +
 apps/extension/tests/test_ext.py                   |  23 +-
 apps/howto_deploy/prepare_test_libs.py             |   9 +-
 apps/howto_deploy/python_deploy.py                 |   1 +
 apps/ios_rpc/tests/ios_rpc_test.py                 |  15 +-
 apps/sgx/enclave/src/build_model.py                |   1 +
 apps/sgx/run_model.py                              |   1 +
 docs/api/python/te.rst                             |   1 +
 docs/api/python/tir.rst                            |   2 +-
 docs/conf.py                                       |   1 +
 golang/sample/deploy.py                            |  11 +-
 jvm/core/src/test/scripts/test_add_cpu.py          |  11 +-
 jvm/core/src/test/scripts/test_add_gpu.py          |  15 +-
 jvm/core/src/test/scripts/test_graph_runtime.py    |   7 +-
 python/tvm/__init__.py                             |  13 +-
 python/tvm/api.py                                  |  38 --
 python/tvm/arith/analyzer.py                       |   2 +-
 python/tvm/autotvm/feature.py                      |  25 +-
 python/tvm/autotvm/graph_tuner/base_graph_tuner.py |   5 +-
 python/tvm/autotvm/measure/measure_methods.py      |  12 +-
 python/tvm/autotvm/task/code_hash.py               |   4 +-
 python/tvm/autotvm/task/space.py                   |  34 +-
 python/tvm/autotvm/task/task.py                    |  29 +-
 python/tvm/autotvm/task/topi_integration.py        |   6 +-
 python/tvm/autotvm/util.py                         |   2 +-
 python/tvm/contrib/binutil.py                      |  11 +-
 python/tvm/contrib/cblas.py                        |   6 +-
 python/tvm/contrib/cublas.py                       |   7 +-
 python/tvm/contrib/cublaslt.py                     |   4 +-
 python/tvm/contrib/cudnn.py                        |  13 +-
 python/tvm/contrib/debugger/debug_result.py        |   1 +
 python/tvm/contrib/miopen.py                       |   9 +-
 python/tvm/contrib/mps.py                          |   7 +-
 python/tvm/contrib/nnpack.py                       |  14 +-
 python/tvm/contrib/nvcc.py                         |   5 +-
 python/tvm/contrib/peak.py                         |  27 +-
 python/tvm/contrib/random.py                       |   8 +-
 python/tvm/contrib/rocblas.py                      |   5 +-
 python/tvm/contrib/rocm.py                         |  10 +-
 python/tvm/contrib/sdaccel.py                      |   5 +-
 python/tvm/contrib/sparse.py                       |  13 +-
 python/tvm/contrib/tedd.py                         |  12 +-
 python/tvm/driver/build_module.py                  |  22 +-
 python/tvm/hybrid/calls.py                         |  25 +-
 python/tvm/hybrid/parser.py                        |  36 +-
 python/tvm/hybrid/util.py                          |   7 +-
 python/tvm/intrin.py                               |  19 -
 python/tvm/make.py                                 |  52 --
 python/tvm/relay/__init__.py                       |   2 +-
 python/tvm/relay/backend/_backend.py               |   4 +-
 python/tvm/relay/backend/compile_engine.py         |  17 +-
 python/tvm/relay/backend/graph_runtime_codegen.py  |   2 +-
 python/tvm/relay/build_module.py                   |   2 +-
 python/tvm/relay/debug.py                          |   8 +-
 python/tvm/relay/frontend/coreml.py                |   1 -
 python/tvm/relay/frontend/darknet.py               |   1 -
 python/tvm/relay/frontend/mxnet.py                 |   2 -
 python/tvm/relay/frontend/pytorch.py               |   2 +-
 python/tvm/relay/frontend/tensorflow.py            |   5 +-
 python/tvm/relay/frontend/tflite.py                |   1 -
 python/tvm/relay/op/_reduce.py                     |   2 +-
 python/tvm/relay/op/_tensor.py                     |   4 +-
 python/tvm/relay/op/_transform.py                  |   7 +-
 python/tvm/relay/op/algorithm.py                   |   2 +-
 python/tvm/relay/op/nn/_nn.py                      |   3 +-
 python/tvm/relay/op/op.py                          |  15 +-
 python/tvm/relay/param_dict.py                     |   6 +-
 python/tvm/relay/quantize/quantize.py              |   6 +-
 python/tvm/relay/testing/__init__.py               |   1 +
 python/tvm/relay/testing/config.py                 |   1 +
 python/tvm/relay/transform.py                      |   1 +
 python/tvm/runtime/vm.py                           |   1 +
 python/tvm/target/build_config.py                  |   2 +-
 python/tvm/target/generic_func.py                  |   2 +
 python/tvm/te/__init__.py                          |   3 +
 python/tvm/te/operation.py                         |  22 +-
 python/tvm/te/tag.py                               |  20 +-
 python/tvm/tir/__init__.py                         |   6 +-
 python/tvm/tir/buffer.py                           |  14 +-
 python/tvm/tir/expr.py                             |  10 +-
 python/tvm/tir/generic.py                          |   2 +-
 python/tvm/tir/ir_builder.py                       |  18 +-
 python/tvm/tir/op.py                               |  34 +-
 python/tvm/tir/stmt.py                             |   4 +-
 rust/frontend/examples/resnet/src/build_resnet.py  |   1 +
 rust/frontend/tests/basics/src/tvm_add.py          |  15 +-
 rust/runtime/tests/build_model.py                  |   1 +
 rust/runtime/tests/test_nn/src/build_test_graph.py |   1 +
 .../tests/test_tvm_basic/src/build_test_lib.py     |  11 +-
 .../tests/test_tvm_dso/src/build_test_lib.py       |  11 +-
 tests/python/contrib/test_binutil.py               |   1 +
 tests/python/contrib/test_cblas.py                 |  23 +-
 tests/python/contrib/test_cublas.py                |  19 +-
 tests/python/contrib/test_cudnn.py                 |  13 +-
 tests/python/contrib/test_dlpack.py                |  13 +-
 tests/python/contrib/test_edgetpu_runtime.py       |   1 +
 tests/python/contrib/test_gemm_acc16.py            |  17 +-
 tests/python/contrib/test_gemm_acc32_vnni.py       |  13 +-
 tests/python/contrib/test_miopen.py                |   5 +-
 tests/python/contrib/test_mps.py                   |  23 +-
 tests/python/contrib/test_mxnet_bridge.py          |   9 +-
 tests/python/contrib/test_nnpack.py                |  27 +-
 tests/python/contrib/test_random.py                |   7 +-
 tests/python/contrib/test_rocblas.py               |   7 +-
 tests/python/contrib/test_rpc_proxy.py             |   1 +
 tests/python/contrib/test_rpc_tracker.py           |   1 +
 tests/python/contrib/test_sort.py                  |  21 +-
 tests/python/contrib/test_sparse.py                |  33 +-
 tests/python/contrib/test_tedd.py                  |  48 +-
 tests/python/contrib/test_tflite_runtime.py        |   9 +-
 tests/python/frontend/caffe2/test_forward.py       |   1 +
 tests/python/frontend/coreml/test_forward.py       |   1 +
 tests/python/frontend/darknet/test_forward.py      |   1 +
 tests/python/frontend/keras/test_forward.py        |   1 +
 tests/python/frontend/mxnet/test_forward.py        |   1 +
 tests/python/frontend/mxnet/test_graph.py          |   1 +
 tests/python/frontend/mxnet/test_qnn_ops_utils.py  |   1 +
 tests/python/frontend/onnx/test_forward.py         |   1 +
 tests/python/frontend/pytorch/test_forward.py      |   3 +-
 tests/python/frontend/tensorflow/test_forward.py   |   3 +-
 tests/python/frontend/tflite/test_forward.py       |   1 +
 tests/python/integration/test_dot.py               |  31 +-
 tests/python/integration/test_ewise.py             |  91 ++--
 tests/python/integration/test_ewise_fpga.py        |  27 +-
 tests/python/integration/test_gemm.py              |  23 +-
 tests/python/integration/test_reduce.py            | 123 ++---
 tests/python/integration/test_scan.py              |  23 +-
 tests/python/integration/test_tuning.py            |  41 +-
 tests/python/integration/test_winograd_nnpack.py   |   7 +-
 .../quantization/test_quantization_accuracy.py     |   1 +
 tests/python/relay/benchmarking/benchmark_vm.py    |   3 +-
 tests/python/relay/test_adt.py                     |   1 +
 tests/python/relay/test_any.py                     |   1 +
 tests/python/relay/test_backend_compile_engine.py  |   7 +-
 tests/python/relay/test_backend_graph_runtime.py   |   1 +
 tests/python/relay/test_backend_interpreter.py     |   1 +
 tests/python/relay/test_change_batch.py            |   1 +
 tests/python/relay/test_cpp_build_module.py        |   1 +
 tests/python/relay/test_error_reporting.py         |   1 +
 tests/python/relay/test_expr_functor.py            |   1 +
 tests/python/relay/test_external_codegen.py        |   1 +
 tests/python/relay/test_external_runtime.py        |   1 +
 tests/python/relay/test_feature.py                 |   1 +
 tests/python/relay/test_ir_bind.py                 |   1 +
 tests/python/relay/test_ir_module.py               |   1 +
 tests/python/relay/test_ir_nodes.py                |  41 +-
 tests/python/relay/test_ir_parser.py               |   1 +
 tests/python/relay/test_ir_text_printer.py         |   3 +-
 tests/python/relay/test_ir_well_formed.py          |   1 +
 tests/python/relay/test_json_compact.py            |   1 +
 tests/python/relay/test_memory_alloc.py            |   1 +
 tests/python/relay/test_op_grad_level1.py          |   1 +
 tests/python/relay/test_op_grad_level2.py          |   5 +-
 tests/python/relay/test_op_grad_level3.py          |   1 +
 tests/python/relay/test_op_level1.py               |  37 +-
 tests/python/relay/test_op_level10.py              |   5 +-
 tests/python/relay/test_op_level2.py               |  73 +--
 tests/python/relay/test_op_level3.py               |  31 +-
 tests/python/relay/test_op_level4.py               |   7 +-
 tests/python/relay/test_op_level5.py               |  23 +-
 tests/python/relay/test_op_level6.py               |   1 +
 tests/python/relay/test_op_qnn_add.py              |   1 +
 tests/python/relay/test_op_qnn_concatenate.py      |   1 +
 tests/python/relay/test_op_qnn_conv2d.py           |   1 +
 tests/python/relay/test_op_qnn_dense.py            |   1 +
 tests/python/relay/test_op_qnn_dequantize.py       |   1 +
 tests/python/relay/test_op_qnn_mul.py              |   1 +
 tests/python/relay/test_op_qnn_quantize.py         |   1 +
 tests/python/relay/test_op_qnn_requantize.py       |   1 +
 tests/python/relay/test_param_dict.py              |   1 +
 tests/python/relay/test_pass_alpha_equal.py        |  93 ++--
 tests/python/relay/test_pass_alter_op_layout.py    |   1 +
 tests/python/relay/test_pass_annotation.py         |   1 +
 tests/python/relay/test_pass_auto_quantize.py      |   1 +
 tests/python/relay/test_pass_canonicalize_cast.py  |   1 +
 tests/python/relay/test_pass_check_kind.py         |  57 +--
 .../relay/test_pass_combine_parallel_conv2d.py     |   1 +
 .../relay/test_pass_combine_parallel_dense.py      |   1 +
 tests/python/relay/test_pass_convert_op_layout.py  |   1 +
 .../relay/test_pass_dead_code_elimination.py       |   3 +-
 .../relay/test_pass_eliminate_common_subexpr.py    |   1 +
 tests/python/relay/test_pass_eta_expand.py         |   1 +
 tests/python/relay/test_pass_fold_constant.py      |   3 +-
 tests/python/relay/test_pass_fold_scale_axis.py    |   1 +
 tests/python/relay/test_pass_fuse_ops.py           |   1 +
 tests/python/relay/test_pass_gradient.py           |   1 +
 tests/python/relay/test_pass_lambda_lift.py        |   1 +
 tests/python/relay/test_pass_legalize.py           |   1 +
 tests/python/relay/test_pass_mac_count.py          |  11 +-
 tests/python/relay/test_pass_manager.py            |   1 +
 tests/python/relay/test_pass_partial_eval.py       |   1 +
 tests/python/relay/test_pass_partition_graph.py    |   1 +
 tests/python/relay/test_pass_qnn_legalize.py       |   1 +
 .../relay/test_pass_remove_unused_functions.py     |   1 +
 tests/python/relay/test_pass_to_a_normal_form.py   |   1 +
 tests/python/relay/test_pass_to_cps.py             |   1 +
 .../python/relay/test_pass_to_graph_normal_form.py |   1 +
 tests/python/relay/test_pass_unmatched_cases.py    |   1 +
 tests/python/relay/test_pass_vars.py               |   1 +
 tests/python/relay/test_py_converter.py            |   1 +
 tests/python/relay/test_type_functor.py            |   3 +-
 tests/python/relay/test_type_infer.py              |   1 +
 tests/python/relay/test_type_solver.py             |   1 +
 tests/python/relay/test_typecall.py                |   1 +
 tests/python/relay/test_vm.py                      |   1 +
 tests/python/relay/test_vm_serialization.py        |   1 +
 .../unittest/test_arith_canonical_simplify.py      | 133 ++---
 .../python/unittest/test_arith_const_int_bound.py  |  53 +-
 tests/python/unittest/test_arith_deduce_bound.py   |  63 +--
 .../unittest/test_arith_detect_clip_bound.py       |  19 +-
 .../unittest/test_arith_detect_linear_equation.py  |  21 +-
 tests/python/unittest/test_arith_domain_touched.py |  13 +-
 tests/python/unittest/test_arith_intset.py         |  29 +-
 tests/python/unittest/test_arith_modular_set.py    |  37 +-
 .../python/unittest/test_arith_rewrite_simplify.py | 557 +++++++++++----------
 tests/python/unittest/test_arith_stmt_simplify.py  |  57 +--
 tests/python/unittest/test_autotvm_common.py       |  21 +-
 tests/python/unittest/test_autotvm_feature.py      |  41 +-
 .../unittest/test_autotvm_flop_calculator.py       |  79 +--
 tests/python/unittest/test_autotvm_measure.py      |   1 +
 tests/python/unittest/test_autotvm_record.py       |   1 +
 tests/python/unittest/test_autotvm_space.py        |  11 +-
 .../python/unittest/test_autotvm_xgboost_model.py  |   1 +
 tests/python/unittest/test_build_lower.py          |  27 +-
 tests/python/unittest/test_codegen_arm.py          |  33 +-
 tests/python/unittest/test_codegen_blob.py         |  13 +-
 tests/python/unittest/test_codegen_bool.py         |  17 +-
 tests/python/unittest/test_codegen_c_host.py       |  45 +-
 tests/python/unittest/test_codegen_cross_llvm.py   |  11 +-
 tests/python/unittest/test_codegen_cuda.py         | 105 ++--
 tests/python/unittest/test_codegen_device.py       |  55 +-
 tests/python/unittest/test_codegen_extern.py       |  47 +-
 tests/python/unittest/test_codegen_llvm.py         | 213 ++++----
 tests/python/unittest/test_codegen_opencl.py       |  41 +-
 tests/python/unittest/test_codegen_rocm.py         |  47 +-
 tests/python/unittest/test_codegen_static_init.py  |  31 +-
 tests/python/unittest/test_codegen_vm_basic.py     |  49 +-
 tests/python/unittest/test_codegen_vulkan.py       |  39 +-
 tests/python/unittest/test_codegen_x86.py          |   9 +-
 tests/python/unittest/test_container.py            |   1 +
 .../unittest/test_custom_datatypes_mybfloat16.py   |  17 +-
 tests/python/unittest/test_graph_tuner_core.py     |  15 +-
 tests/python/unittest/test_graph_tuner_utils.py    |   1 +
 tests/python/unittest/test_hybrid_script.py        | 136 ++---
 tests/python/unittest/test_ir_builder.py           |  49 +-
 tests/python/unittest/test_lang_basic.py           | 117 ++---
 tests/python/unittest/test_lang_buffer.py          | 129 ++---
 tests/python/unittest/test_lang_constructor.py     |  33 +-
 tests/python/unittest/test_lang_container.py       |  23 +-
 tests/python/unittest/test_lang_data_layout.py     |  21 +-
 tests/python/unittest/test_lang_group.py           |  45 +-
 tests/python/unittest/test_lang_operator.py        |  95 ++--
 tests/python/unittest/test_lang_reflection.py      |  21 +-
 tests/python/unittest/test_lang_schedule.py        | 161 +++---
 tests/python/unittest/test_lang_tag.py             |  64 +--
 tests/python/unittest/test_lang_target.py          |   1 +
 tests/python/unittest/test_lang_tensor.py          | 255 +++++-----
 .../unittest/test_lang_tensor_overload_op.py       |  65 +--
 tests/python/unittest/test_lang_verify_compute.py  |  33 +-
 .../python/unittest/test_pass_attrs_hash_equal.py  |  21 +-
 tests/python/unittest/test_pass_basic.py           |  41 +-
 tests/python/unittest/test_pass_bound_checkers.py  | 267 +++++-----
 .../unittest/test_pass_combine_context_call.py     |  19 +-
 .../unittest/test_pass_decorate_device_scope.py    |  21 +-
 tests/python/unittest/test_pass_equal.py           |  39 +-
 tests/python/unittest/test_pass_hoist_if.py        |  55 +-
 .../unittest/test_pass_inject_copy_intrin.py       | 109 ++--
 .../unittest/test_pass_inject_double_buffer.py     |  15 +-
 tests/python/unittest/test_pass_inject_vthread.py  |  39 +-
 tests/python/unittest/test_pass_inline.py          |  25 +-
 tests/python/unittest/test_pass_ir_transform.py    |  17 +-
 tests/python/unittest/test_pass_lift_attr_scope.py |  13 +-
 tests/python/unittest/test_pass_loop_partition.py  | 311 ++++++------
 tests/python/unittest/test_pass_lower_intrin.py    |  43 +-
 .../python/unittest/test_pass_lower_warp_memory.py |  15 +-
 tests/python/unittest/test_pass_makeapi.py         |  25 +-
 tests/python/unittest/test_pass_remove_no_op.py    |  19 +-
 .../unittest/test_pass_rewrite_for_tensor_core.py  |  71 +--
 .../unittest/test_pass_rewrite_unsafe_select.py    |  13 +-
 .../python/unittest/test_pass_split_host_device.py |   9 +-
 tests/python/unittest/test_pass_storage_flatten.py |  73 +--
 tests/python/unittest/test_pass_storage_rewrite.py | 321 ++++++------
 tests/python/unittest/test_pass_storage_sync.py    |  59 +--
 tests/python/unittest/test_pass_unroll.py          |  41 +-
 tests/python/unittest/test_pass_vectorize.py       |  53 +-
 tests/python/unittest/test_pass_verify_gpu_code.py |  75 +--
 tests/python/unittest/test_pass_verify_memory.py   |  61 +--
 tests/python/unittest/test_pass_virtual_thread.py  |  27 +-
 tests/python/unittest/test_runtime_error.py        |   1 +
 tests/python/unittest/test_runtime_extension.py    |  13 +-
 tests/python/unittest/test_runtime_graph.py        |   7 +-
 tests/python/unittest/test_runtime_graph_debug.py  |   7 +-
 .../python/unittest/test_runtime_heterogeneous.py  |  35 +-
 tests/python/unittest/test_runtime_measure.py      |   5 +-
 tests/python/unittest/test_runtime_micro.py        |  25 +-
 .../python/unittest/test_runtime_module_export.py  |  19 +-
 tests/python/unittest/test_runtime_module_load.py  |  32 +-
 tests/python/unittest/test_runtime_ndarray.py      |   7 +-
 tests/python/unittest/test_runtime_packed_func.py  | 103 ++--
 tests/python/unittest/test_runtime_rpc.py          |  21 +-
 tests/python/unittest/test_runtime_vm_profiler.py  |   1 +
 .../unittest/test_schedule_bound_inference.py      | 315 ++++++------
 tests/python/unittest/test_schedule_graph.py       | 119 ++---
 tests/python/unittest/test_schedule_lstm.py        |  51 +-
 .../python/unittest/test_schedule_schedule_ops.py  | 433 ++++++++--------
 tests/python/unittest/test_schedule_tensor_core.py | 119 ++---
 tests/python/unittest/test_schedule_tensorize.py   | 225 ++++-----
 tests/python/unittest/test_testing.py              |   1 +
 tests/python/unittest/test_tvm_intrin.py           |   9 +-
 tests/web/prepare_test_libs.py                     |   9 +-
 tests/web/websock_rpc_test.py                      |   9 +-
 tests/webgl/test_local_gemm.py                     |  15 +-
 tests/webgl/test_local_multi_stage.py              |  11 +-
 tests/webgl/test_local_save_load.py                |  11 +-
 tests/webgl/test_local_topi_conv2d_nchw.py         |   7 +-
 tests/webgl/test_local_topi_dense.py               |   7 +-
 tests/webgl/test_local_topi_pooling.py             |   5 +-
 tests/webgl/test_local_topi_softmax.py             |   9 +-
 tests/webgl/test_remote_save_load.py               |  11 +-
 tests/webgl/test_static_webgl_library.py           |   9 +-
 topi/python/topi/argwhere.py                       |  24 +-
 topi/python/topi/arm_cpu/bitserial_conv2d.py       | 170 ++++---
 topi/python/topi/arm_cpu/bitserial_dense.py        |  39 +-
 topi/python/topi/arm_cpu/conv2d.py                 |  97 ++--
 topi/python/topi/arm_cpu/conv2d_alter_op.py        |  19 +-
 topi/python/topi/arm_cpu/conv2d_int8.py            |  15 +-
 topi/python/topi/arm_cpu/conv2d_spatial_pack.py    | 120 ++---
 topi/python/topi/arm_cpu/conv2d_transpose.py       |  51 +-
 topi/python/topi/arm_cpu/depthwise_conv2d.py       |  87 ++--
 topi/python/topi/arm_cpu/injective.py              |  13 +-
 topi/python/topi/arm_cpu/tensor_intrin.py          |  47 +-
 topi/python/topi/bifrost/conv2d.py                 | 105 ++--
 topi/python/topi/bifrost/dense.py                  |  21 +-
 topi/python/topi/bifrost/depthwise_conv2d.py       |  19 +-
 topi/python/topi/bifrost/gemm.py                   |  89 ++--
 topi/python/topi/bifrost/transforms.py             |  25 +-
 topi/python/topi/broadcast.py                      | 150 +++---
 topi/python/topi/cuda/batch_matmul.py              |  23 +-
 topi/python/topi/cuda/conv1d.py                    |  53 +-
 topi/python/topi/cuda/conv1d_transpose_ncw.py      |  55 +-
 topi/python/topi/cuda/conv2d.py                    |  10 +-
 topi/python/topi/cuda/conv2d_alter_op.py           |  23 +-
 topi/python/topi/cuda/conv2d_direct.py             |  27 +-
 topi/python/topi/cuda/conv2d_hwcn.py               |  31 +-
 topi/python/topi/cuda/conv2d_int8.py               |  89 ++--
 topi/python/topi/cuda/conv2d_transpose_nchw.py     |  81 +--
 topi/python/topi/cuda/conv2d_winograd.py           | 107 ++--
 topi/python/topi/cuda/conv3d.py                    |  28 +-
 topi/python/topi/cuda/conv3d_direct.py             |  29 +-
 topi/python/topi/cuda/deformable_conv2d.py         |  31 +-
 topi/python/topi/cuda/dense.py                     |  79 ++-
 topi/python/topi/cuda/depthwise_conv2d.py          |  63 +--
 topi/python/topi/cuda/group_conv2d_nchw.py         | 127 ++---
 topi/python/topi/cuda/injective.py                 |  15 +-
 topi/python/topi/cuda/nms.py                       | 245 ++++-----
 topi/python/topi/cuda/pooling.py                   |  37 +-
 topi/python/topi/cuda/rcnn/proposal.py             | 139 ++---
 topi/python/topi/cuda/reduction.py                 |  17 +-
 topi/python/topi/cuda/softmax.py                   |  10 +-
 topi/python/topi/cuda/sort.py                      | 156 +++---
 topi/python/topi/cuda/ssd/multibox.py              | 136 +++--
 topi/python/topi/cuda/tensor_intrin.py             |  25 +-
 topi/python/topi/cuda/vision.py                    |   5 +-
 topi/python/topi/generic/__init__.py               |   2 +-
 topi/python/topi/generic/conv2d.py                 |  11 +-
 topi/python/topi/generic/extern.py                 |   2 -
 topi/python/topi/generic/injective.py              |   7 +-
 topi/python/topi/generic/nn.py                     |  12 +-
 topi/python/topi/generic/vision.py                 |   7 +-
 topi/python/topi/generic_op_impl.py                |  20 +-
 topi/python/topi/hls/injective.py                  |   9 +-
 topi/python/topi/hls/nn.py                         |  59 +--
 topi/python/topi/image/resize.py                   | 165 +++---
 topi/python/topi/intel_graphics/conv2d.py          | 113 ++---
 topi/python/topi/intel_graphics/conv2d_alter_op.py |   9 +-
 .../python/topi/intel_graphics/depthwise_conv2d.py |  61 +--
 topi/python/topi/mali/conv2d.py                    | 138 ++---
 topi/python/topi/mali/dense.py                     |  21 +-
 topi/python/topi/mali/depthwise_conv2d.py          |  31 +-
 topi/python/topi/math.py                           | 196 ++++----
 topi/python/topi/nn/batch_matmul.py                |  17 +-
 topi/python/topi/nn/bitserial_conv2d.py            |  70 +--
 topi/python/topi/nn/bitserial_dense.py             |  25 +-
 topi/python/topi/nn/bitserial_util.py              |   8 +-
 topi/python/topi/nn/bnn.py                         |  31 +-
 topi/python/topi/nn/conv1d.py                      |  31 +-
 topi/python/topi/nn/conv1d_transpose.py            |  23 +-
 topi/python/topi/nn/conv2d.py                      | 241 ++++-----
 topi/python/topi/nn/conv2d_transpose.py            |  24 +-
 topi/python/topi/nn/conv3d.py                      |  39 +-
 topi/python/topi/nn/deformable_conv2d.py           |  43 +-
 topi/python/topi/nn/dense.py                       |  27 +-
 topi/python/topi/nn/depth_to_space.py              |  19 +-
 topi/python/topi/nn/depthwise_conv2d.py            |  95 ++--
 topi/python/topi/nn/dilate.py                      |  21 +-
 topi/python/topi/nn/elemwise.py                    |  33 +-
 topi/python/topi/nn/fifo_buffer.py                 | 129 ++---
 topi/python/topi/nn/flatten.py                     |  13 +-
 topi/python/topi/nn/local_response_norm.py         |   4 +-
 topi/python/topi/nn/mapping.py                     |  25 +-
 topi/python/topi/nn/pad.py                         |  33 +-
 topi/python/topi/nn/pooling.py                     |  26 +-
 topi/python/topi/nn/softmax.py                     |  51 +-
 topi/python/topi/nn/space_to_depth.py              |  19 +-
 topi/python/topi/nn/sparse.py                      |  47 +-
 topi/python/topi/nn/upsampling.py                  |  31 +-
 topi/python/topi/nn/util.py                        |   4 +-
 topi/python/topi/nn/winograd_util.py               |   2 +-
 topi/python/topi/opengl/conv2d_nchw.py             |   9 +-
 topi/python/topi/opengl/dense.py                   |   9 +-
 topi/python/topi/opengl/injective.py               |   8 +-
 topi/python/topi/opengl/pooling.py                 |  16 +-
 topi/python/topi/opengl/softmax.py                 |   6 +-
 topi/python/topi/reduction.py                      |  32 +-
 topi/python/topi/rocm/conv2d.py                    |   8 +-
 topi/python/topi/rocm/dense.py                     |  35 +-
 topi/python/topi/sort.py                           |  89 ++--
 topi/python/topi/sparse/csrmm.py                   |  35 +-
 topi/python/topi/sparse/csrmv.py                   |  35 +-
 topi/python/topi/sparse/dense.py                   |  79 +--
 topi/python/topi/tensor.py                         |  10 +-
 .../python/topi/testing/conv2d_transpose_python.py |   4 +-
 topi/python/topi/testing/conv3d_ncdhw_python.py    |   2 +-
 topi/python/topi/testing/conv3d_ndhwc_python.py    |   2 +-
 .../python/topi/testing/depthwise_conv2d_python.py |  16 +-
 topi/python/topi/testing/pool3d_python.py          |   4 +-
 topi/python/topi/testing/pool_grad_python.py       |   2 +-
 topi/python/topi/testing/roi_align_python.py       |   4 +-
 topi/python/topi/transform.py                      | 159 +++---
 topi/python/topi/util.py                           |  85 ++--
 topi/python/topi/vision/nms.py                     |  95 ++--
 topi/python/topi/vision/rcnn/proposal.py           | 115 ++---
 topi/python/topi/vision/rcnn/roi_align.py          |  41 +-
 topi/python/topi/vision/rcnn/roi_pool.py           |  51 +-
 topi/python/topi/vision/reorg.py                   |   4 +-
 topi/python/topi/vision/ssd/multibox.py            |  53 +-
 topi/python/topi/x86/batch_matmul.py               |  23 +-
 topi/python/topi/x86/binarize_pack.py              |   7 +-
 topi/python/topi/x86/binary_dense.py               |   9 +-
 topi/python/topi/x86/bitserial_conv2d.py           |  89 ++--
 topi/python/topi/x86/bitserial_dense.py            |  41 +-
 topi/python/topi/x86/conv1d.py                     |  19 +-
 topi/python/topi/x86/conv2d.py                     |  33 +-
 topi/python/topi/x86/conv2d_alter_op.py            |  33 +-
 topi/python/topi/x86/conv2d_avx_1x1.py             |  35 +-
 topi/python/topi/x86/conv2d_avx_common.py          |   5 +-
 topi/python/topi/x86/conv2d_int8.py                |  25 +-
 topi/python/topi/x86/conv2d_transpose.py           |   4 +-
 topi/python/topi/x86/conv3d.py                     |  79 +--
 topi/python/topi/x86/dense.py                      |  79 +--
 topi/python/topi/x86/depthwise_conv2d.py           |  33 +-
 topi/python/topi/x86/injective.py                  |  15 +-
 topi/python/topi/x86/nn.py                         |   7 +-
 topi/python/topi/x86/pooling.py                    |  16 +-
 topi/python/topi/x86/reduction.py                  |  10 +-
 topi/python/topi/x86/roi_align.py                  |  56 +--
 topi/python/topi/x86/sparse.py                     |   4 +-
 topi/python/topi/x86/tensor_intrin.py              | 187 +++----
 topi/python/topi/x86/util.py                       |   2 +-
 topi/recipe/broadcast/test_broadcast_map.py        |   7 +-
 topi/recipe/conv/depthwise_conv2d_test.py          |  21 +-
 topi/recipe/conv/test_conv2d_hwcn_map.py           |   7 +-
 topi/recipe/conv/test_conv_int8_arm.py             |   7 +-
 topi/recipe/conv/test_conv_int8_intel.py           |   7 +-
 topi/recipe/gemm/android_gemm_square.py            |  27 +-
 topi/recipe/gemm/cuda_gemm_square.py               |  31 +-
 topi/recipe/gemm/gemm_int8.py                      |  23 +-
 topi/recipe/reduce/test_reduce_map.py              |   5 +-
 topi/recipe/rnn/lstm.py                            |  53 +-
 topi/recipe/rnn/matexp.py                          |  31 +-
 topi/tests/python/common.py                        |   1 +
 topi/tests/python/test_fifo_buffer.py              |  17 +-
 topi/tests/python/test_topi_basic.py               |   9 +-
 topi/tests/python/test_topi_batch_matmul.py        |   5 +-
 topi/tests/python/test_topi_bitserial_conv2d.py    |   9 +-
 .../python/test_topi_bitserial_conv2d_rasp.py      |   5 +-
 topi/tests/python/test_topi_bitserial_dense.py     |   5 +-
 topi/tests/python/test_topi_bnn.py                 |   9 +-
 topi/tests/python/test_topi_broadcast.py           |  35 +-
 topi/tests/python/test_topi_clip.py                |   5 +-
 topi/tests/python/test_topi_conv1d.py              |   5 +-
 .../tests/python/test_topi_conv1d_transpose_ncw.py |   5 +-
 topi/tests/python/test_topi_conv2d_NCHWc.py        |   7 +-
 topi/tests/python/test_topi_conv2d_hwcn.py         |   7 +-
 topi/tests/python/test_topi_conv2d_int8.py         |   7 +-
 topi/tests/python/test_topi_conv2d_nchw.py         |   7 +-
 topi/tests/python/test_topi_conv2d_nhwc.py         |   5 +-
 .../python/test_topi_conv2d_nhwc_pack_int8.py      |   5 +-
 .../python/test_topi_conv2d_transpose_nchw.py      |   5 +-
 topi/tests/python/test_topi_conv2d_winograd.py     |   7 +-
 topi/tests/python/test_topi_conv3d_ncdhw.py        |   7 +-
 topi/tests/python/test_topi_conv3d_ndhwc.py        |   5 +-
 topi/tests/python/test_topi_deformable_conv2d.py   |   9 +-
 topi/tests/python/test_topi_dense.py               |  13 +-
 topi/tests/python/test_topi_depth_to_space.py      |   3 +-
 topi/tests/python/test_topi_depthwise_conv2d.py    |  21 +-
 .../test_topi_depthwise_conv2d_back_input.py       |   5 +-
 .../test_topi_depthwise_conv2d_back_weight.py      |   5 +-
 topi/tests/python/test_topi_dilate.py              |   5 +-
 topi/tests/python/test_topi_group_conv2d.py        |  13 +-
 .../python/test_topi_group_conv2d_NCHWc_int8.py    |   5 +-
 topi/tests/python/test_topi_image.py               |  15 +-
 topi/tests/python/test_topi_lrn.py                 |   3 +-
 topi/tests/python/test_topi_math.py                |  25 +-
 topi/tests/python/test_topi_matmul.py              |   5 +-
 topi/tests/python/test_topi_pooling.py             |  15 +-
 topi/tests/python/test_topi_reduce.py              |   3 +-
 topi/tests/python/test_topi_relu.py                |  13 +-
 topi/tests/python/test_topi_reorg.py               |   3 +-
 topi/tests/python/test_topi_softmax.py             |  11 +-
 topi/tests/python/test_topi_sort.py                |   5 +-
 topi/tests/python/test_topi_space_to_depth.py      |   3 +-
 topi/tests/python/test_topi_sparse.py              |  71 +--
 topi/tests/python/test_topi_tensor.py              |  17 +-
 topi/tests/python/test_topi_transform.py           |  85 ++--
 topi/tests/python/test_topi_upsampling.py          |  11 +-
 topi/tests/python/test_topi_vision.py              |  31 +-
 tutorials/autotvm/tune_conv2d_cuda.py              |  31 +-
 tutorials/autotvm/tune_relay_arm.py                |   1 +
 tutorials/autotvm/tune_relay_cuda.py               |   1 +
 tutorials/autotvm/tune_relay_mobile_gpu.py         |   1 +
 tutorials/autotvm/tune_relay_x86.py                |   1 +
 tutorials/autotvm/tune_simple_template.py          |  31 +-
 tutorials/cross_compilation_and_rpc.py             |  15 +-
 tutorials/dev/low_level_custom_pass.py             |  29 +-
 tutorials/dev/relay_pass_infra.py                  |   1 +
 tutorials/frontend/build_gcn.py                    |   1 +
 tutorials/frontend/deploy_model_on_android.py      |   1 +
 tutorials/frontend/deploy_model_on_rasp.py         |   1 +
 tutorials/frontend/deploy_quantized.py             |   1 +
 tutorials/frontend/deploy_ssd_gluoncv.py           |   3 +-
 tutorials/frontend/from_caffe2.py                  |   1 +
 tutorials/frontend/from_coreml.py                  |   1 +
 tutorials/frontend/from_darknet.py                 |   1 +
 tutorials/frontend/from_keras.py                   |   1 +
 tutorials/frontend/from_mxnet.py                   |   1 +
 tutorials/frontend/from_onnx.py                    |   1 +
 tutorials/frontend/from_tensorflow.py              |   1 +
 tutorials/frontend/from_tflite.py                  |   1 +
 tutorials/frontend/using_external_lib.py           |   1 +
 tutorials/language/extern_op.py                    |  29 +-
 tutorials/language/intrin_math.py                  |  61 +--
 tutorials/language/reduction.py                    |  67 +--
 tutorials/language/scan.py                         |  63 +--
 tutorials/language/schedule_primitives.py          |  85 ++--
 tutorials/language/tedd.py                         |  13 +-
 tutorials/language/tensorize.py                    |  71 +--
 tutorials/language/tuple_inputs.py                 |  49 +-
 tutorials/optimize/opt_conv_cuda.py                |  39 +-
 tutorials/optimize/opt_conv_tensorcore.py          |  95 ++--
 tutorials/optimize/opt_gemm.py                     |  31 +-
 tutorials/optimize/opt_matmul_auto_tensorcore.py   |  43 +-
 tutorials/relay_quick_start.py                     |   1 +
 tutorials/tensor_expr_get_started.py               |  17 +-
 tutorials/topi/intro_topi.py                       |  27 +-
 vta/apps/gemm/python/tsim.py                       |   1 +
 vta/apps/gemm/tests/python/chisel_accel.py         |  23 +-
 vta/apps/tsim_example/python/tsim.py               |   1 +
 vta/apps/tsim_example/tests/python/chisel_accel.py |   1 +
 .../tsim_example/tests/python/verilog_accel.py     |   1 +
 vta/python/vta/build_module.py                     |  14 +-
 vta/python/vta/environment.py                      |  11 +-
 vta/python/vta/intrin.py                           |  47 +-
 vta/python/vta/ir_pass.py                          | 171 +++----
 vta/python/vta/pkg_config.py                       |  24 +-
 vta/python/vta/top/bitpack.py                      |   7 +-
 vta/python/vta/top/op.py                           |  15 +-
 vta/python/vta/top/vta_conv2d.py                   |  23 +-
 vta/python/vta/top/vta_conv2d_transpose.py         |  23 +-
 vta/python/vta/top/vta_dense.py                    |  15 +-
 vta/python/vta/top/vta_group_conv2d.py             |  23 +-
 vta/scripts/tune_conv2d.py                         |  19 +-
 vta/scripts/tune_conv2d_transpose.py               |  17 +-
 vta/scripts/tune_dense.py                          |  17 +-
 vta/scripts/tune_group_conv2d.py                   |  19 +-
 vta/scripts/tune_resnet.py                         |  15 +-
 .../python/integration/test_benchmark_gemm.py      |  31 +-
 .../integration/test_benchmark_topi_conv2d.py      |  17 +-
 .../test_benchmark_topi_conv2d_transpose.py        |  15 +-
 .../integration/test_benchmark_topi_dense.py       |  15 +-
 .../test_benchmark_topi_group_conv2d.py            |  17 +-
 vta/tests/python/pynq/test_program_rpc.py          |   1 +
 vta/tests/python/unittest/test_vta_insn.py         | 101 ++--
 vta/tutorials/autotvm/tune_relay_vta.py            |  13 +-
 vta/tutorials/frontend/deploy_classification.py    |   1 +
 vta/tutorials/matrix_multiply.py                   |  25 +-
 vta/tutorials/optimize/convolution_opt.py          |  35 +-
 vta/tutorials/optimize/matrix_multiply_opt.py      |  31 +-
 vta/tutorials/vta_get_started.py                   |  15 +-
 595 files changed, 9038 insertions(+), 8687 deletions(-)
 delete mode 100644 python/tvm/api.py
 delete mode 100644 python/tvm/intrin.py
 delete mode 100644 python/tvm/make.py

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