// RUN: npcomp-opt -split-input-file -allow-unregistered-dialect %s -torch-maximize-value-semantics | FileCheck %s // CHECK-LABEL: func @torch.copy.tensor$basic( // CHECK-SAME: %[[ARG0:.*]]: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) { // CHECK: return %[[ARG0]], %[[ARG0]] : !torch.vtensor, !torch.vtensor func @torch.copy.tensor$basic(%arg0: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) { %0 = torch.copy.to_tensor %arg0 : !torch.tensor %1 = torch.copy.to_vtensor %0 : !torch.vtensor %2 = torch.copy.to_vtensor %0 : !torch.vtensor return %1, %2 : !torch.vtensor, !torch.vtensor } // CHECK-LABEL: func @one_mutation_in_a_block( // CHECK-SAME: %[[ARG0:.*]]: !torch.vtensor, // CHECK-SAME: %[[ARG1:.*]]: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) { // CHECK: return %[[ARG0]], %[[ARG1]] : !torch.vtensor, !torch.vtensor func @one_mutation_in_a_block(%arg0: !torch.vtensor, %arg1: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) { %0 = torch.copy.to_tensor %arg0 : !torch.tensor %equal_to_arg0 = torch.copy.to_vtensor %0 : !torch.vtensor torch.overwrite.tensor %arg1 overwrites %0 : !torch.vtensor, !torch.tensor %equal_to_arg1 = torch.copy.to_vtensor %0 : !torch.vtensor return %equal_to_arg0, %equal_to_arg1 : !torch.vtensor, !torch.vtensor } // CHECK-LABEL: func @multiple_mutations_in_a_block( // CHECK-SAME: %[[ARG0:.*]]: !torch.vtensor, %[[ARG1:.*]]: !torch.vtensor, // CHECK-SAME: %[[ARG2:.*]]: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor, !torch.vtensor, !torch.vtensor) { // CHECK: return %[[ARG0]], %[[ARG1]], %[[ARG1]], %[[ARG2]] : !torch.vtensor, !torch.vtensor, !torch.vtensor, !torch.vtensor func @multiple_mutations_in_a_block(%arg0: !torch.vtensor, %arg1: !torch.vtensor, %arg2: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor, !torch.vtensor, !torch.vtensor) { // The mutable tensor we are overwriting. %tensor = torch.copy.to_tensor %arg0 : !torch.tensor // The original value. %equal_to_arg0 = torch.copy.to_vtensor %tensor : !torch.vtensor // Overwrite with %arg1 torch.overwrite.tensor %arg1 overwrites %tensor : !torch.vtensor, !torch.tensor %equal_to_arg1 = torch.copy.to_vtensor %tensor : !torch.vtensor %equal_to_arg1_again = torch.copy.to_vtensor %tensor : !torch.vtensor // Overwrite with %arg2 torch.overwrite.tensor %arg2 overwrites %tensor : !torch.vtensor, !torch.tensor %equal_to_arg2 = torch.copy.to_vtensor %tensor : !torch.vtensor return %equal_to_arg0, %equal_to_arg1, %equal_to_arg1_again, %equal_to_arg2 : !torch.vtensor, !torch.vtensor, !torch.vtensor, !torch.vtensor } // CHECK-LABEL: func @unmodeled_mutation( // CHECK: torch.overwrite.tensor func @unmodeled_mutation(%arg0: !torch.vtensor, %arg1: !torch.vtensor) -> !torch.vtensor { %0 = torch.copy.to_tensor %arg0 : !torch.tensor torch.overwrite.tensor %arg1 overwrites %0 : !torch.vtensor, !torch.tensor "some.op"(%0) : (!torch.tensor) -> () %result = torch.copy.to_vtensor %0 : !torch.vtensor return %result : !torch.vtensor } // We don't yet handle nontrivial cases involving control flow. // CHECK-LABEL: func @unimplemented_control_flow( // CHECK: torch.copy.to_vtensor func @unimplemented_control_flow(%arg0: !torch.vtensor, %arg1: !torch.vtensor, %cond: !torch.bool) -> (!torch.vtensor, !torch.vtensor) { %tensor = torch.copy.to_tensor %arg0 : !torch.tensor %equal_to_arg0 = torch.copy.to_vtensor %tensor : !torch.vtensor torch.prim.If %cond -> () { torch.overwrite.tensor %arg1 overwrites %tensor : !torch.vtensor, !torch.tensor torch.prim.If.yield } else { torch.prim.If.yield } %equal_to_arg1 = torch.copy.to_vtensor %tensor : !torch.vtensor return %equal_to_arg0, %equal_to_arg1 : !torch.vtensor, !torch.vtensor }