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stable diffusion webui / sd-extension-system-info

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benchmark.py 3.26 KB
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Vladimir Mandic 提交于 2023-12-14 10:35 . validation
import time
import logging
from modules import shared
from modules.processing import StableDiffusionProcessingTxt2Img, Processed, process_images
log = logging.getLogger('sd')
args = {
'sd_model': None,
'prompt': 'postapocalyptic steampunk city, exploration, cinematic, realistic, hyper detailed, photorealistic maximum detail, volumetric light, (((focus))), wide-angle, (((brightly lit))), (((vegetation))), lightning, vines, destruction, devastation, wartorn, ruins',
'sampler_name': 'Euler a',
'batch_size': 1,
'n_iter': 1,
'steps': 10,
'cfg_scale': 15.0,
'width': 512,
'height': 512,
'restore_faces': False,
'tiling': False,
'do_not_save_samples': True,
'do_not_save_grid': True,
'negative_prompt': '(((blurry))), ((foggy)), (((dark))), ((monochrome)), sun, (((depth of field)))',
'do_not_reload_embeddings': True
}
def run_benchmark(batch: int, extra: bool):
shared.state.begin('benchmark')
if args['sd_model'] is None:
args['sd_model'] = shared.sd_model
args['batch_size'] = batch
args['steps'] = 20 if not extra else 50
mp = 0
p = StableDiffusionProcessingTxt2Img(**args)
t0 = time.time()
try:
processed: Processed = process_images(p)
if processed is None or processed.images is None:
log.error(f'SD-System-Info benchmark error: {batch} no results')
return 'error'
if len(processed.images) != batch:
log.error(f'SD-System-Info benchmark error: {batch} results mismatch')
return 'error'
for image in processed.images:
if image.width * image.height < 65536:
log.error(f'SD-System-Info benchmark error: {batch} image too small')
return 'error'
mp += image.width * image.height
except Exception as e:
log.error(f'SD-System-Info benchmark error: {batch} {e}')
return 'error'
t1 = time.time()
shared.state.end()
its = args['steps'] * batch / (t1 - t0)
mp = mp / 1024 / 1024
mps = mp / (t1 - t0)
log.debug(f'SD-System-Info benchmark: batch={batch} time={t1-t0:.2f} steps={args["steps"]} its={its:.2f} mps={mps:.2f}')
if its > 300:
log.error(f'SD-System-Info benchmark: its={its:.2f} too high')
return 'error'
return round(its, 2)
class LogFilter(logging.Filter):
import socket
hostname = socket.gethostname()
def filter(self, record):
record.hostname = LogFilter.hostname
return True
def submit_benchmark(data, username):
from logging.handlers import SysLogHandler
from hashlib import sha256
syslog = SysLogHandler(address=('logs3.papertrailapp.com', 32554))
syslog.addFilter(LogFilter())
formatter = logging.Formatter(f'%(asctime)s %(hostname)s SDBENCHMARK: {username} %(message)s', datefmt='%b %d %H:%M:%S')
syslog.setFormatter(formatter)
remote = logging.getLogger('SDBENCHMARK')
remote.setLevel(logging.INFO)
for h in remote.handlers: # remove local handlers
remote.removeHandler(h)
remote.addHandler(syslog)
for line in data:
message = '|'.join(line).replace(' ', ' ').replace('"', '').strip()
hash256 = sha256(message.encode('utf-8')).hexdigest()[:6]
message = message + '|' + hash256
remote.info(message)
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