# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. # ruff: noqa: F841 import numpy import tvm import tvm.testing from tvm.script import tirx as T # This numpy array is used to test the comparison between the global objects and the # `tvm.script.tirx` submodule. np_array = numpy.array([0, 1, 2, 3]) @T.prim_func(s_tir=True) def matmul(a: T.handle, b: T.handle, c: T.handle) -> None: A = T.match_buffer(a, [128, 128]) B = T.match_buffer(b, [128, 128]) C = T.match_buffer(c, [128, 128]) for i, j, k in T.grid(128, 128, 128): with T.sblock("update"): vi, vj, vk = T.axis.remap("SSR", [i, j, k]) with T.init(): C[vi, vj] = T.float32(0) C[vi, vj] = C[vi, vj] + A[vi, vk] * B[vj, vk] def test_multi_element_array_in_outmost_namespace(): func = matmul rt_func = tvm.script.from_source(func.script()) tvm.ir.assert_structural_equal(func, rt_func) def test_different_dtype_assignment_to_var(): @T.prim_func(s_tir=True) def test_case(): a = T.sblock_alloc_buffer((10, 10), dtype="int8") @T.prim_func(s_tir=True) def func_ref(): a = T.sblock_alloc_buffer([10, 10], dtype="int8") T.evaluate(0) tvm.ir.assert_structural_equal( test_case.with_attr("global_symbol", "main"), func_ref.with_attr("global_symbol", "main") ) def test_var_capturing_order(): b = 2 @T.prim_func(s_tir=True) def test_case(): k: T.let[T.int32] = b @T.prim_func(s_tir=True) def func_ref(): k: T.let[T.int32] = 2 T.evaluate(0) tvm.ir.assert_structural_equal( test_case.with_attr("global_symbol", "main"), func_ref.with_attr("global_symbol", "main") ) def test_tir_buffer_region_extent_correct_dtype(): @T.prim_func(s_tir=True) def func(A: T.Buffer((T.int64(16), T.int64(1)), "float32")): for i in T.grid(T.int64(16)): with T.sblock("block"): vi = T.axis.remap("S", [i]) T.reads(A[vi, T.int64(0) : T.int64(1)]) T.evaluate(0) assert func.body.block.body.body.block.reads[0].region[0].extent.ty.dtype == "int64" if __name__ == "__main__": tvm.testing.main()