Files
tinygrad/test/null/test_const_folding.py
T

66 lines
3.0 KiB
Python

import unittest, itertools, math
from tinygrad import dtypes, Context
from tinygrad.dtype import DType, ConstType
from tinygrad.uop.ops import Ops, UOp
from test.helpers import full_rewrite
import numpy as np
class TestWeakConstFolding(unittest.TestCase):
def test_weakint_math(self):
out = (UOp.const(2**40) + UOp.const(2**40)).simplify()
self.assertEqual((out.op, out.dtype, out.val), (Ops.CONST, dtypes.weakint, 2**41))
def test_float_unaries(self):
for op in (Ops.SIN, Ops.LOG2, Ops.EXP2, Ops.SQRT, Ops.RECIPROCAL):
out = UOp.const(4.0).alu(op).simplify()
self.assertEqual((out.op, out.dtype), (Ops.CONST, dtypes.weakfloat))
def test_weakfloat_math(self):
out = (UOp.const(1.25) + UOp.const(2.5)).simplify()
self.assertEqual((out.op, out.dtype, out.val), (Ops.CONST, dtypes.weakfloat, 3.75))
def test_invalid_poison(self):
self.assertTrue(UOp.invalid().alu(Ops.CDIV, UOp.const(0)).simplify().is_invalid)
class TestBitcastConstFolding(unittest.TestCase):
def test_out_of_range_source_value(self):
for val, src_dt, dst_dt, bits in ((3000000000, dtypes.int32, dtypes.uint32, 3000000000),
(70000, dtypes.int16, dtypes.uint16, 4464),
(-5, dtypes.uint32, dtypes.int32, -5)):
self.assertEqual(UOp.const(val, src_dt).bitcast(dst_dt).simplify().val, bits)
def test_scalar_bitcast(self):
def t(cases: dict[DType, ConstType]):
for (from_dt, from_v), (to_dt, to_v) in itertools.product(cases.items(), cases.items()):
if not math.isnan(from_v):
r = UOp.const(from_v, from_dt).bitcast(to_dt).simplify()
self.assertEqual(r.op, Ops.CONST, msg:=f"{from_dt} -> {to_dt} ({from_v} -> {to_v})")
self.assertEqual(r.dtype, to_dt, msg)
np.testing.assert_equal(r.val, to_v, msg)
t({dtypes.int8: 0, dtypes.uint8: 0, dtypes.bool: False})
t({dtypes.int8: 1, dtypes.uint8: 1, dtypes.bool: True})
t({dtypes.int8: -1, dtypes.uint8: 2**8-1})
t({dtypes.int16: -1, dtypes.uint16: 2**16-1, dtypes.float16: float('nan')})
t({dtypes.int32: -1, dtypes.uint32: 2**32-1, dtypes.float32: float('nan')})
t({dtypes.int64: -1, dtypes.uint64: 2**64-1, dtypes.float64: float('nan')})
t({dtypes.int8: -2**7, dtypes.uint8: 2**7})
t({dtypes.int16: -2**15, dtypes.uint16: 2**15})
t({dtypes.int32: -2**31, dtypes.uint32: 2**31})
t({dtypes.int64: -2**63, dtypes.uint64: 2**63})
t({dtypes.int16: 13496, dtypes.uint16: 13496, dtypes.float16: 0.294921875})
t({dtypes.int32: 1050081145, dtypes.uint32: 1050081145, dtypes.float32: 0.29485681653022766})
t({dtypes.int64: 4598983288165178391, dtypes.uint64: 4598983288165178391, dtypes.float64: 0.29485681936461233})
def test_vec_bitcast(self):
with Context(SPEC=0):
result = full_rewrite(UOp.const((-1, -2**31, 75), dtypes.int32).bitcast(dtypes.uint32).sink())
expected = full_rewrite(UOp.const((2**32-1, 2**31, 75), dtypes.uint32).sink())
self.assertEqual(result.src, expected.src)
if __name__ == '__main__':
unittest.main()