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compress_normal.py
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import sys
import timeit
import line_profiler
import numpy as np
import zarr
from zarr import blosc
if __name__ == "__main__":
sys.path.insert(0, "..")
# setup
a = np.random.normal(2000, 1000, size=200000000).astype("u2")
z = zarr.empty_like(
a,
chunks=1000000,
compression="blosc",
compression_opts={"cname": "lz4", "clevel": 5, "shuffle": 2},
)
print(z)
print("*" * 79)
# time
t = timeit.repeat("z[:] = a", repeat=10, number=1, globals=globals())
print(t)
print(min(t))
print(z)
# profile
profile = line_profiler.LineProfiler(blosc.compress)
profile.run("z[:] = a")
profile.print_stats()
print("*" * 79)
# time
t = timeit.repeat("z[:]", repeat=10, number=1, globals=globals())
print(t)
print(min(t))
# profile
profile = line_profiler.LineProfiler(blosc.decompress)
profile.run("z[:]")
profile.print_stats()