mirror of https://github.com/llvm/torch-mlir
156 lines
7.8 KiB
MLIR
156 lines
7.8 KiB
MLIR
// RUN: torch-mlir-opt <%s -convert-torch-to-std | FileCheck %s
|
|
|
|
|
|
// CHECK-LABEL: func @torch.aten.dim(
|
|
// CHECK-SAME: %[[ARG:.*]]: !torch.vtensor<*,f32>) -> !torch.int {
|
|
// CHECK: %[[BUILTIN_TENSOR:.*]] = torch_c.to_builtin_tensor %[[ARG]] : !torch.vtensor<*,f32> -> tensor<*xf32>
|
|
// CHECK: %[[RANK:.*]] = tensor.rank %[[BUILTIN_TENSOR]] : tensor<*xf32>
|
|
// CHECK: %[[RANK_I64:.*]] = arith.index_cast %[[RANK]] : index to i64
|
|
// CHECK: %[[RANK_TORCH_INT:.*]] = torch_c.from_i64 %[[RANK_I64]]
|
|
// CHECK: return %[[RANK_TORCH_INT]] : !torch.int
|
|
func @torch.aten.dim(%arg0: !torch.vtensor<*,f32>) -> !torch.int {
|
|
%0 = torch.aten.dim %arg0 : !torch.vtensor<*,f32> -> !torch.int
|
|
return %0 : !torch.int
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.runtime.assert(
|
|
// CHECK-SAME: %[[X:.*]]: !torch.int,
|
|
// CHECK-SAME: %[[Y:.*]]: !torch.int) {
|
|
// CHECK: %[[X_I64:.*]] = torch_c.to_i64 %[[X]]
|
|
// CHECK: %[[Y_I64:.*]] = torch_c.to_i64 %[[Y]]
|
|
// CHECK: %[[CMP:.*]] = arith.cmpi ne, %[[X_I64]], %[[Y_I64]] : i64
|
|
// CHECK: assert %[[CMP]], "x must not be equal to y"
|
|
// CHECK: return
|
|
func @torch.runtime.assert(%arg0: !torch.int, %arg1: !torch.int) {
|
|
%0 = torch.aten.ne.int %arg0, %arg1 : !torch.int, !torch.int -> !torch.bool
|
|
torch.runtime.assert %0, "x must not be equal to y"
|
|
return
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.aten.ne.int(
|
|
// CHECK-SAME: %[[LHS:.*]]: !torch.int,
|
|
// CHECK-SAME: %[[RHS:.*]]: !torch.int) -> !torch.bool {
|
|
// CHECK: %[[LHS_I64:.*]] = torch_c.to_i64 %[[LHS]]
|
|
// CHECK: %[[RHS_I64:.*]] = torch_c.to_i64 %[[RHS]]
|
|
// CHECK: %[[CMP:.*]] = arith.cmpi ne, %[[LHS_I64]], %[[RHS_I64]] : i64
|
|
// CHECK: %[[CMP_TORCH_BOOL:.*]] = torch_c.from_i1 %[[CMP]]
|
|
// CHECK: return %[[CMP_TORCH_BOOL]] : !torch.bool
|
|
func @torch.aten.ne.int(%arg0: !torch.int, %arg1: !torch.int) -> !torch.bool {
|
|
%0 = torch.aten.ne.int %arg0, %arg1 : !torch.int, !torch.int -> !torch.bool
|
|
return %0 : !torch.bool
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.aten.eq.int(
|
|
// CHECK-SAME: %[[LHS:.*]]: !torch.int,
|
|
// CHECK-SAME: %[[RHS:.*]]: !torch.int) -> !torch.bool {
|
|
// CHECK: %[[LHS_I64:.*]] = torch_c.to_i64 %[[LHS]]
|
|
// CHECK: %[[RHS_I64:.*]] = torch_c.to_i64 %[[RHS]]
|
|
// CHECK: %[[CMP:.*]] = arith.cmpi eq, %[[LHS_I64]], %[[RHS_I64]] : i64
|
|
// CHECK: %[[CMP_TORCH_BOOL:.*]] = torch_c.from_i1 %[[CMP]]
|
|
// CHECK: return %[[CMP_TORCH_BOOL]] : !torch.bool
|
|
func @torch.aten.eq.int(%arg0: !torch.int, %arg1: !torch.int) -> !torch.bool {
|
|
%0 = torch.aten.eq.int %arg0, %arg1 : !torch.int, !torch.int -> !torch.bool
|
|
return %0 : !torch.bool
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.aten.gt.int(
|
|
// CHECK-SAME: %[[LHS:.*]]: !torch.int,
|
|
// CHECK-SAME: %[[RHS:.*]]: !torch.int) -> !torch.bool {
|
|
// CHECK: %[[LHS_I64:.*]] = torch_c.to_i64 %[[LHS]]
|
|
// CHECK: %[[RHS_I64:.*]] = torch_c.to_i64 %[[RHS]]
|
|
// CHECK: %[[CMP:.*]] = arith.cmpi sgt, %[[LHS_I64]], %[[RHS_I64]] : i64
|
|
// CHECK: %[[CMP_TORCH_BOOL:.*]] = torch_c.from_i1 %[[CMP]]
|
|
// CHECK: return %[[CMP_TORCH_BOOL]] : !torch.bool
|
|
func @torch.aten.gt.int(%arg0: !torch.int, %arg1: !torch.int) -> !torch.bool {
|
|
%0 = torch.aten.gt.int %arg0, %arg1 : !torch.int, !torch.int -> !torch.bool
|
|
return %0 : !torch.bool
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.vtensor.literal() -> !torch.vtensor<[],f32> {
|
|
// CHECK: %[[CST:.*]] = arith.constant dense<0.000000e+00> : tensor<f32>
|
|
// CHECK: %[[VTENSOR:.*]] = torch_c.from_builtin_tensor %[[CST]] : tensor<f32> -> !torch.vtensor<[],f32>
|
|
// CHECK: return %[[VTENSOR]] : !torch.vtensor<[],f32>
|
|
func @torch.vtensor.literal() -> !torch.vtensor<[],f32> {
|
|
%0 = torch.vtensor.literal(dense<0.0> : tensor<f32>) : !torch.vtensor<[],f32>
|
|
return %0 : !torch.vtensor<[],f32>
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.constant.bool() -> !torch.bool {
|
|
// CHECK: %[[CST:.*]] = arith.constant true
|
|
// CHECK: %[[BOOL:.*]] = torch_c.from_i1 %[[CST]]
|
|
// CHECK: return %[[BOOL]] : !torch.bool
|
|
func @torch.constant.bool() -> !torch.bool {
|
|
%true = torch.constant.bool true
|
|
return %true : !torch.bool
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.constant.float() -> !torch.float {
|
|
// CHECK: %[[CST:.*]] = arith.constant 1.000000e+00 : f64
|
|
// CHECK: %[[FLOAT:.*]] = torch_c.from_f64 %[[CST]]
|
|
// CHECK: return %[[FLOAT]] : !torch.float
|
|
func @torch.constant.float() -> !torch.float {
|
|
%float = torch.constant.float 1.000000e+00
|
|
return %float : !torch.float
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.constant.int() -> !torch.int {
|
|
// CHECK: %[[CST:.*]] = arith.constant 1 : i64
|
|
// CHECK: %[[INT:.*]] = torch_c.from_i64 %[[CST]]
|
|
// CHECK: return %[[INT]] : !torch.int
|
|
func @torch.constant.int() -> !torch.int {
|
|
%int1 = torch.constant.int 1
|
|
return %int1 : !torch.int
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.aten.add.int(
|
|
// CHECK-SAME: %[[LHS:.*]]: !torch.int,
|
|
// CHECK-SAME: %[[RHS:.*]]: !torch.int) -> !torch.int {
|
|
// CHECK: %[[LHS_I64:.*]] = torch_c.to_i64 %[[LHS]]
|
|
// CHECK: %[[RHS_I64:.*]] = torch_c.to_i64 %[[RHS]]
|
|
// CHECK: %[[ADD:.*]] = arith.addi %[[LHS_I64:.*]], [[RHS_I64:.*]] : i64
|
|
// CHECK: %[[OUT:.*]] = torch_c.from_i64 %[[INT:.*]]
|
|
// CHECK: return %[[OUT:.*]] : !torch.int
|
|
func @torch.aten.add.int(%arg0: !torch.int, %arg1: !torch.int) -> !torch.int {
|
|
%0 = torch.aten.add.int %arg0, %arg1 : !torch.int, !torch.int -> !torch.int
|
|
return %0 : !torch.int
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.aten.sub.int(
|
|
// CHECK-SAME: %[[LHS:.*]]: !torch.int,
|
|
// CHECK-SAME: %[[RHS:.*]]: !torch.int) -> !torch.int {
|
|
// CHECK: %[[LHS_I64:.*]] = torch_c.to_i64 %[[LHS]]
|
|
// CHECK: %[[RHS_I64:.*]] = torch_c.to_i64 %[[RHS]]
|
|
// CHECK: %[[SUB:.*]] = arith.subi %[[LHS_I64:.*]], [[RHS_I64:.*]] : i64
|
|
// CHECK: %[[OUT:.*]] = torch_c.from_i64 %[[INT:.*]]
|
|
// CHECK: return %[[OUT:.*]] : !torch.int
|
|
func @torch.aten.sub.int(%arg0: !torch.int, %arg1: !torch.int) -> !torch.int {
|
|
%0 = torch.aten.sub.int %arg0, %arg1 : !torch.int, !torch.int -> !torch.int
|
|
return %0 : !torch.int
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.aten.sub.float(
|
|
// CHECK-SAME: %[[LHS:.*]]: !torch.float,
|
|
// CHECK-SAME: %[[RHS:.*]]: !torch.float) -> !torch.float {
|
|
// CHECK: %[[LHS_F64:.*]] = torch_c.to_f64 %[[LHS]]
|
|
// CHECK: %[[RHS_F64:.*]] = torch_c.to_f64 %[[RHS]]
|
|
// CHECK: %[[SUB:.*]] = arith.subf %[[LHS_F64:.*]], [[RHS_F64:.*]] : f64
|
|
// CHECK: %[[OUT:.*]] = torch_c.from_f64 %[[SUB:.*]]
|
|
// CHECK: return %[[OUT:.*]] : !torch.float
|
|
func @torch.aten.sub.float(%arg0: !torch.float, %arg1: !torch.float) -> !torch.float {
|
|
%0 = torch.aten.sub.float %arg0, %arg1 : !torch.float, !torch.float -> !torch.float
|
|
return %0 : !torch.float
|
|
}
|
|
|
|
// CHECK-LABEL: func @torch.aten.mul.int(
|
|
// CHECK-SAME: %[[LHS:.*]]: !torch.int,
|
|
// CHECK-SAME: %[[RHS:.*]]: !torch.int) -> !torch.int {
|
|
// CHECK: %[[LHS_I64:.*]] = torch_c.to_i64 %[[LHS]]
|
|
// CHECK: %[[RHS_I64:.*]] = torch_c.to_i64 %[[RHS]]
|
|
// CHECK: %[[MUL:.*]] = arith.muli %[[LHS_I64:.*]], [[RHS_I64:.*]] : i64
|
|
// CHECK: %[[OUT:.*]] = torch_c.from_i64 %[[MUL:.*]]
|
|
// CHECK: return %[[OUT:.*]] : !torch.int
|
|
func @torch.aten.mul.int(%arg0: !torch.int, %arg1: !torch.int) -> !torch.int {
|
|
%0 = torch.aten.mul.int %arg0, %arg1 : !torch.int, !torch.int -> !torch.int
|
|
return %0 : !torch.int
|
|
}
|