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name,threads,cpu_time 50k,cpu_time 5k,duration 50k,duration 5k | ||
curl_cffi,1,5.735,1.521,7.957,3.25 | ||
httpx,1,3.801,2.116,6.117,3.987 | ||
pyreqwest_impersonate,1,0.855,0.297,1.977,1.238 | ||
requests,1,5.787,2.814,8.355,4.73 | ||
tls_client,1,6.414,1.96,6.941,3.153 |
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name,threads,cpu_time 50k,cpu_time 5k,duration 50k,duration 5k | ||
curl_cffi,4,4.014,1.255,1.567,0.866 | ||
httpx,4,2.105,1.461,1.505,1.307 | ||
pyreqwest_impersonate,4,1.15,0.399,0.875,0.751 | ||
requests,4,4.14,3.006,3.356,2.802 | ||
tls_client,4,3.803,1.357,1.382,0.832 |
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## Benchmark | ||
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Benchmark between `pyreqwests_impersonate` and other python http clients: | ||
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- curl_cffi | ||
- httpx | ||
- pyreqwests_impersonate | ||
- python-tls-client | ||
- requests | ||
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All the clients run with session/client enabled. | ||
Server response is gzipped. | ||
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#### Run benchmark: | ||
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- run server: `uvicorn server:app` | ||
- run benchmark: `python benchmark.py` |
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import time | ||
from concurrent.futures import ThreadPoolExecutor, as_completed | ||
import pandas as pd | ||
import requests | ||
import httpx | ||
import tls_client | ||
import pyreqwest_impersonate | ||
import curl_cffi.requests | ||
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results = [] | ||
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def session_get_test(session_class, requests_number): | ||
s = session_class() | ||
for _ in range(requests_number): | ||
s.get(url).text | ||
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# one thread | ||
requests_number = 2000 | ||
for response_size in ["5k", "50k"]: | ||
url = f"http://127.0.0.1:8000/{response_size}" | ||
print(f"\nOne worker, {response_size=}, {requests_number=}") | ||
for name, session_class in [ | ||
("requests", requests.Session), | ||
("httpx", httpx.Client), | ||
("tls_client", tls_client.Session), | ||
("curl_cffi", curl_cffi.requests.Session), | ||
("pyreqwest_impersonate", pyreqwest_impersonate.Client), | ||
]: | ||
start = time.perf_counter() | ||
cpu_start = time.process_time() | ||
session_get_test(session_class, requests_number) | ||
dur = round(time.perf_counter() - start, 3) | ||
cpu_dur = round(time.process_time() - cpu_start, 3) | ||
results.append({"name": name, "threads": 1, "response_size": response_size, "duration": dur, "cpu_time": cpu_dur}) | ||
print(f" name: {name:<22} {response_size=} {dur=} {cpu_dur=}") | ||
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# multiple threads | ||
requests_number = 500 | ||
threads_number = 4 | ||
for response_size in ["5k", "50k"]: | ||
url = f"http://127.0.0.1:8000/{response_size}" | ||
print(f"\n{threads_number} workers, {response_size=}, {requests_number=}") | ||
for name, session_class in [ | ||
("requests", requests.Session), | ||
("httpx", httpx.Client), | ||
("tls_client", tls_client.Session), | ||
("curl_cffi", curl_cffi.requests.Session), | ||
("pyreqwest_impersonate", pyreqwest_impersonate.Client), | ||
]: | ||
start = time.perf_counter() | ||
cpu_start = time.process_time() | ||
with ThreadPoolExecutor(threads_number) as executor: | ||
futures = [executor.submit(session_get_test, session_class, requests_number) for _ in range(threads_number)] | ||
for f in as_completed(futures): | ||
f.result() | ||
dur = round(time.perf_counter() - start, 3) | ||
cpu_dur = round(time.process_time() - cpu_start, 3) | ||
results.append({"name": name, "threads": threads_number, "response_size": response_size, "duration": dur, "cpu_time": cpu_dur}) | ||
print(f" name: {name:<22} {response_size=} {dur=} {cpu_dur=}") | ||
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df = pd.DataFrame(results) | ||
pivot_df = df.pivot_table(index=['name', 'threads'], columns='response_size', values=['duration', 'cpu_time'], aggfunc='mean') | ||
pivot_df.reset_index(inplace=True) | ||
pivot_df.columns = [' '.join(col).strip() for col in pivot_df.columns.values] | ||
pivot_df = pivot_df[['name', 'threads'] + [col for col in pivot_df.columns if col not in ['name', 'threads']]] | ||
unique_threads = pivot_df['threads'].unique() | ||
for thread in unique_threads: | ||
thread_df = pivot_df[pivot_df['threads'] == thread] | ||
print(f"\nTable for {thread} threads:") | ||
print(thread_df.to_string(index=False)) | ||
thread_df.to_csv(f'{thread}_threads.csv', index=False) | ||
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pandas | ||
starlette | ||
uvicorn | ||
requests | ||
httpx | ||
tls-client | ||
pyreqwest_impersonate | ||
curl_cffi |
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import base64 | ||
import os | ||
import gzip | ||
from starlette.applications import Starlette | ||
from starlette.responses import Response | ||
from starlette.routing import Route | ||
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random_5k = base64.b64encode(os.urandom(5 * 1024)).decode('utf-8') | ||
random_5k = gzip.compress(random_5k.encode('utf-8')) | ||
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random_50k = base64.b64encode(os.urandom(50 * 1024)).decode('utf-8') | ||
random_50k = gzip.compress(random_50k.encode('utf-8')) | ||
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def gzip_response(gzipped_content): | ||
headers = { | ||
'Content-Encoding': 'gzip', | ||
'Content-Length': str(len(gzipped_content)), | ||
} | ||
return Response(gzipped_content, headers=headers) | ||
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app = Starlette( | ||
routes=[ | ||
Route("/5k", lambda r: gzip_response(random_5k)), | ||
Route("/50k", lambda r: gzip_response(random_50k)), | ||
], | ||
) | ||
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# Run server: uvicorn server:app |