import random from typing import Tuple from tinygrad.helpers import getenv, DEBUG, colored, trange from tinygrad.shape.shapetracker import ShapeTracker from test.external.fuzz_shapetracker import shapetracker_ops from test.external.fuzz_shapetracker import do_permute, do_reshape_split_one, do_reshape_combine_two, do_flip, do_pad from test.unit.test_shapetracker_math import st_equal, MultiShapeTracker def fuzz_plus() -> Tuple[ShapeTracker, ShapeTracker]: m = MultiShapeTracker([ShapeTracker.from_shape((random.randint(1, 10), random.randint(1, 10), random.randint(1, 10)))]) for _ in range(4): random.choice(shapetracker_ops)(m) backup = m.sts[0] m.sts.append(ShapeTracker.from_shape(m.sts[0].shape)) for _ in range(4): random.choice(shapetracker_ops)(m) st_sum = backup + m.sts[1] return m.sts[0], st_sum # shrink and expand aren't invertible, and stride is only invertible in the flip case invertible_shapetracker_ops = [do_permute, do_reshape_split_one, do_reshape_combine_two, do_flip, do_pad] def fuzz_invert() -> Tuple[ShapeTracker, ShapeTracker]: start = ShapeTracker.from_shape((random.randint(1, 10), random.randint(1, 10), random.randint(1, 10))) m = MultiShapeTracker([start]) for _ in range(8): random.choice(invertible_shapetracker_ops)(m) inv = m.sts[0].invert(start.shape) st_sum = (m.sts[0] + inv) if inv else None return start, st_sum if __name__ == "__main__": if seed:=getenv("SEED"): random.seed(seed) total = getenv("CNT", 1000) for fuzz in [globals()[f'fuzz_{x}'] for x in getenv("FUZZ", "invert,plus").split(",")]: same_but_neq = 0 for _ in trange(total, desc=f"{fuzz}"): st1, st2 = fuzz() eq = st_equal(st1, st2) if getenv("CHECK_NEQ") and eq and st1.simplify() != st2.simplify(): print(colored("same but unequal", "yellow")) print(st1.simplify()) print(st2.simplify()) same_but_neq += 1 if DEBUG >= 1: print(f"EXP: {st1}") print(f"GOT: {st2}") print(colored("****", "green" if eq else "red")) if not eq: exit(0) if getenv("CHECK_NEQ"): print(f"same but unequal {same_but_neq}/{total} = {(same_but_neq/total)*100:.2f}%")