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Version:
2022.10.0 ▾
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"""
Record known compressors
Includes utilities for determining whether or not to compress
"""
from __future__ import annotations
import logging
from collections.abc import Callable
from contextlib import suppress
from random import randint
from typing import Literal
from packaging.version import parse as parse_version
from tlz import identity
import dask
from distributed.utils import ensure_memoryview, nbytes, no_default
compressions: dict[
str | None | Literal[False],
dict[Literal["compress", "decompress"], Callable[[bytes], bytes]],
] = {None: {"compress": identity, "decompress": identity}}
compressions[False] = compressions[None] # alias
default_compression = None
logger = logging.getLogger(__name__)
with suppress(ImportError):
import zlib
compressions["zlib"] = {"compress": zlib.compress, "decompress": zlib.decompress}
with suppress(ImportError):
import snappy
# In python-snappy 0.5.3, support for the Python Buffer Protocol was added.
# This is needed to handle other objects (like `memoryview`s) without
# copying to `bytes` first.
#
# Note: `snappy.__version__` doesn't exist in a release yet.
# So do a little test that will fail if snappy is not 0.5.3 or later.
try:
snappy.compress(memoryview(b""))
except TypeError:
raise ImportError("Need snappy >= 0.5.3")
compressions["snappy"] = {
"compress": snappy.compress,
"decompress": snappy.decompress,
}
default_compression = "snappy"
with suppress(ImportError):
import lz4
# Required to use `lz4.block` APIs and Python Buffer Protocol support.
if parse_version(lz4.__version__) < parse_version("0.23.1"):
raise ImportError("Need lz4 >= 0.23.1")
from lz4.block import compress as lz4_compress
from lz4.block import decompress as lz4_decompress
compressions["lz4"] = {
"compress": lz4_compress,
"decompress": lz4_decompress,
}
default_compression = "lz4"
with suppress(ImportError):
import zstandard
# Required for Python Buffer Protocol support.
if parse_version(zstandard.__version__) < parse_version("0.9.0"):
raise ImportError("Need zstandard >= 0.9.0")
zstd_compressor = zstandard.ZstdCompressor(
level=dask.config.get("distributed.comm.zstd.level"),
threads=dask.config.get("distributed.comm.zstd.threads"),
)
zstd_decompressor = zstandard.ZstdDecompressor()
def zstd_compress(data):
return zstd_compressor.compress(data)
def zstd_decompress(data):
return zstd_decompressor.decompress(data)
compressions["zstd"] = {"compress": zstd_compress, "decompress": zstd_decompress}
def get_default_compression():
default = dask.config.get("distributed.comm.compression")
if default == "auto":
return default_compression
if default in compressions:
return default
raise ValueError(
"Default compression '%s' not found.\n"
"Choices include auto, %s"
% (default, ", ".join(sorted(map(str, compressions))))
)
get_default_compression()
def byte_sample(b, size, n):
"""Sample a bytestring from many locations
Parameters
----------
b : bytes or memoryview
size : int
target size of each sample to collect
(may be smaller if samples collide)
n : int
number of samples to collect
"""
assert size >= 0 and n >= 0
if size == 0 or n == 0:
return memoryview(b"")
b = ensure_memoryview(b)
parts = n * [None]
max_start = b.nbytes - size
start = randint(0, max_start)
for i in range(n - 1):
next_start = randint(0, max_start)
end = min(start + size, next_start)
parts[i] = b[start:end]
start = next_start
parts[-1] = b[start : start + size]
if n == 1:
return parts[0]
else:
return memoryview(b"".join(parts))
def maybe_compress(
payload,
min_size=10_000,
sample_size=10_000,
nsamples=5,
compression=no_default,
):
"""
Maybe compress payload
1. We don't compress small messages
2. We sample the payload in a few spots, compress that, and if it doesn't
do any good we return the original
3. We then compress the full original, it it doesn't compress well then we
return the original
4. We return the compressed result
"""
if compression is no_default:
compression = dask.config.get("distributed.comm.compression")
if not compression:
return None, payload
if not (min_size <= nbytes(payload) <= 2**31):
# Either too small to bother
# or too large (compression libraries often fail)
return None, payload
# Normalize function arguments
if compression == "auto":
compression = default_compression
compress = compressions[compression]["compress"]
# Take a view of payload for efficient usage
mv = ensure_memoryview(payload)
# Try compressing a sample to see if it compresses well
sample = byte_sample(mv, sample_size, nsamples)
if len(compress(sample)) <= 0.9 * sample.nbytes:
# Try compressing the real thing and check how compressed it is
compressed = compress(mv)
if len(compressed) <= 0.9 * mv.nbytes:
return compression, compressed
# Skip compression as the sample or the data didn't compress well
return None, payload
def decompress(header, frames):
"""Decompress frames according to information in the header"""
return [
compressions[c]["decompress"](frame)
for c, frame in zip(header["compression"], frames)
]