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#!/usr/bin/env python3
# SPDX-License-Identifier: (Apache-2.0 OR MIT)
import gc
import io
import json
import os
import sys
import time
from timeit import timeit
import numpy
import psutil
import rapidjson
import simplejson
from memory_profiler import memory_usage
from tabulate import tabulate
import orjson
os.sched_setaffinity(os.getpid(), {0, 1})
kind = sys.argv[1] if len(sys.argv) >= 1 else ""
if kind == "float16":
dtype = numpy.float16
array = numpy.random.random(size=(50000, 100)).astype(dtype)
elif kind == "float32":
dtype = numpy.float32
array = numpy.random.random(size=(50000, 100)).astype(dtype)
elif kind == "float64":
dtype = numpy.float64
array = numpy.random.random(size=(50000, 100))
assert array.dtype == numpy.float64
elif kind == "bool":
dtype = numpy.bool_
array = numpy.random.choice((True, False), size=(100000, 200))
elif kind == "int8":
dtype = numpy.int8
array = numpy.random.randint(((2**7) - 1), size=(100000, 100), dtype=dtype)
elif kind == "int16":
dtype = numpy.int16
array = numpy.random.randint(((2**15) - 1), size=(100000, 100), dtype=dtype)
elif kind == "int32":
dtype = numpy.int32
array = numpy.random.randint(((2**31) - 1), size=(100000, 100), dtype=dtype)
elif kind == "uint8":
dtype = numpy.uint8
array = numpy.random.randint(((2**8) - 1), size=(100000, 100), dtype=dtype)
elif kind == "uint16":
dtype = numpy.uint16
array = numpy.random.randint(((2**16) - 1), size=(100000, 100), dtype=dtype)
elif kind == "uint32":
dtype = numpy.uint32
array = numpy.random.randint(((2**31) - 1), size=(100000, 100), dtype=dtype)
else:
print(
"usage: pynumpy (bool|int16|int32|float16|float32|float64|int8|uint8|uint16|uint32)"
)
sys.exit(1)
proc = psutil.Process()
def default(__obj):
if isinstance(__obj, numpy.ndarray):
return __obj.tolist()
raise TypeError
headers = ("Library", "Latency (ms)", "RSS diff (MiB)", "vs. orjson")
LIBRARIES = ("orjson", "ujson", "rapidjson", "simplejson", "json")
ITERATIONS = 10
def orjson_dumps():
return orjson.dumps(array, option=orjson.OPT_SERIALIZE_NUMPY)
ujson_dumps = None
def rapidjson_dumps():
return rapidjson.dumps(array, default=default).encode("utf-8")
def simplejson_dumps():
return simplejson.dumps(array, default=default).encode("utf-8")
def json_dumps():
return json.dumps(array, default=default).encode("utf-8")
output_in_mib = len(orjson_dumps()) / 1024 / 1024
print(f"{output_in_mib:,.1f}MiB {kind} output (orjson)")
gc.collect()
mem_before = proc.memory_full_info().rss / 1024 / 1024
def per_iter_latency(val):
if val is None:
return None
return (val * 1000) / ITERATIONS
def test_correctness(func):
return numpy.array_equal(array, numpy.array(orjson.loads(func()), dtype=dtype))
table = []
for lib_name in LIBRARIES:
gc.collect()
print(f"{lib_name}...")
func = locals()[f"{lib_name}_dumps"]
if func is None:
total_latency = None
latency = None
mem = None
correct = False
else:
total_latency = timeit(
func,
number=ITERATIONS,
)
latency = per_iter_latency(total_latency)
time.sleep(1)
mem = max(memory_usage((func,), interval=0.001, timeout=latency * 2))
correct = test_correctness(func)
if lib_name == "orjson":
compared_to_orjson = 1
orjson_latency = latency
elif latency:
compared_to_orjson = latency / orjson_latency
else:
compared_to_orjson = None
if not correct:
latency = None
mem = 0
mem_diff = mem - mem_before
table.append(
(
lib_name,
f"{latency:,.0f}" if latency else "",
f"{mem_diff:,.0f}" if mem else "",
f"{compared_to_orjson:,.1f}" if (latency and compared_to_orjson) else "",
)
)
buf = io.StringIO()
buf.write(tabulate(table, headers, tablefmt="github"))
buf.write("\n")
print(buf.getvalue())
|
