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 discard 86fd776209 [ci][docker] Nightly Docker image update
     add bb2cec1941 [Fix,MetaSchedule] Correct log usage in arithmetic 
intensity feature (#12806)
     add 6780c9f87d [MetaSchedule] Tuning API cleanup & ergonomics (#12895)
     add 7804a9886c [Hexagon] disable cache_write schedule type from sw 
pipeline test (#13004)
     add fc333f90e8 [TIR][Arith] Prove conditionals by transitively applying 
knowns (#12863)
     add d9e01475af [UnitTest][TIR] Support IRModule comparisons in 
CompareBeforeAfter (#12920)
     add 20aa0cf2f7 [ci] Re-enable roofline test (#13007)
     add d1305124af [ci][docker] Nightly Docker image update

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Summary of changes:
 Jenkinsfile                                        |  20 +-
 ci/jenkins/Jenkinsfile.j2                          |  20 +-
 include/tvm/arith/analyzer.h                       | 114 ++-
 include/tvm/meta_schedule/measure_callback.h       |   7 +-
 include/tvm/meta_schedule/mutator.h                |  15 +-
 include/tvm/meta_schedule/postproc.h               |   9 +
 include/tvm/meta_schedule/schedule_rule.h          |  18 +-
 include/tvm/meta_schedule/search_strategy.h        |  32 +-
 include/tvm/meta_schedule/space_generator.h        |  53 +-
 include/tvm/meta_schedule/task_scheduler.h         | 282 ++++----
 include/tvm/meta_schedule/tune_context.h           |  87 +--
 include/tvm/support/random_engine.h                |  53 +-
 python/tvm/contrib/torch/as_torch.py               |  69 +-
 python/tvm/contrib/torch/optimize_torch.py         | 179 ++---
 python/tvm/meta_schedule/__init__.py               |  19 +-
 python/tvm/meta_schedule/builder/builder.py        |  44 +-
 python/tvm/meta_schedule/builder/local_builder.py  |   6 +-
 python/tvm/meta_schedule/cost_model/cost_model.py  |  46 +-
 python/tvm/meta_schedule/cost_model/mlp_model.py   |   6 +-
 .../tvm/meta_schedule/cost_model/random_model.py   |   3 +-
 python/tvm/meta_schedule/cost_model/xgb_model.py   |  22 +-
 python/tvm/meta_schedule/database/database.py      |  87 ++-
 python/tvm/meta_schedule/default_config.py         | 454 ------------
 .../feature_extractor/feature_extractor.py         |  26 +-
 .../feature_extractor/random_feature_extractor.py  |   8 +-
 python/tvm/meta_schedule/logging.py                | 259 +++++++
 .../tvm/meta_schedule/measure_callback/__init__.py |   7 +-
 .../measure_callback/echo_statistics.py            |  30 -
 .../measure_callback/measure_callback.py           |  16 +-
 python/tvm/meta_schedule/mutator/mutator.py        |  44 +-
 python/tvm/meta_schedule/postproc/postproc.py      |  36 +-
 python/tvm/meta_schedule/profiler.py               |   4 -
 python/tvm/meta_schedule/relay_integration.py      | 361 ++++++++--
 python/tvm/meta_schedule/runner/local_runner.py    |   4 +-
 python/tvm/meta_schedule/runner/rpc_runner.py      |   4 +-
 python/tvm/meta_schedule/runner/runner.py          |  37 +-
 .../meta_schedule/schedule_rule/schedule_rule.py   |  35 +
 .../search_strategy/evolutionary_search.py         |  10 -
 .../meta_schedule/search_strategy/replay_func.py   |  11 +-
 .../meta_schedule/search_strategy/replay_trace.py  |  12 +-
 .../search_strategy/search_strategy.py             |  86 ++-
 .../space_generator/post_order_apply.py            |  26 +-
 .../meta_schedule/space_generator/schedule_fn.py   |  20 +-
 .../space_generator/space_generator.py             | 130 +++-
 .../space_generator/space_generator_union.py       |  20 +-
 .../meta_schedule/task_scheduler/gradient_based.py |  49 +-
 .../meta_schedule/task_scheduler/round_robin.py    |  77 +-
 .../meta_schedule/task_scheduler/task_scheduler.py | 282 ++++----
 .../meta_schedule/testing/dataset_extract_tasks.py |   4 +-
 .../testing/dataset_sample_candidates.py           |  17 +-
 python/tvm/meta_schedule/testing/relay_workload.py |  52 +-
 python/tvm/meta_schedule/testing/schedule_rule.py  |  36 -
 .../tvm/meta_schedule/testing/space_generation.py  |  49 +-
 python/tvm/meta_schedule/testing/tlcbench.py       |   5 +-
 python/tvm/meta_schedule/testing/torchbench/run.py | 135 ++--
 python/tvm/meta_schedule/testing/tune_onnx.py      |  52 +-
 python/tvm/meta_schedule/testing/tune_relay.py     |  44 +-
 python/tvm/meta_schedule/testing/tune_te.py        |  41 +-
 python/tvm/meta_schedule/tir_integration.py        | 155 ++++
 python/tvm/meta_schedule/tune.py                   | 678 ++----------------
 python/tvm/meta_schedule/tune_context.py           | 201 ++----
 python/tvm/meta_schedule/utils.py                  | 143 +---
 python/tvm/testing/utils.py                        | 105 ++-
 python/tvm/tir/tensor_intrin/cuda.py               |   7 +-
 src/arith/analyzer.cc                              |   3 +
 src/arith/canonical_simplify.cc                    |  10 +-
 src/arith/rewrite_simplify.cc                      |  79 +-
 src/arith/rewrite_simplify.h                       |  28 +-
 src/arith/transitive_comparison_analyzer.cc        | 791 +++++++++++++++++++++
 .../feature_extractor/per_store_feature.cc         |  21 +-
 .../measure_callback/add_to_database.cc            |   6 +-
 .../measure_callback/echo_statistics.cc            | 134 ----
 .../measure_callback/measure_callback.cc           |  10 +
 .../measure_callback/update_cost_model.cc          |  11 +-
 src/meta_schedule/mutator/mutator.cc               |  30 +
 src/meta_schedule/postproc/postproc.cc             |  48 ++
 .../postproc/rewrite_cooperative_fetch.cc          |   2 +-
 .../schedule_rule/cross_thread_reduction.cc        |   4 +-
 .../schedule_rule/multi_level_tiling.cc            |   4 +-
 .../schedule_rule/multi_level_tiling.h             |   2 +-
 .../multi_level_tiling_tensor_core.cc              |  10 +-
 .../multi_level_tiling_with_intrin.cc              |   6 +-
 src/meta_schedule/schedule_rule/schedule_rule.cc   | 154 ++++
 .../search_strategy/evolutionary_search.cc         | 141 ++--
 src/meta_schedule/search_strategy/replay_func.cc   |  98 +--
 src/meta_schedule/search_strategy/replay_trace.cc  |  97 +--
 .../search_strategy/search_strategy.cc             |   5 +-
 .../space_generator/post_order_apply.cc            |  35 +-
 src/meta_schedule/space_generator/schedule_fn.cc   |  11 +-
 .../space_generator/space_generator.cc             |  96 +++
 .../space_generator/space_generator_union.cc       |  16 +-
 src/meta_schedule/task_scheduler/gradient_based.cc | 218 ++----
 src/meta_schedule/task_scheduler/round_robin.cc    |  23 +-
 src/meta_schedule/task_scheduler/task_scheduler.cc | 405 +++++++----
 src/meta_schedule/tune_context.cc                  | 180 +----
 src/meta_schedule/utils.h                          |  57 +-
 src/relay/backend/te_compiler.cc                   |   2 +-
 src/relay/backend/te_compiler_cache.cc             |  14 +-
 src/relay/backend/utils.h                          |   7 +
 src/tir/schedule/concrete_schedule.cc              |   2 +-
 src/tir/transforms/simplify.cc                     |  34 +-
 .../contrib/test_hexagon/test_meta_schedule.py     | 115 +--
 .../test_hexagon/test_software_pipeline_async.py   |   5 +-
 ...le_auto_tensorize.py => test_auto_tensorize.py} | 191 ++---
 .../{test_tuning.py => test_legacy_tuning.py}      |   0
 tests/python/integration/test_tuning.py            | 433 ++---------
 .../unittest/test_meta_schedule_cost_model.py      |  17 +-
 .../test_meta_schedule_custom_rule_winograd_cpu.py |   4 -
 ...test_meta_schedule_custom_rule_winograd_cuda.py |   3 -
 ...schedule_feature_extractor_per_store_feature.py |  46 +-
 .../test_meta_schedule_measure_callback.py         |  18 +-
 ...eta_schedule_mutator_mutate_compute_location.py |  17 +-
 .../test_meta_schedule_mutator_mutate_parallel.py  |  17 +-
 ..._meta_schedule_mutator_mutate_thread_binding.py |  17 +-
 .../test_meta_schedule_mutator_mutate_tile_size.py |  15 +-
 .../test_meta_schedule_mutator_mutate_unroll.py    |  17 +-
 .../test_meta_schedule_post_order_apply.py         |  50 +-
 ...meta_schedule_postproc_disallow_dynamic_loop.py |  21 +-
 ..._schedule_postproc_rewrite_cooperative_fetch.py |  22 +-
 .../test_meta_schedule_postproc_rewrite_layout.py  |  83 ++-
 ...ta_schedule_postproc_rewrite_reduction_block.py |  21 +-
 ...est_meta_schedule_postproc_rewrite_tensorize.py |  26 +-
 ...meta_schedule_postproc_rewrite_unbound_block.py |  26 +-
 .../test_meta_schedule_postproc_verify_gpu_code.py |  23 +-
 ....py => test_meta_schedule_relay_integration.py} | 208 +++++-
 ...test_meta_schedule_schedule_rule_add_rfactor.py |  23 +-
 .../test_meta_schedule_schedule_rule_auto_bind.py  |  33 +-
 ...test_meta_schedule_schedule_rule_auto_inline.py |  43 +-
 ...chedule_schedule_rule_cross_thread_reduction.py |  51 +-
 .../test_meta_schedule_schedule_rule_mlt.py        |  61 +-
 .../test_meta_schedule_schedule_rule_mlt_intrin.py |  19 +-
 .../test_meta_schedule_schedule_rule_mlt_tc.py     |  80 ++-
 ...dule_schedule_rule_parallel_vectorize_unroll.py |  21 +-
 ...hedule_schedule_rule_random_compute_location.py |  13 +-
 .../unittest/test_meta_schedule_search_strategy.py |  45 +-
 .../unittest/test_meta_schedule_space_cpu.py       | 106 +--
 .../unittest/test_meta_schedule_space_cuda.py      | 116 +--
 .../unittest/test_meta_schedule_space_generator.py |   7 +-
 .../unittest/test_meta_schedule_task_scheduler.py  | 155 ++--
 .../unittest/test_meta_schedule_tune_relay.py      | 554 ---------------
 .../python/unittest/test_meta_schedule_tune_te.py  |  52 --
 .../python/unittest/test_meta_schedule_tune_tir.py | 115 ++-
 .../test_meta_schedule_vnni_integration.py         | 249 +++++++
 tests/python/unittest/test_roofline.py             |   1 -
 tests/python/unittest/test_tir_schedule_trace.py   |   1 -
 .../python/unittest/test_tir_transform_simplify.py | 141 +++-
 .../unittest/test_tvm_testing_before_after.py      |  49 +-
 147 files changed, 5848 insertions(+), 5239 deletions(-)
 delete mode 100644 python/tvm/meta_schedule/default_config.py
 create mode 100644 python/tvm/meta_schedule/logging.py
 delete mode 100644 python/tvm/meta_schedule/measure_callback/echo_statistics.py
 delete mode 100644 python/tvm/meta_schedule/testing/schedule_rule.py
 create mode 100644 python/tvm/meta_schedule/tir_integration.py
 create mode 100644 src/arith/transitive_comparison_analyzer.cc
 delete mode 100644 src/meta_schedule/measure_callback/echo_statistics.cc
 rename tests/python/integration/{test_meta_schedule_auto_tensorize.py => 
test_auto_tensorize.py} (73%)
 copy tests/python/integration/{test_tuning.py => test_legacy_tuning.py} (100%)
 rename tests/python/unittest/{test_meta_schedule_integration.py => 
test_meta_schedule_relay_integration.py} (55%)
 delete mode 100644 tests/python/unittest/test_meta_schedule_tune_relay.py
 delete mode 100644 tests/python/unittest/test_meta_schedule_tune_te.py
 create mode 100644 tests/python/unittest/test_meta_schedule_vnni_integration.py

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