# RUN: %PYTHON %s | FileCheck %s from mlir.ir import * import mlir.dialects.builtin as builtin import mlir.dialects.func as func import mlir.dialects.vector as vector def run(f): print("\nTEST:", f.__name__) with Context(), Location.unknown(): f() return f # CHECK-LABEL: TEST: testPrintOp @run def testPrintOp(): module = Module.create() with InsertionPoint(module.body): @func.FuncOp.from_py_func(VectorType.get((12, 5), F32Type.get())) def print_vector(arg): return vector.PrintOp(source=arg) # CHECK-LABEL: func @print_vector( # CHECK-SAME: %[[ARG:.*]]: vector<12x5xf32>) { # CHECK: vector.print %[[ARG]] : vector<12x5xf32> # CHECK: return # CHECK: } print(module) # CHECK-LABEL: TEST: testTransferReadOp @run def testTransferReadOp(): module = Module.create() with InsertionPoint(module.body): vector_type = VectorType.get([2, 3], F32Type.get()) memref_type = MemRefType.get( [ShapedType.get_dynamic_size(), ShapedType.get_dynamic_size()], F32Type.get(), ) index_type = IndexType.get() mask_type = VectorType.get(vector_type.shape, IntegerType.get_signless(1)) identity_map = AffineMap.get_identity(vector_type.rank) identity_map_attr = AffineMapAttr.get(identity_map) f = func.FuncOp( "transfer_read", ([memref_type, index_type, F32Type.get(), mask_type], []) ) with InsertionPoint(f.add_entry_block()): A, zero, padding, mask = f.arguments vector.TransferReadOp( vector_type, A, [zero, zero], identity_map_attr, padding, mask=mask ) vector.TransferReadOp( vector_type, A, [zero, zero], identity_map_attr, padding ) func.ReturnOp([]) # CHECK: @transfer_read(%[[MEM:.*]]: memref, %[[IDX:.*]]: index, # CHECK: %[[PAD:.*]]: f32, %[[MASK:.*]]: vector<2x3xi1>) # CHECK: vector.transfer_read %[[MEM]][%[[IDX]], %[[IDX]]], %[[PAD]], %[[MASK]] # CHECK: vector.transfer_read %[[MEM]][%[[IDX]], %[[IDX]]], %[[PAD]] # CHECK-NOT: %[[MASK]] print(module) # CHECK-LABEL: TEST: testBitEnumCombiningKind @run def testBitEnumCombiningKind(): module = Module.create() with InsertionPoint(module.body): f32 = F32Type.get() vector_type = VectorType.get([16], f32) @func.FuncOp.from_py_func(vector_type) def reduction(arg): v = vector.ReductionOp(f32, vector.CombiningKind.ADD, arg) return v # CHECK: func.func @reduction(%[[VEC:.*]]: vector<16xf32>) -> f32 { # CHECK: %0 = vector.reduction , %[[VEC]] : vector<16xf32> into f32 print(module)