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69 lines
2.4 KiB
69 lines
2.4 KiB
8 months ago
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import random
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from tinygrad.helpers import DEBUG, getenv
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from test.unit.test_shapetracker import CheckingShapeTracker
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def do_permute(st):
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perm = list(range(0, len(st.shape)))
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random.shuffle(perm)
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perm = tuple(perm)
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if DEBUG >= 1: print("st.permute(", perm, ")")
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st.permute(perm)
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def do_pad(st):
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c = random.randint(0, len(st.shape)-1)
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pad = tuple((random.randint(0,2), random.randint(0,2)) if i==c else (0,0) for i in range(len(st.shape)))
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if DEBUG >= 1: print("st.pad(", pad, ")")
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st.pad(pad)
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def do_reshape_split_one(st):
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c = random.randint(0, len(st.shape)-1)
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poss = [n for n in [1,2,3,4,5] if st.shape[c]%n == 0]
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spl = random.choice(poss)
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shp = st.shape[0:c] + (st.shape[c]//spl, spl) + st.shape[c+1:]
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if DEBUG >= 1: print("st.reshape(", shp, ")")
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st.reshape(shp)
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def do_reshape_combine_two(st):
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if len(st.shape) < 2: return
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c = random.randint(0, len(st.shape)-2)
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shp = st.shape[:c] + (st.shape[c] * st.shape[c+1], ) + st.shape[c+2:]
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if DEBUG >= 1: print("st.reshape(", shp, ")")
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st.reshape(shp)
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def do_shrink(st):
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c = random.randint(0, len(st.shape)-1)
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while 1:
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shrink = tuple((random.randint(0,s), random.randint(0,s)) if i == c else (0,s) for i,s in enumerate(st.shape))
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if all(x<y for (x,y) in shrink): break
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if DEBUG >= 1: print("st.shrink(", shrink, ")")
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st.shrink(shrink)
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def do_stride(st):
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c = random.randint(0, len(st.shape)-1)
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stride = tuple(random.choice([-2,-1,2]) if i==c else 1 for i in range(len(st.shape)))
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if DEBUG >= 1: print("st.stride(", stride, ")")
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st.stride(stride)
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def do_flip(st):
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c = random.randint(0, len(st.shape)-1)
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stride = tuple(-1 if i==c else 1 for i in range(len(st.shape)))
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if DEBUG >= 1: print("st.stride(", stride, ")")
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st.stride(stride)
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def do_expand(st):
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c = [i for i,s in enumerate(st.shape) if s==1]
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if len(c) == 0: return
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c = random.choice(c)
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expand = tuple(random.choice([2,3,4]) if i==c else s for i,s in enumerate(st.shape))
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if DEBUG >= 1: print("st.expand(", expand, ")")
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st.expand(expand)
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shapetracker_ops = [do_permute, do_pad, do_shrink, do_reshape_split_one, do_reshape_combine_two, do_stride, do_expand]
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if __name__ == "__main__":
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random.seed(42)
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for _ in range(getenv("CNT", 200)):
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st = CheckingShapeTracker((random.randint(2, 10), random.randint(2, 10), random.randint(2, 10)))
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for i in range(8): random.choice(shapetracker_ops)(st)
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st.assert_same()
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