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torch-mlir/test/Conversion/TorchToStd/basic.mlir

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// RUN: torch-mlir-opt <%s -convert-torch-to-std | FileCheck %s
// CHECK-LABEL: func.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.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.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.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.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.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.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.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.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.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.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.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.func @torch.constant.bool() -> !torch.bool {
// CHECK: %[[CST:.*]] = arith.constant true
// CHECK: %[[BOOL:.*]] = torch_c.from_i1 %[[CST]]
// CHECK: return %[[BOOL]] : !torch.bool
func.func @torch.constant.bool() -> !torch.bool {
%true = torch.constant.bool true
return %true : !torch.bool
}
// CHECK-LABEL: func.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.func @torch.constant.float() -> !torch.float {
%float = torch.constant.float 1.000000e+00
return %float : !torch.float
}
// CHECK-LABEL: func.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.func @torch.constant.int() -> !torch.int {
%int1 = torch.constant.int 1
return %int1 : !torch.int
}
// CHECK-LABEL: func.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.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.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.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.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.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.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.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
}
// CHECK-LABEL: func.func @torch.aten.div.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.divf %[[LHS_F64:.*]], [[RHS_F64:.*]] : f64
// CHECK: %[[OUT:.*]] = torch_c.from_f64 %[[SUB:.*]]
// CHECK: return %[[OUT:.*]] : !torch.float
func.func @torch.aten.div.float(%arg0: !torch.float, %arg1: !torch.float) -> !torch.float {
%0 = torch.aten.div.float %arg0, %arg1 : !torch.float, !torch.float -> !torch.float
return %0 : !torch.float
}
// CHECK-LABEL: func.func @torch.aten.ge.float(
// CHECK-SAME: %[[LHS:.*]]: !torch.float,
// CHECK-SAME: %[[RHS:.*]]: !torch.float) -> !torch.bool {
// CHECK: %[[LHS_F64:.*]] = torch_c.to_f64 %[[LHS]]
// CHECK: %[[RHS_F64:.*]] = torch_c.to_f64 %[[RHS]]
// CHECK: %[[CMP:.*]] = arith.cmpf uge, %[[LHS_F64]], %[[RHS_F64]] : f64
// CHECK: %[[CMP_TORCH_BOOL:.*]] = torch_c.from_i1 %[[CMP]]
// CHECK: return %[[CMP_TORCH_BOOL]] : !torch.bool
func.func @torch.aten.ge.float(%arg0: !torch.float, %arg1: !torch.float) -> !torch.bool {
%0 = torch.aten.ge.float %arg0, %arg1 : !torch.float, !torch.float -> !torch.bool
return %0 : !torch.bool
}
// CHECK-LABEL: func.func @torch.aten.ge.float_int(
// CHECK-SAME: %[[LHS:.*]]: !torch.float,
// CHECK-SAME: %[[RHS:.*]]: !torch.int) -> !torch.bool {
// CHECK: %[[LHS_F64:.*]] = torch_c.to_f64 %[[LHS]]
// CHECK: %[[RHS_I64:.*]] = torch_c.to_i64 %[[RHS]]
// CHECK: %[[RHS_F64:.*]] = arith.sitofp %[[RHS_I64]] : i64 to f64
// CHECK: %[[CMP:.*]] = arith.cmpf uge, %[[LHS_F64]], %[[RHS_F64]] : f64
// CHECK: %[[CMP_TORCH_BOOL:.*]] = torch_c.from_i1 %[[CMP]]
// CHECK: return %[[CMP_TORCH_BOOL]] : !torch.bool
func.func @torch.aten.ge.float_int(%arg0: !torch.float, %arg1: !torch.int) -> !torch.bool {
%0 = torch.aten.ge.float_int %arg0, %arg1 : !torch.float, !torch.int -> !torch.bool
return %0 : !torch.bool
}
// CHECK-LABEL: func.func @torch.aten.ne.float_int(
// CHECK-SAME: %[[LHS:.*]]: !torch.float,
// CHECK-SAME: %[[RHS:.*]]: !torch.int) -> !torch.bool {
// CHECK: %[[LHS_F64:.*]] = torch_c.to_f64 %[[LHS]]
// CHECK: %[[RHS_I64:.*]] = torch_c.to_i64 %[[RHS]]
// CHECK: %[[RHS_F64:.*]] = arith.sitofp %[[RHS_I64]] : i64 to f64
// CHECK: %[[CMP:.*]] = arith.cmpf une, %[[LHS_F64]], %[[RHS_F64]] : f64
// CHECK: %[[CMP_TORCH_BOOL:.*]] = torch_c.from_i1 %[[CMP]]
// CHECK: return %[[CMP_TORCH_BOOL]] : !torch.bool
func.func @torch.aten.ne.float_int(%arg0: !torch.float, %arg1: !torch.int) -> !torch.bool {
%0 = torch.aten.ne.float_int %arg0, %arg1 : !torch.float, !torch.int -> !torch.bool
return %0 : !torch.bool
}
// CHECK-LABEL: func.func @torch.aten.ceil.float(
// CHECK-SAME: %[[ARG:.*]]: !torch.float) -> !torch.int {
// CHECK: %[[ARG_F64:.*]] = torch_c.to_f64 %[[ARG]]
// CHECK: %[[CEIL:.*]] = math.ceil %[[ARG_F64]] : f64
// CHECK: %[[CEIL_I64:.*]] = arith.fptosi %[[CEIL]] : f64 to i64
// CHECK: %[[OUT:.*]] = torch_c.from_i64 %[[CEIL_I64]]
// CHECK: return %[[OUT]] : !torch.int
func.func @torch.aten.ceil.float(%arg0: !torch.float) -> !torch.int {
%0 = torch.aten.ceil.float %arg0 : !torch.float -> !torch.int
return %0 : !torch.int
}
// CHECK-LABEL: func.func @torch.aten.gt.float_int(
// CHECK-SAME: %[[LHS:.*]]: !torch.float,
// CHECK-SAME: %[[RHS:.*]]: !torch.int) -> !torch.bool {
// CHECK: %[[LHS_F64:.*]] = torch_c.to_f64 %[[LHS]]
// CHECK: %[[RHS_I64:.*]] = torch_c.to_i64 %[[RHS]]
// CHECK: %[[RHS_F64:.*]] = arith.sitofp %[[RHS_I64]] : i64 to f64
// CHECK: %[[CMP:.*]] = arith.cmpf ugt, %[[LHS_F64]], %[[RHS_F64]] : f64
// CHECK: %[[CMP_TORCH_BOOL:.*]] = torch_c.from_i1 %[[CMP]]
// CHECK: return %[[CMP_TORCH_BOOL]] : !torch.bool
func.func @torch.aten.gt.float_int(%arg0: !torch.float, %arg1: !torch.int) -> !torch.bool {
%0 = torch.aten.gt.float_int %arg0, %arg1 : !torch.float, !torch.int -> !torch.bool
return %0 : !torch.bool
}
// CHECK-LABEL: func.func @torch.aten.sqrt.int(
// CHECK-SAME: %[[ARG:.*]]: !torch.int) -> !torch.float {
// CHECK: %[[ARG_I64:.*]] = torch_c.to_i64 %[[ARG]]
// CHECK: %[[ARG_F64:.*]] = arith.sitofp %[[ARG_I64]] : i64 to f64
// CHECK: %[[SQRT:.*]] = math.sqrt %[[ARG_F64]] : f64
// CHECK: %[[SQRT_TORCH_FLOAT:.*]] = torch_c.from_f64 %[[SQRT]]
// CHECK: return %[[SQRT_TORCH_FLOAT]] : !torch.float
func.func @torch.aten.sqrt.int(%arg0: !torch.int) -> !torch.float {
%0 = torch.aten.sqrt.int %arg0 : !torch.int -> !torch.float
return %0 : !torch.float
}
// CHECK-LABEL: func.func @torch.aten.any.bool() -> !torch.bool {
// CHECK: %[[CST_FALSE:.*]] = arith.constant false
// CHECK: %[[FALSE:.*]] = torch_c.from_i1 %[[CST_FALSE]]
// CHECK: %[[CST_TRUE:.*]] = arith.constant true
// CHECK: %[[TRUE:.*]] = torch_c.from_i1 %[[CST_TRUE]]
// CHECK: %[[INPUT:.*]] = torch.prim.ListConstruct %[[FALSE]], %[[TRUE]], %[[FALSE]] : (!torch.bool, !torch.bool, !torch.bool) -> !torch.list<bool>
// CHECK: %[[CST_RESULT:.*]] = arith.constant true
// CHECK: %[[RESULT:.*]] = torch_c.from_i1 %[[CST_RESULT]]
// CHECK: return %[[RESULT]] : !torch.bool
func.func @torch.aten.any.bool() -> !torch.bool {
%false = torch.constant.bool false
%true = torch.constant.bool true
%input = torch.prim.ListConstruct %false, %true, %false : (!torch.bool, !torch.bool, !torch.bool) -> !torch.list<bool>
%0 = torch.aten.any.bool %input : !torch.list<bool> -> !torch.bool
return %0 : !torch.bool
}
// CHECK-LABEL: func.func @torch.aten.Bool.float(
// CHECK-SAME: %[[ARG:.*]]: !torch.float) -> !torch.bool {
// CHECK: %[[ARG_F64:.*]] = torch_c.to_f64 %[[ARG]]
// CHECK: %[[CST:.*]] = arith.constant 0.000000e+00 : f64
// CHECK: %[[TRUE:.*]] = arith.constant true
// CHECK: %[[FALSE:.*]] = arith.constant false
// CHECK: %[[CMP:.*]] = arith.cmpf une, %[[ARG_F64]], %[[CST]] : f64
// CHECK: %[[SELECT:.*]] = arith.select %[[CMP]], %[[TRUE]], %[[FALSE]] : i1
// CHECK: %[[OUT:.*]] = torch_c.from_i1 %[[SELECT]]
// CHECK: return %[[OUT]] : !torch.bool
func.func @torch.aten.Bool.float(%arg0: !torch.float) -> !torch.bool {
%0 = torch.aten.Bool.float %arg0 : !torch.float -> !torch.bool
return %0 : !torch.bool
}
// CHECK-LABEL: func.func @torch.aten.Bool.int(
// CHECK-SAME: %[[ARG:.*]]: !torch.int) -> !torch.bool {
// CHECK: %[[ARG_I64:.*]] = torch_c.to_i64 %[[ARG]]
// CHECK: %[[CST:.*]] = arith.constant 0 : i64
// CHECK: %[[TRUE:.*]] = arith.constant true
// CHECK: %[[FALSE:.*]] = arith.constant false
// CHECK: %[[CMP:.*]] = arith.cmpi ne, %[[ARG_I64]], %[[CST]] : i64
// CHECK: %[[SELECT:.*]] = arith.select %[[CMP]], %[[TRUE]], %[[FALSE]] : i1
// CHECK: %[[OUT:.*]] = torch_c.from_i1 %[[SELECT]]
// CHECK: return %[[OUT]] : !torch.bool
func.func @torch.aten.Bool.int(%arg0: !torch.int) -> !torch.bool {
%0 = torch.aten.Bool.int %arg0 : !torch.int -> !torch.bool
return %0 : !torch.bool
}
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