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core: WIP - int64, uint32 and uint64 works now

This commit is contained in:
David Mak 2024-04-25 16:21:40 +08:00
parent 1fcbd5b7ae
commit edea07fb76
4 changed files with 308 additions and 191 deletions
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96
nac3core/src/codegen/builtin_fns.rs
View File

@ -100,15 +100,17 @@ pub fn call_int32<'ctx, G: CodeGenerator + ?Sized>(
}
/// Invokes the `int64` builtin function.
pub fn call_int64<'ctx>(
pub fn call_int64<'ctx, G: CodeGenerator + ?Sized>(
generator: &mut G,
ctx: &mut CodeGenContext<'ctx, '_>,
n: (Type, BasicValueEnum<'ctx>),
) -> IntValue<'ctx> {
) -> Result<BasicValueEnum<'ctx>, String> {
let llvm_i64 = ctx.ctx.i64_type();
let llvm_usize = generator.get_size_type(ctx.ctx);
let (n_ty, n) = n;
match n.get_type() {
Ok(match n.get_type() {
BasicTypeEnum::IntType(int_ty) if matches!(int_ty.get_bit_width(), 1 | 8 | 32) => {
debug_assert!([
ctx.primitives.bool,
@ -119,10 +121,12 @@ pub fn call_int64<'ctx>(
if ctx.unifier.unioned(n_ty, ctx.primitives.int32) {
ctx.builder
.build_int_s_extend(n.into_int_value(), llvm_i64, "sext")
.map(Into::into)
.unwrap()
} else {
ctx.builder
.build_int_z_extend(n.into_int_value(), llvm_i64, "zext")
.map(Into::into)
.unwrap()
}
}
@ -133,7 +137,7 @@ pub fn call_int64<'ctx>(
ctx.primitives.uint64,
].iter().any(|ty| ctx.unifier.unioned(n_ty, *ty)));
n.into_int_value()
n
}
BasicTypeEnum::FloatType(_) => {
@ -141,28 +145,49 @@ pub fn call_int64<'ctx>(
ctx.builder
.build_float_to_signed_int(n.into_float_value(), ctx.ctx.i64_type(), "fptosi")
.map(Into::into)
.unwrap()
}
BasicTypeEnum::PointerType(_) if n_ty.obj_id(&ctx.unifier).is_some_and(|id| id == PRIMITIVE_DEF_IDS.ndarray) => {
let (elem_ty, _) = unpack_ndarray_var_tys(&mut ctx.unifier, n_ty);
let ndarray = ndarray_elementwise_unaryop_impl(
generator,
ctx,
ctx.primitives.int64,
None,
NDArrayValue::from_ptr_val(n.into_pointer_value(), llvm_usize, None),
|generator, ctx, val| {
call_int64(generator, ctx, (elem_ty, val))
},
)?;
ndarray.as_ptr_value().into()
}
_ => unsupported_type(ctx, "int64", &[n_ty])
}
})
}
/// Invokes the `uint32` builtin function.
pub fn call_uint32<'ctx>(
pub fn call_uint32<'ctx, G: CodeGenerator + ?Sized>(
generator: &mut G,
ctx: &mut CodeGenContext<'ctx, '_>,
n: (Type, BasicValueEnum<'ctx>),
) -> IntValue<'ctx> {
) -> Result<BasicValueEnum<'ctx>, String> {
let llvm_i32 = ctx.ctx.i32_type();
let llvm_usize = generator.get_size_type(ctx.ctx);
let (n_ty, n) = n;
match n.get_type() {
Ok(match n.get_type() {
BasicTypeEnum::IntType(int_ty) if matches!(int_ty.get_bit_width(), 1 | 8) => {
debug_assert!(ctx.unifier.unioned(n_ty, ctx.primitives.bool));
ctx.builder
.build_int_z_extend(n.into_int_value(), llvm_i32, "zext")
.map(Into::into)
.unwrap()
}
@ -172,7 +197,7 @@ pub fn call_uint32<'ctx>(
ctx.primitives.uint32,
].iter().any(|ty| ctx.unifier.unioned(n_ty, *ty)));
n.into_int_value()
n
}
BasicTypeEnum::IntType(int_ty) if int_ty.get_bit_width() == 64 => {
@ -183,6 +208,7 @@ pub fn call_uint32<'ctx>(
ctx.builder
.build_int_truncate(n.into_int_value(), llvm_i32, "trunc")
.map(Into::into)
.unwrap()
}
@ -208,24 +234,42 @@ pub fn call_uint32<'ctx>(
to_int32,
"conv",
)
.map(BasicValueEnum::into_int_value)
.unwrap()
}
BasicTypeEnum::PointerType(_) if n_ty.obj_id(&ctx.unifier).is_some_and(|id| id == PRIMITIVE_DEF_IDS.ndarray) => {
let (elem_ty, _) = unpack_ndarray_var_tys(&mut ctx.unifier, n_ty);
let ndarray = ndarray_elementwise_unaryop_impl(
generator,
ctx,
ctx.primitives.uint32,
None,
NDArrayValue::from_ptr_val(n.into_pointer_value(), llvm_usize, None),
|generator, ctx, val| {
call_uint32(generator, ctx, (elem_ty, val))
},
)?;
ndarray.as_ptr_value().into()
}
_ => unsupported_type(ctx, "uint32", &[n_ty])
}
})
}
/// Invokes the `uint64` builtin function.
pub fn call_uint64<'ctx>(
pub fn call_uint64<'ctx, G: CodeGenerator + ?Sized>(
generator: &mut G,
ctx: &mut CodeGenContext<'ctx, '_>,
n: (Type, BasicValueEnum<'ctx>),
) -> IntValue<'ctx> {
) -> Result<BasicValueEnum<'ctx>, String> {
let llvm_i64 = ctx.ctx.i64_type();
let llvm_usize = generator.get_size_type(ctx.ctx);
let (n_ty, n) = n;
match n.get_type() {
Ok(match n.get_type() {
BasicTypeEnum::IntType(int_ty) if matches!(int_ty.get_bit_width(), 1 | 8 | 32) => {
debug_assert!([
ctx.primitives.bool,
@ -236,10 +280,12 @@ pub fn call_uint64<'ctx>(
if ctx.unifier.unioned(n_ty, ctx.primitives.int32) {
ctx.builder
.build_int_s_extend(n.into_int_value(), llvm_i64, "sext")
.map(Into::into)
.unwrap()
} else {
ctx.builder
.build_int_z_extend(n.into_int_value(), llvm_i64, "zext")
.map(Into::into)
.unwrap()
}
}
@ -250,7 +296,7 @@ pub fn call_uint64<'ctx>(
ctx.primitives.uint64,
].iter().any(|ty| ctx.unifier.unioned(n_ty, *ty)));
n.into_int_value()
n
}
BasicTypeEnum::FloatType(_) => {
@ -270,12 +316,28 @@ pub fn call_uint64<'ctx>(
ctx.builder
.build_select(val_gez, to_uint64, to_int64, "conv")
.map(BasicValueEnum::into_int_value)
.unwrap()
}
BasicTypeEnum::PointerType(_) if n_ty.obj_id(&ctx.unifier).is_some_and(|id| id == PRIMITIVE_DEF_IDS.ndarray) => {
let (elem_ty, _) = unpack_ndarray_var_tys(&mut ctx.unifier, n_ty);
let ndarray = ndarray_elementwise_unaryop_impl(
generator,
ctx,
ctx.primitives.uint64,
None,
NDArrayValue::from_ptr_val(n.into_pointer_value(), llvm_usize, None),
|generator, ctx, val| {
call_uint64(generator, ctx, (elem_ty, val))
},
)?;
ndarray.as_ptr_value().into()
}
_ => unsupported_type(ctx, "uint64", &[n_ty])
}
})
}
/// Invokes the `float` builtin function.

18
nac3core/src/toplevel/builtins.rs
View File

@ -589,8 +589,8 @@ pub fn get_builtins(primitives: &mut (PrimitiveStore, Unifier)) -> BuiltinInfo {
name: "int64".into(),
simple_name: "int64".into(),
signature: primitives.1.add_ty(TypeEnum::TFunc(FunSignature {
args: vec![FuncArg { name: "n".into(), ty: num_ty.0, default_value: None }],
ret: int64,
args: vec![FuncArg { name: "n".into(), ty: num_or_ndarray_ty.0, default_value: None }],
ret: num_or_ndarray_ty.0,
vars: var_map.clone(),
})),
var_id: Vec::default(),
@ -602,7 +602,7 @@ pub fn get_builtins(primitives: &mut (PrimitiveStore, Unifier)) -> BuiltinInfo {
let arg_ty = fun.0.args[0].ty;
let arg = args[0].1.clone().to_basic_value_enum(ctx, generator, arg_ty)?;
Ok(Some(builtin_fns::call_int64(ctx, (arg_ty, arg)).into()))
Ok(Some(builtin_fns::call_int64(generator, ctx, (arg_ty, arg))?))
},
)))),
loc: None,
@ -611,8 +611,8 @@ pub fn get_builtins(primitives: &mut (PrimitiveStore, Unifier)) -> BuiltinInfo {
name: "uint32".into(),
simple_name: "uint32".into(),
signature: primitives.1.add_ty(TypeEnum::TFunc(FunSignature {
args: vec![FuncArg { name: "n".into(), ty: num_ty.0, default_value: None }],
ret: uint32,
args: vec![FuncArg { name: "n".into(), ty: num_or_ndarray_ty.0, default_value: None }],
ret: num_or_ndarray_ty.0,
vars: var_map.clone(),
})),
var_id: Vec::default(),
@ -624,7 +624,7 @@ pub fn get_builtins(primitives: &mut (PrimitiveStore, Unifier)) -> BuiltinInfo {
let arg_ty = fun.0.args[0].ty;
let arg = args[0].1.clone().to_basic_value_enum(ctx, generator, arg_ty)?;
Ok(Some(builtin_fns::call_uint32(ctx, (arg_ty, arg)).into()))
Ok(Some(builtin_fns::call_uint32(generator, ctx, (arg_ty, arg))?))
},
)))),
loc: None,
@ -633,8 +633,8 @@ pub fn get_builtins(primitives: &mut (PrimitiveStore, Unifier)) -> BuiltinInfo {
name: "uint64".into(),
simple_name: "uint64".into(),
signature: primitives.1.add_ty(TypeEnum::TFunc(FunSignature {
args: vec![FuncArg { name: "n".into(), ty: num_ty.0, default_value: None }],
ret: uint64,
args: vec![FuncArg { name: "n".into(), ty: num_or_ndarray_ty.0, default_value: None }],
ret: num_or_ndarray_ty.0,
vars: var_map.clone(),
})),
var_id: Vec::default(),
@ -646,7 +646,7 @@ pub fn get_builtins(primitives: &mut (PrimitiveStore, Unifier)) -> BuiltinInfo {
let arg_ty = fun.0.args[0].ty;
let arg = args[0].1.clone().to_basic_value_enum(ctx, generator, arg_ty)?;
Ok(Some(builtin_fns::call_uint64(ctx, (arg_ty, arg)).into()))
Ok(Some(builtin_fns::call_uint64(generator, ctx, (arg_ty, arg))?))
},
)))),
loc: None,

158
nac3core/src/typecheck/type_inferencer/mod.rs
View File

@ -14,17 +14,7 @@ use crate::{
},
};
use itertools::{Itertools, izip};
use nac3parser::ast::{
self,
fold::{self, Fold},
Arguments,
Comprehension,
ExprContext,
ExprKind,
Located,
Location,
StrRef
};
use nac3parser::ast::{self, fold::{self, Fold}, Arguments, Comprehension, ExprContext, ExprKind, Located, Location, StrRef};
#[cfg(test)]
mod test;
@ -862,20 +852,17 @@ impl<'a> Inferencer<'a> {
}
if id == &"int32".into() && args.len() == 1 {
let int32_ty = self.primitives.int32;
let arg0 = self.fold_expr(args.remove(0))?;
let arg0_ty = arg0.custom.unwrap();
let ret = if arg0_ty.obj_id(self.unifier).is_some_and(|id| id == PRIMITIVE_DEF_IDS.ndarray) {
let (_, ndarray_ndims) = unpack_ndarray_var_tys(self.unifier, arg0_ty);
make_ndarray_ty(
self.unifier,
self.primitives,
Some(self.primitives.int32),
Some(ndarray_ndims),
)
make_ndarray_ty(self.unifier, self.primitives, Some(int32_ty), Some(ndarray_ndims))
} else {
self.primitives.int32
int32_ty
};
let custom = self.unifier.add_ty(TypeEnum::TFunc(FunSignature {
@ -905,66 +892,83 @@ impl<'a> Inferencer<'a> {
}))
}
// int64 is special because its argument can be a constant larger than int32
if id == &"int64".into() && args.len() == 1 {
if let ExprKind::Constant { value: ast::Constant::Int(val), kind } =
&args[0].node
{
let custom = Some(self.primitives.int64);
let v: Result<i64, _> = (*val).try_into();
return if v.is_ok() {
Ok(Some(Located {
location: args[0].location,
custom,
node: ExprKind::Constant {
value: ast::Constant::Int(*val),
kind: kind.clone(),
},
}))
} else {
report_error("Integer out of bound", args[0].location)
// int64, uint32 and uint64 are special because their argument can be a constant outside the
// range of int32s
if [
"int64",
"uint32",
"uint64",
].iter().any(|fun_id| id == &(*fun_id).into()) && args.len() == 1 {
let target_ty = if id == &"int64".into() {
self.primitives.int64
} else if id == &"uint32".into() {
self.primitives.uint32
} else if id == &"uint64".into() {
self.primitives.uint64
} else { unreachable!() };
let arg0 = self.fold_expr(args.remove(0))?;
let arg0_ty = arg0.custom.unwrap();
let ret = if arg0_ty.obj_id(self.unifier).is_some_and(|id| id == PRIMITIVE_DEF_IDS.ndarray) {
let (_, ndarray_ndims) = unpack_ndarray_var_tys(self.unifier, arg0_ty);
make_ndarray_ty(self.unifier, self.primitives, Some(target_ty), Some(ndarray_ndims))
} else {
if let ExprKind::Constant {
value: ast::Constant::Int(val),
kind
} = &arg0.node {
let conv_is_ok = if self.unifier.unioned(target_ty, self.primitives.int64) {
i64::try_from(*val).is_ok()
} else if self.unifier.unioned(target_ty, self.primitives.uint32) {
u32::try_from(*val).is_ok()
} else if self.unifier.unioned(target_ty, self.primitives.uint64) {
u64::try_from(*val).is_ok()
} else { unreachable!() };
return if conv_is_ok {
Ok(Some(Located {
location: arg0.location,
custom: Some(target_ty),
node: ExprKind::Constant {
value: ast::Constant::Int(*val),
kind: kind.clone(),
},
}))
} else {
report_error("Integer out of bound", arg0.location)
}
}
}
}
if id == &"uint32".into() && args.len() == 1 {
if let ExprKind::Constant { value: ast::Constant::Int(val), kind } =
&args[0].node
{
let custom = Some(self.primitives.uint32);
let v: Result<u32, _> = (*val).try_into();
return if v.is_ok() {
Ok(Some(Located {
location: args[0].location,
custom,
node: ExprKind::Constant {
value: ast::Constant::Int(*val),
kind: kind.clone(),
},
}))
} else {
report_error("Integer out of bound", args[0].location)
}
}
}
if id == &"uint64".into() && args.len() == 1 {
if let ExprKind::Constant { value: ast::Constant::Int(val), kind } =
&args[0].node
{
let custom = Some(self.primitives.uint64);
let v: Result<u64, _> = (*val).try_into();
return if v.is_ok() {
Ok(Some(Located {
location: args[0].location,
custom,
node: ExprKind::Constant {
value: ast::Constant::Int(*val),
kind: kind.clone(),
},
}))
} else {
report_error("Integer out of bound", args[0].location)
}
}
target_ty
};
let custom = self.unifier.add_ty(TypeEnum::TFunc(FunSignature {
args: vec![
FuncArg {
name: "n".into(),
ty: arg0.custom.unwrap(),
default_value: None,
},
],
ret,
vars: VarMap::new(),
}));
return Ok(Some(Located {
location,
custom: Some(ret),
node: ExprKind::Call {
func: Box::new(Located {
custom: Some(custom),
location: func.location,
node: ExprKind::Name { id: *id, ctx: ctx.clone() },
}),
args: vec![arg0],
keywords: vec![],
},
}))
}
// 1-argument ndarray n-dimensional creation functions

227
nac3standalone/demo/src/ndarray.py
View File

@ -6,6 +6,18 @@ def output_bool(x: bool):
def output_int32(x: int32):
...
@extern
def output_int64(x: int64):
...
@extern
def output_uint32(x: uint32):
...
@extern
def output_uint64(x: uint64):
...
@extern
def output_float64(x: float):
...
@ -24,6 +36,21 @@ def output_ndarray_int32_2(n: ndarray[int32, Literal[2]]):
for c in range(len(n[r])):
output_int32(n[r][c])
def output_ndarray_int64_2(n: ndarray[int64, Literal[2]]):
for r in range(len(n)):
for c in range(len(n[r])):
output_int64(n[r][c])
def output_ndarray_uint32_2(n: ndarray[uint32, Literal[2]]):
for r in range(len(n)):
for c in range(len(n[r])):
output_uint32(n[r][c])
def output_ndarray_uint64_2(n: ndarray[uint64, Literal[2]]):
for r in range(len(n)):
for c in range(len(n[r])):
output_uint64(n[r][c])
def output_ndarray_float_1(n: ndarray[float, Literal[1]]):
for i in range(len(n)):
output_float64(n[i])
@ -656,96 +683,120 @@ def test_ndarray_int32():
output_ndarray_float_2(x)
output_ndarray_int32_2(y)
def test_ndarray_int64():
x = np_identity(2)
y = int64(x)
output_ndarray_float_2(x)
output_ndarray_int64_2(y)
def test_ndarray_uint32():
x = np_identity(2)
y = uint32(x)
output_ndarray_float_2(x)
output_ndarray_uint32_2(y)
def test_ndarray_uint64():
x = np_identity(2)
y = uint64(x)
output_ndarray_float_2(x)
output_ndarray_uint64_2(y)
def run() -> int32:
# test_ndarray_ctor()
# test_ndarray_empty()
# test_ndarray_zeros()
# test_ndarray_ones()
# test_ndarray_full()
# test_ndarray_eye()
# test_ndarray_identity()
# test_ndarray_fill()
# test_ndarray_copy()
# test_ndarray_neg_idx()
# test_ndarray_add()
# test_ndarray_add_broadcast()
# test_ndarray_add_broadcast_lhs_scalar()
# test_ndarray_add_broadcast_rhs_scalar()
# test_ndarray_iadd()
# test_ndarray_iadd_broadcast()
# test_ndarray_iadd_broadcast_scalar()
# test_ndarray_sub()
# test_ndarray_sub_broadcast()
# test_ndarray_sub_broadcast_lhs_scalar()
# test_ndarray_sub_broadcast_rhs_scalar()
# test_ndarray_isub()
# test_ndarray_isub_broadcast()
# test_ndarray_isub_broadcast_scalar()
# test_ndarray_mul()
# test_ndarray_mul_broadcast()
# test_ndarray_mul_broadcast_lhs_scalar()
# test_ndarray_mul_broadcast_rhs_scalar()
# test_ndarray_imul()
# test_ndarray_imul_broadcast()
# test_ndarray_imul_broadcast_scalar()
# test_ndarray_truediv()
# test_ndarray_truediv_broadcast()
# test_ndarray_truediv_broadcast_lhs_scalar()
# test_ndarray_truediv_broadcast_rhs_scalar()
# test_ndarray_itruediv()
# test_ndarray_itruediv_broadcast()
# test_ndarray_itruediv_broadcast_scalar()
# test_ndarray_floordiv()
# test_ndarray_floordiv_broadcast()
# test_ndarray_floordiv_broadcast_lhs_scalar()
# test_ndarray_floordiv_broadcast_rhs_scalar()
# test_ndarray_ifloordiv()
# test_ndarray_ifloordiv_broadcast()
# test_ndarray_ifloordiv_broadcast_scalar()
# test_ndarray_mod()
# test_ndarray_mod_broadcast()
# test_ndarray_mod_broadcast_lhs_scalar()
# test_ndarray_mod_broadcast_rhs_scalar()
# test_ndarray_imod()
# test_ndarray_imod_broadcast()
# test_ndarray_imod_broadcast_scalar()
# test_ndarray_pow()
# test_ndarray_pow_broadcast()
# test_ndarray_pow_broadcast_lhs_scalar()
# test_ndarray_pow_broadcast_rhs_scalar()
# test_ndarray_ipow()
# test_ndarray_ipow_broadcast()
# test_ndarray_ipow_broadcast_scalar()
# test_ndarray_matmul()
# test_ndarray_imatmul()
# test_ndarray_pos()
# test_ndarray_neg()
# test_ndarray_inv()
# test_ndarray_eq()
# test_ndarray_eq_broadcast()
# test_ndarray_eq_broadcast_lhs_scalar()
# test_ndarray_eq_broadcast_rhs_scalar()
# test_ndarray_ne()
# test_ndarray_ne_broadcast()
# test_ndarray_ne_broadcast_lhs_scalar()
# test_ndarray_ne_broadcast_rhs_scalar()
# test_ndarray_lt()
# test_ndarray_lt_broadcast()
# test_ndarray_lt_broadcast_lhs_scalar()
# test_ndarray_lt_broadcast_rhs_scalar()
# test_ndarray_lt()
# test_ndarray_le_broadcast()
# test_ndarray_le_broadcast_lhs_scalar()
# test_ndarray_le_broadcast_rhs_scalar()
# test_ndarray_gt()
# test_ndarray_gt_broadcast()
# test_ndarray_gt_broadcast_lhs_scalar()
# test_ndarray_gt_broadcast_rhs_scalar()
# test_ndarray_gt()
# test_ndarray_ge_broadcast()
# test_ndarray_ge_broadcast_lhs_scalar()
# test_ndarray_ge_broadcast_rhs_scalar()
test_ndarray_ctor()
test_ndarray_empty()
test_ndarray_zeros()
test_ndarray_ones()
test_ndarray_full()
test_ndarray_eye()
test_ndarray_identity()
test_ndarray_fill()
test_ndarray_copy()
test_ndarray_neg_idx()
test_ndarray_add()
test_ndarray_add_broadcast()
test_ndarray_add_broadcast_lhs_scalar()
test_ndarray_add_broadcast_rhs_scalar()
test_ndarray_iadd()
test_ndarray_iadd_broadcast()
test_ndarray_iadd_broadcast_scalar()
test_ndarray_sub()
test_ndarray_sub_broadcast()
test_ndarray_sub_broadcast_lhs_scalar()
test_ndarray_sub_broadcast_rhs_scalar()
test_ndarray_isub()
test_ndarray_isub_broadcast()
test_ndarray_isub_broadcast_scalar()
test_ndarray_mul()
test_ndarray_mul_broadcast()
test_ndarray_mul_broadcast_lhs_scalar()
test_ndarray_mul_broadcast_rhs_scalar()
test_ndarray_imul()
test_ndarray_imul_broadcast()
test_ndarray_imul_broadcast_scalar()
test_ndarray_truediv()
test_ndarray_truediv_broadcast()
test_ndarray_truediv_broadcast_lhs_scalar()
test_ndarray_truediv_broadcast_rhs_scalar()
test_ndarray_itruediv()
test_ndarray_itruediv_broadcast()
test_ndarray_itruediv_broadcast_scalar()
test_ndarray_floordiv()
test_ndarray_floordiv_broadcast()
test_ndarray_floordiv_broadcast_lhs_scalar()
test_ndarray_floordiv_broadcast_rhs_scalar()
test_ndarray_ifloordiv()
test_ndarray_ifloordiv_broadcast()
test_ndarray_ifloordiv_broadcast_scalar()
test_ndarray_mod()
test_ndarray_mod_broadcast()
test_ndarray_mod_broadcast_lhs_scalar()
test_ndarray_mod_broadcast_rhs_scalar()
test_ndarray_imod()
test_ndarray_imod_broadcast()
test_ndarray_imod_broadcast_scalar()
test_ndarray_pow()
test_ndarray_pow_broadcast()
test_ndarray_pow_broadcast_lhs_scalar()
test_ndarray_pow_broadcast_rhs_scalar()
test_ndarray_ipow()
test_ndarray_ipow_broadcast()
test_ndarray_ipow_broadcast_scalar()
test_ndarray_matmul()
test_ndarray_imatmul()
test_ndarray_pos()
test_ndarray_neg()
test_ndarray_inv()
test_ndarray_eq()
test_ndarray_eq_broadcast()
test_ndarray_eq_broadcast_lhs_scalar()
test_ndarray_eq_broadcast_rhs_scalar()
test_ndarray_ne()
test_ndarray_ne_broadcast()
test_ndarray_ne_broadcast_lhs_scalar()
test_ndarray_ne_broadcast_rhs_scalar()
test_ndarray_lt()
test_ndarray_lt_broadcast()
test_ndarray_lt_broadcast_lhs_scalar()
test_ndarray_lt_broadcast_rhs_scalar()
test_ndarray_lt()
test_ndarray_le_broadcast()
test_ndarray_le_broadcast_lhs_scalar()
test_ndarray_le_broadcast_rhs_scalar()
test_ndarray_gt()
test_ndarray_gt_broadcast()
test_ndarray_gt_broadcast_lhs_scalar()
test_ndarray_gt_broadcast_rhs_scalar()
test_ndarray_gt()
test_ndarray_ge_broadcast()
test_ndarray_ge_broadcast_lhs_scalar()
test_ndarray_ge_broadcast_rhs_scalar()
test_ndarray_int32()
test_ndarray_int64()
test_ndarray_uint32()
test_ndarray_uint64()
return 0