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Thanks for your great work!
I try the tools/parallel_inference/run.sh but raise an error as:
My python env like (same as install):
Package Version
------------------------- ------------
absl-py 2.1.0
accelerate 1.1.1
aiofiles 23.2.1
aiosignal 1.3.2
albucore 0.0.23
albumentations 2.0.4
annotated-types 0.7.0
antlr4-python3-runtime 4.9.3
anyio 4.8.0
anykeystore 0.2
asttokens 3.0.0
attrs 25.1.0
av 14.2.0
beautifulsoup4 4.13.3
bitsandbytes 0.45.3
blessed 1.20.0
blinker 1.9.0
certifi 2025.1.31
charset-normalizer 3.4.1
click 8.1.8
clip 1.0
coloredlogs 15.0.1
comm 0.2.2
consisid_eva_clip 1.0.2
contourpy 1.3.1
cryptacular 1.6.2
cycler 0.12.1
Cython 3.0.12
decorator 5.2.1
decord 0.6.0
deepspeed 0.15.2
defusedxml 0.7.1
diffusers 0.33.0.dev0
DistVAE 0.0.0b5
docker-pycreds 0.4.0
easydict 1.13
einops 0.8.1
executing 2.2.0
facexlib 0.3.0
fastapi 0.115.8
ffmpy 0.5.0
filelock 3.17.0
filterpy 1.4.5
flash_attn 2.7.4.post1
Flask 3.1.0
flatbuffers 25.2.10
fonttools 4.56.0
frozenlist 1.5.0
fsspec 2025.2.0
ftfy 6.3.1
func_timeout 4.3.5
gitdb 4.0.12
GitPython 3.1.44
gpustat 1.1.1
gradio 5.6.0
gradio_client 1.4.3
greenlet 3.1.1
grpcio 1.70.0
h11 0.14.0
hjson 3.1.0
httpcore 1.0.7
httpx 0.28.1
huggingface-hub 0.27.1
humanfriendly 10.0
hupper 1.12.1
hydra-core 1.3.2
idna 3.10
imageio 2.37.0
imageio-ffmpeg 0.6.0
importlib_metadata 8.6.1
iniconfig 2.0.0
insightface 0.7.3
iopath 0.1.10
ipython 8.32.0
ipywidgets 8.1.5
itsdangerous 2.2.0
jedi 0.19.2
Jinja2 3.1.5
joblib 1.4.2
jsonschema 4.23.0
jsonschema-specifications 2024.10.1
jupyterlab_widgets 3.0.13
kiwisolver 1.4.8
lap 0.5.12
lazy_loader 0.4
llvmlite 0.43.0
loguru 0.7.3
Markdown 3.7
markdown-it-py 3.0.0
MarkupSafe 2.1.5
matplotlib 3.10.0
matplotlib-inline 0.1.7
mdurl 0.1.2
moviepy 2.1.1
mpmath 1.3.0
msgpack 1.1.0
networkx 3.4.2
ninja 1.11.1.3
numba 0.60.0
numpy 1.26.4
nvidia-cublas-cu12 12.1.3.1
nvidia-cuda-cupti-cu12 12.1.105
nvidia-cuda-nvrtc-cu12 12.1.105
nvidia-cuda-runtime-cu12 12.1.105
nvidia-cudnn-cu12 9.1.0.70
nvidia-cufft-cu12 11.0.2.54
nvidia-curand-cu12 10.3.2.106
nvidia-cusolver-cu12 11.4.5.107
nvidia-cusparse-cu12 12.1.0.106
nvidia-ml-py 12.570.86
nvidia-nccl-cu12 2.21.5
nvidia-nvjitlink-cu12 12.8.61
nvidia-nvtx-cu12 12.1.105
nvitop 1.4.2
oauthlib 3.2.2
omegaconf 2.3.0
onnx 1.17.0
onnxruntime-gpu 1.19.2
opencv-python 4.10.0.84
opencv-python-headless 4.11.0.86
optimum-quanto 0.2.6
orjson 3.10.15
packaging 24.2
pandas 2.2.3
parso 0.8.4
PasteDeploy 3.1.0
pbkdf2 1.3
peft 0.12.0
pexpect 4.9.0
pillow 10.4.0
pip 25.0
plaster 1.1.2
plaster-pastedeploy 1.0.1
platformdirs 4.3.6
pluggy 1.5.0
portalocker 3.1.1
prettytable 3.14.0
prodigyopt 1.1.2
proglog 0.1.10
prompt_toolkit 3.0.50
protobuf 5.29.3
psutil 5.9.8
ptyprocess 0.7.0
pure_eval 0.2.3
py-cpuinfo 9.0.0
pydantic 2.10.6
pydantic_core 2.27.2
pydub 0.25.1
pyfacer 0.0.4
Pygments 2.19.1
pyparsing 3.2.1
pyramid 2.0.2
pyramid-mailer 0.15.1
pytest 8.3.4
python-dateutil 2.9.0.post0
python-dotenv 1.0.1
python-multipart 0.0.12
python3-openid 3.2.0
pytz 2025.1
PyYAML 6.0.2
qwen-vl-utils 0.0.10
ray 2.42.1
referencing 0.36.2
regex 2024.11.6
repoze.sendmail 4.4.1
requests 2.32.3
requests-oauthlib 2.0.0
rich 13.9.4
rpds-py 0.23.1
ruff 0.9.7
safehttpx 0.1.6
safetensors 0.5.2
SAM-2 1.0
scenedetect 0.6.5.2
scikit-image 0.25.2
scikit-learn 1.6.1
scikit-video 1.1.11
scipy 1.15.2
seaborn 0.13.2
semantic-version 2.10.0
sentencepiece 0.2.0
sentry-sdk 2.22.0
setproctitle 1.3.5
setuptools 75.8.0
shellingham 1.5.4
simsimd 6.2.1
six 1.17.0
smmap 5.0.2
sniffio 1.3.1
soupsieve 2.6
spaces 0.30.4
spandrel 0.4.0
SQLAlchemy 2.0.38
stack-data 0.6.3
starlette 0.45.3
stringzilla 3.12.0
supervision 0.25.1
sympy 1.13.1
tensorboard 2.17.1
tensorboard-data-server 0.7.2
threadpoolctl 3.5.0
tifffile 2025.2.18
timm 1.0.9
tokenizers 0.20.1
tomlkit 0.12.0
torch 2.5.1+cu121
torchaudio 2.5.1+cu121
torchvision 0.20.1+cu121
tqdm 4.67.1
traitlets 5.14.3
transaction 5.0
transformers 4.46.3
translationstring 1.4
triton 3.1.0
typer 0.15.1
typing_extensions 4.12.2
tzdata 2025.1
ultralytics 8.3.79
ultralytics-thop 2.0.14
urllib3 2.3.0
uvicorn 0.34.0
validators 0.34.0
velruse 1.1.1
venusian 3.1.1
wandb 0.19.7
wcwidth 0.2.13
WebOb 1.8.9
websockets 12.0
Werkzeug 3.1.3
wheel 0.45.1
widgetsnbextension 4.0.13
WTForms 3.2.1
wtforms-recaptcha 0.3.2
xformers 0.0.28.post3
xfuser 0.4.1
yunchang 0.6.0
zipp 3.21.0
zope.deprecation 5.1
zope.interface 7.2
zope.sqlalchemy 3.1
I checked diffusers code and found that 'timestep_back' and 'sample' are indeed needed.
So it may be that the code is not compatible with the current version of diffusers or xfuser?
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