Memory usage increases when tableDiffusionAITPipeline is run repeatedly.
See original GitHub issuesummary
After loading the model with from_pretrained, memory usage increases as the pipeline is used repeatedly. Each execution consumes 50 MB to 100 MB of memory. Eventually, the process stops, eating up memory. Oddly enough, the first few times the memory usage does not seem to increase significantly.
code
import torch
from pipeline_stable_diffusion_ait import StableDiffusionAITPipeline
pipe = StableDiffusionAITPipeline.from_pretrained(
"CompVis/stable-diffusion-v1-4",
revision="fp16",
torch_dtype=torch.float16,
use_auth_token=token,
).to("cuda")
while True:
with torch.autocast("cuda"):
image = pipe(prompt).images[0]
environment
$ nvcc --version nvcc: NVIDIA ® Cuda compiler driver Copyright © 2005-2022 NVIDIA Corporation Built on Tue_Mar__8_18:18:20_PST_2022 Cuda compilation tools, release 11.6, V11.6.124 Build cuda_11.6.r11.6/compiler.31057947_0
$ nvidia-smi
±----------------------------------------------------------------------------+
| NVIDIA-SMI 510.47.03 Driver Version: 510.47.03 CUDA Version: 11.6 |
|-------------------------------±---------------------±---------------------+
GPU:Nvidia-A100-40GB
$ sudo pip list
Package Version
------------------------ --------------------
aiohttp 3.8.3
aiosignal 1.2.0
aitemplate 0.1.dev0
async-timeout 4.0.2
attrs 19.3.0
Automat 0.8.0
blinker 1.4
CacheControl 0.12.11
cachetools 5.2.0
certifi 2019.11.28
chardet 3.0.4
charset-normalizer 2.1.1
Click 7.0
cloud-init 22.2
colorama 0.4.3
command-not-found 0.3
configobj 5.0.6
constantly 15.1.0
cryptography 2.8
cupshelpers 1.0
dbus-python 1.2.16
defer 1.0.6
diffusers 0.3.0
distro 1.4.0
distro-info 0.23ubuntu1
entrypoints 0.3
filelock 3.8.0
firebase-admin 5.4.0
frozenlist 1.3.1
ftfy 6.1.1
future 0.18.2
google-api-core 2.10.1
google-api-python-client 2.64.0
google-auth 2.12.0
google-auth-httplib2 0.1.0
google-cloud-core 2.3.2
google-cloud-firestore 2.7.1
google-cloud-storage 2.5.0
google-crc32c 1.5.0
google-resumable-media 2.4.0
googleapis-common-protos 1.56.4
grpcio 1.49.1
grpcio-status 1.49.1
httplib2 0.20.4
huggingface-hub 0.10.0
hyperlink 19.0.0
idna 2.8
importlib-metadata 1.5.0
incremental 16.10.1
install 1.3.5
Jinja2 3.1.2
jsonpatch 1.22
jsonpointer 2.0
jsonschema 3.2.0
keyring 18.0.1
language-selector 0.1
launchpadlib 1.10.13
lazr.restfulclient 0.14.2
lazr.uri 1.0.3
line-bot-sdk 2.3.0
macaroonbakery 1.3.1
MarkupSafe 2.1.1
more-itertools 4.2.0
msgpack 1.0.4
multidict 6.0.2
netifaces 0.10.4
numpy 1.23.3
oauthlib 3.1.0
packaging 21.3
pexpect 4.6.0
pika 1.3.0
Pillow 9.2.0
pip 22.2.2
proto-plus 1.22.1
protobuf 4.21.7
pyasn1 0.4.2
pyasn1-modules 0.2.1
pycairo 1.16.2
pycups 1.9.73
PyGObject 3.36.0
PyHamcrest 1.9.0
PyJWT 1.7.1
pymacaroons 0.13.0
PyNaCl 1.3.0
pyOpenSSL 19.0.0
pyparsing 3.0.9
pyRFC3339 1.1
pyrsistent 0.15.5
pyserial 3.4
python-apt 2.0.0+ubuntu0.20.4.8
python-debian 0.1.36ubuntu1
python-dotenv 0.21.0
pytz 2019.3
PyYAML 5.3.1
regex 2022.9.13
requests 2.22.0
requests-unixsocket 0.2.0
rsa 4.9
scipy 1.9.1
screen-resolution-extra 0.0.0
SecretStorage 2.3.1
service-identity 18.1.0
setuptools 45.2.0
simplejson 3.16.0
six 1.14.0
sos 4.3
ssh-import-id 5.10
systemd-python 234
tokenizers 0.12.1
torch 1.12.1+cu116
torchaudio 0.12.1+cu116
torchvision 0.13.1+cu116
tqdm 4.64.1
transformers 4.22.2
Twisted 18.9.0
typing_extensions 4.3.0
ubuntu-advantage-tools 27.10
ufw 0.36
unattended-upgrades 0.1
uritemplate 4.1.1
urllib3 1.25.8
wadllib 1.3.3
wcwidth 0.2.5
wheel 0.34.2
xkit 0.0.0
yarl 1.8.1
zipp 1.0.0
zope.interface 4.7.1
Issue Analytics
- State:
- Created a year ago
- Comments:10 (6 by maintainers)
Top GitHub Comments
@mikeiovine fixed the bug. Will do a sync today to fix this issue.
This still occurs for me.