mirror of https://github.com/llvm/torch-mlir
151 lines
8.2 KiB
MLIR
151 lines
8.2 KiB
MLIR
// RUN: torch-mlir-opt -split-input-file -allow-unregistered-dialect %s -torch-maximize-value-semantics | FileCheck %s
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// CHECK-LABEL: func @torch.copy.tensor$basic(
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// CHECK-SAME: %[[ARG0:.*]]: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) {
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// CHECK: return %[[ARG0]], %[[ARG0]] : !torch.vtensor, !torch.vtensor
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func @torch.copy.tensor$basic(%arg0: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) {
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%0 = torch.copy.to_tensor %arg0 : !torch.tensor
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%1 = torch.copy.to_vtensor %0 : !torch.vtensor
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%2 = torch.copy.to_vtensor %0 : !torch.vtensor
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return %1, %2 : !torch.vtensor, !torch.vtensor
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}
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// CHECK-LABEL: func @one_mutation_in_a_block(
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// CHECK-SAME: %[[ARG0:.*]]: !torch.vtensor,
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// CHECK-SAME: %[[ARG1:.*]]: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) {
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// CHECK: return %[[ARG0]], %[[ARG1]] : !torch.vtensor, !torch.vtensor
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func @one_mutation_in_a_block(%arg0: !torch.vtensor, %arg1: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) {
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%0 = torch.copy.to_tensor %arg0 : !torch.tensor
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%equal_to_arg0 = torch.copy.to_vtensor %0 : !torch.vtensor
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torch.overwrite.tensor %arg1 overwrites %0 : !torch.vtensor, !torch.tensor
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%equal_to_arg1 = torch.copy.to_vtensor %0 : !torch.vtensor
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return %equal_to_arg0, %equal_to_arg1 : !torch.vtensor, !torch.vtensor
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}
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// CHECK-LABEL: func @multiple_mutations_in_a_block(
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// CHECK-SAME: %[[ARG0:.*]]: !torch.vtensor, %[[ARG1:.*]]: !torch.vtensor,
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// CHECK-SAME: %[[ARG2:.*]]: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor, !torch.vtensor, !torch.vtensor) {
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// CHECK: return %[[ARG0]], %[[ARG1]], %[[ARG1]], %[[ARG2]] : !torch.vtensor, !torch.vtensor, !torch.vtensor, !torch.vtensor
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func @multiple_mutations_in_a_block(%arg0: !torch.vtensor, %arg1: !torch.vtensor, %arg2: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor, !torch.vtensor, !torch.vtensor) {
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// The mutable tensor we are overwriting.
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%tensor = torch.copy.to_tensor %arg0 : !torch.tensor
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// The original value.
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%equal_to_arg0 = torch.copy.to_vtensor %tensor : !torch.vtensor
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// Overwrite with %arg1
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torch.overwrite.tensor %arg1 overwrites %tensor : !torch.vtensor, !torch.tensor
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%equal_to_arg1 = torch.copy.to_vtensor %tensor : !torch.vtensor
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%equal_to_arg1_again = torch.copy.to_vtensor %tensor : !torch.vtensor
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// Overwrite with %arg2
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torch.overwrite.tensor %arg2 overwrites %tensor : !torch.vtensor, !torch.tensor
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%equal_to_arg2 = torch.copy.to_vtensor %tensor : !torch.vtensor
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return %equal_to_arg0, %equal_to_arg1, %equal_to_arg1_again, %equal_to_arg2 : !torch.vtensor, !torch.vtensor, !torch.vtensor, !torch.vtensor
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}
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// CHECK-LABEL: func @unmodeled_mutation(
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// CHECK: torch.overwrite.tensor
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func @unmodeled_mutation(%arg0: !torch.vtensor, %arg1: !torch.vtensor) -> !torch.vtensor {
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%0 = torch.copy.to_tensor %arg0 : !torch.tensor
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torch.overwrite.tensor %arg1 overwrites %0 : !torch.vtensor, !torch.tensor
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"some.op"(%0) : (!torch.tensor) -> ()
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%result = torch.copy.to_vtensor %0 : !torch.vtensor
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return %result : !torch.vtensor
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}
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// We don't yet handle nontrivial cases involving control flow.
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// CHECK-LABEL: func @unimplemented_control_flow(
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// CHECK: torch.copy.to_vtensor
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func @unimplemented_control_flow(%arg0: !torch.vtensor, %arg1: !torch.vtensor, %cond: !torch.bool) -> (!torch.vtensor, !torch.vtensor) {
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%tensor = torch.copy.to_tensor %arg0 : !torch.tensor
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%equal_to_arg0 = torch.copy.to_vtensor %tensor : !torch.vtensor
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torch.prim.If %cond -> () {
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torch.overwrite.tensor %arg1 overwrites %tensor : !torch.vtensor, !torch.tensor
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torch.prim.If.yield
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} else {
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torch.prim.If.yield
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}
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%equal_to_arg1 = torch.copy.to_vtensor %tensor : !torch.vtensor
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return %equal_to_arg0, %equal_to_arg1 : !torch.vtensor, !torch.vtensor
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}
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// CHECK-LABEL: func @viewlike$basic_unsqueeze(
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// CHECK-SAME: %[[ARG:.*]]: !torch.vtensor) -> !torch.vtensor {
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// CHECK: %[[INT0:.*]] = torch.constant.int 0
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// CHECK: %[[UNSQUEEZE:.*]] = torch.aten.unsqueeze %[[ARG]], %[[INT0]] : !torch.vtensor, !torch.int -> !torch.vtensor
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// CHECK: return %[[UNSQUEEZE]] : !torch.vtensor
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func @viewlike$basic_unsqueeze(%arg0: !torch.vtensor) -> !torch.vtensor {
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%int0 = torch.constant.int 0
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%0 = torch.copy.to_tensor %arg0 : !torch.tensor
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%1 = torch.aten.unsqueeze %0, %int0 : !torch.tensor, !torch.int -> !torch.tensor
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%2 = torch.copy.to_vtensor %1 : !torch.vtensor
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return %2 : !torch.vtensor
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}
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// CHECK-LABEL: func @viewlike$basic_flatten(
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// CHECK-SAME: %[[ARG:.*]]: !torch.vtensor) -> !torch.vtensor {
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// CHECK: %[[INT0:.*]] = torch.constant.int 0
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// CHECK: %[[INTM1:.*]] = torch.constant.int -1
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// CHECK: %[[FLATTEN:.*]] = torch.aten.flatten.using_ints %[[ARG]], %[[INT0]], %[[INTM1]] : !torch.vtensor, !torch.int, !torch.int -> !torch.vtensor
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// CHECK: return %[[FLATTEN]] : !torch.vtensor
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func @viewlike$basic_flatten(%arg0: !torch.vtensor) -> !torch.vtensor {
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%start = torch.constant.int 0
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%end = torch.constant.int -1
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%0 = torch.copy.to_tensor %arg0 : !torch.tensor
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%1 = torch.aten.flatten.using_ints %0, %start, %end : !torch.tensor, !torch.int, !torch.int -> !torch.tensor
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%2 = torch.copy.to_vtensor %1 : !torch.vtensor
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return %2 : !torch.vtensor
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}
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// CHECK-LABEL: func @viewlike$transitive(
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// CHECK-SAME: %[[ARG:.*]]: !torch.vtensor) -> !torch.vtensor {
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// CHECK: %[[INT0:.*]] = torch.constant.int 0
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// CHECK: %[[UNSQUEEZE0:.*]] = torch.aten.unsqueeze %[[ARG]], %[[INT0]] : !torch.vtensor, !torch.int -> !torch.vtensor
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// CHECK: %[[UNSQUEEZE1:.*]] = torch.aten.unsqueeze %[[UNSQUEEZE0]], %[[INT0]] : !torch.vtensor, !torch.int -> !torch.vtensor
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// CHECK: return %[[UNSQUEEZE1]] : !torch.vtensor
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func @viewlike$transitive(%arg0: !torch.vtensor) -> !torch.vtensor {
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%int0 = torch.constant.int 0
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%0 = torch.copy.to_tensor %arg0 : !torch.tensor
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%1 = torch.aten.unsqueeze %0, %int0 : !torch.tensor, !torch.int -> !torch.tensor
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%2 = torch.aten.unsqueeze %1, %int0 : !torch.tensor, !torch.int -> !torch.tensor
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%3 = torch.copy.to_vtensor %2 : !torch.vtensor
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return %3 : !torch.vtensor
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}
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// CHECK-LABEL: func @viewlike$transitive_tree(
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// CHECK-SAME: %[[ARG:.*]]: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) {
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// CHECK: %[[INT0:.*]] = torch.constant.int 0
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// CHECK: %[[UNSQUEEZE0:.*]] = torch.aten.unsqueeze %[[ARG]], %[[INT0]] : !torch.vtensor, !torch.int -> !torch.vtensor
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// CHECK: %[[RET0:.*]] = torch.aten.unsqueeze %[[UNSQUEEZE0]], %[[INT0]] : !torch.vtensor, !torch.int -> !torch.vtensor
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// CHECK: %[[RET1:.*]] = torch.aten.unsqueeze %[[UNSQUEEZE0]], %[[INT0]] : !torch.vtensor, !torch.int -> !torch.vtensor
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// CHECK: return %[[RET0]], %[[RET1]] : !torch.vtensor, !torch.vtensor
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func @viewlike$transitive_tree(%arg0: !torch.vtensor) -> (!torch.vtensor, !torch.vtensor) {
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%int0 = torch.constant.int 0
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%0 = torch.copy.to_tensor %arg0 : !torch.tensor
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// %1 has two users.
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%1 = torch.aten.unsqueeze %0, %int0 : !torch.tensor, !torch.int -> !torch.tensor
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%2 = torch.aten.unsqueeze %1, %int0 : !torch.tensor, !torch.int -> !torch.tensor
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%3 = torch.copy.to_vtensor %2 : !torch.vtensor
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%4 = torch.aten.unsqueeze %1, %int0 : !torch.tensor, !torch.int -> !torch.tensor
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%5 = torch.copy.to_vtensor %4 : !torch.vtensor
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return %3, %5 : !torch.vtensor, !torch.vtensor
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}
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// CHECK-LABEL: func @viewlike$unmodeled_op(
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// CHECK-SAME: %[[ARG:.*]]: !torch.vtensor) -> !torch.vtensor {
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// CHECK: %[[UNSQUEEZE:.*]] = torch.aten.unsqueeze {{.*}} : !torch.tensor, !torch.int -> !torch.tensor
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// CHECK: "some.op"(%[[UNSQUEEZE]]) : (!torch.tensor) -> ()
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func @viewlike$unmodeled_op(%arg0: !torch.vtensor) -> !torch.vtensor {
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%int0 = torch.constant.int 0
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%0 = torch.copy.to_tensor %arg0 : !torch.tensor
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%1 = torch.aten.unsqueeze %0, %int0 : !torch.tensor, !torch.int -> !torch.tensor
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"some.op"(%1) : (!torch.tensor) -> ()
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%2 = torch.copy.to_vtensor %1 : !torch.vtensor
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return %2 : !torch.vtensor
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}
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