Hello, I have centos 8 server.

This is the error after running the command rembg -o input_image output_image

Failed to import ahead-of-time-compiled modules. This is expected on first import. Compiling modules and trying again (this might take a minute). Traceback (most recent call last): File "/usr/local/lib/python3.8/site-packages/pymatting_aot/cc.py", line 21, in import pymatting_aot.aot ModuleNotFoundError: No module named 'pymatting_aot.aot'

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/usr/local/bin/rembg", line 5, in from rembg.cmd.cli import main File "/usr/local/lib/python3.8/site-packages/rembg/cmd/cli.py", line 7, in from ..bg import remove File "/usr/local/lib/python3.8/site-packages/rembg/bg.py", line 6, in from pymatting.alpha.estimate_alpha_cf import estimate_alpha_cf File "/usr/local/lib/python3.8/site-packages/pymatting/init.py", line 2, in import pymatting_aot.cc File "/usr/local/lib/python3.8/site-packages/pymatting_aot/cc.py", line 28, in compile_modules() File "/usr/local/lib/python3.8/site-packages/pymatting_aot/cc.py", line 16, in compile_modules cc.compile() File "/usr/local/lib64/python3.8/site-packages/numba/core/compiler_lock.py", line 32, in _acquire_compile_lock return func(*args, **kwargs) File "/usr/local/lib64/python3.8/site-packages/numba/pycc/cc.py", line 217, in compile objects += self._compile_mixins(build_dir) File "/usr/local/lib64/python3.8/site-packages/numba/pycc/cc.py", line 187, in _compile_mixins objects = self._toolchain.compile_objects(sources, build_dir, File "/usr/local/lib64/python3.8/site-packages/numba/pycc/platform.py", line 137, in compile_objects objects = self._compiler.compile(sources, File "/usr/local/lib64/python3.8/site-packages/numpy/distutils/ccompiler.py", line 90, in m = lambda self, *args, **kw: func(self, *args, **kw) File "/usr/local/lib64/python3.8/site-packages/numpy/distutils/ccompiler.py", line 356, in CCompiler_compile pool.map(single_compile, build_items) File "/usr/lib64/python3.8/multiprocessing/pool.py", line 364, in map return self._map_async(func, iterable, mapstar, chunksize).get() File "/usr/lib64/python3.8/multiprocessing/pool.py", line 768, in get raise self._value File "/usr/lib64/python3.8/multiprocessing/pool.py", line 125, in worker result = (True, func(*args, **kwds)) File "/usr/lib64/python3.8/multiprocessing/pool.py", line 48, in mapstar return list(map(*args)) File "/usr/local/lib64/python3.8/site-packages/numpy/distutils/ccompiler.py", line 321, in single_compile self._compile(obj, src, ext, cc_args, extra_postargs, pp_opts) File "/usr/local/lib64/python3.8/site-packages/numpy/distutils/ccompiler.py", line 90, in m = lambda self, *args, **kw: func(self, *args, **kw) File "/usr/local/lib64/python3.8/site-packages/numpy/distutils/unixccompiler.py", line 54, in UnixCCompiler__compile raise CompileError(msg) distutils.errors.CompileError: Command "gcc -pthread -Wno-unused-result -Wsign-compare -DDYNAMIC_ANNOTATIONS_ENABLED=1 -DNDEBUG -O2 -g -pipe -Wall -Werror=format-security -Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fexceptions -fstack-protector-strong -grecord-gcc-switches -m64 -mtune=generic -fasynchronous-unwind-tables -fstack-clash-protection -fcf-protection -D_GNU_SOURCE -fPIC -fwrapv -O2 -g -pipe -Wall -Werror=format-security -Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fexceptions -fstack-protector-strong -grecord-gcc-switches -m64 -mtune=generic -fasynchronous-unwind-tables -fstack-clash-protection -fcf-protection -D_GNU_SOURCE -fPIC -fwrapv -O2 -g -pipe -Wall -Werror=format-security -Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fexceptions -fstack-protector-strong -grecord-gcc-switches -m64 -mtune=generic -fasynchronous-unwind-tables -fstack-clash-protection -fcf-protection -D_GNU_SOURCE -fPIC -fwrapv -fPIC -DPYCC_MODULE_NAME=aot -DPYCC_USE_NRT=1 -I/usr/include/python3.8 -I/usr/local/lib64/python3.8/site-packages/numpy/core/include -c /usr/local/lib64/python3.8/site-packages/numba/cext/utils.c -o /tmp/pycc-build-aot-gz0f8q5m/usr/local/lib64/python3.8/site-packages/numba/cext/utils.o" failed with exit status 1

This is the command I have used to install rembg

python3.8 -m pip install --upgrade pip

[root@ ]# python3.8 -m pip install rembg

Processing /root/.cache/pip/wheels/c4/52/be/f93ed10eb3209e691a9226d0ba337172ef19e38a0014892198/rembg-1.0.15-cp38-none-any.whl Requirement already satisfied: pillow==8.0.1 in /usr/local/lib64/python3.8/site-packages (from rembg) (8.0.1) Requirement already satisfied: numpy==1.19.4 in /usr/local/lib64/python3.8/site-packages (from rembg) (1.19.4) Requirement already satisfied: requests==2.24.0 in /usr/local/lib/python3.8/site-packages (from rembg) (2.24.0) Requirement already satisfied: scipy==1.5.4 in /usr/local/lib64/python3.8/site-packages (from rembg) (1.5.4) Requirement already satisfied: scikit-image==0.17.2 in /usr/local/lib64/python3.8/site-packages (from rembg) (0.17.2) Requirement already satisfied: waitress==1.4.4 in /usr/local/lib/python3.8/site-packages (from rembg) (1.4.4) Requirement already satisfied: pymatting==1.1.1 in /usr/local/lib/python3.8/site-packages (from rembg) (1.1.1) Requirement already satisfied: tqdm==4.51.0 in /usr/local/lib/python3.8/site-packages (from rembg) (4.51.0) Requirement already satisfied: flask==1.1.2 in /usr/local/lib/python3.8/site-packages (from rembg) (1.1.2) Requirement already satisfied: torchvision==0.8.1 in /usr/local/lib64/python3.8/site-packages (from rembg) (0.8.1) Requirement already satisfied: torch==1.7.0 in /usr/local/lib64/python3.8/site-packages (from rembg) (1.7.0) Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.8/site-packages (from requests==2.24.0->rembg) (1.25.11) Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/site-packages (from requests==2.24.0->rembg) (2020.11.8) Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.8/site-packages (from requests==2.24.0->rembg) (3.0.4) Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.8/site-packages (from requests==2.24.0->rembg) (2.10) Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.8/site-packages (from scikit-image==0.17.2->rembg) (2020.10.1) Requirement already satisfied: matplotlib!=3.0.0,>=2.0.0 in /usr/local/lib64/python3.8/site-packages (from scikit-image==0.17.2->rembg) (3.3.3) Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.8/site-packages (from scikit-image==0.17.2->rembg) (2.5) Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.8/site-packages (from scikit-image==0.17.2->rembg) (2.9.0) Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib64/python3.8/site-packages (from scikit-image==0.17.2->rembg) (1.1.1) Requirement already satisfied: numba!=0.49.0 in /usr/local/lib64/python3.8/site-packages (from pymatting==1.1.1->rembg) (0.51.2) Requirement already satisfied: Jinja2>=2.10.1 in /usr/local/lib/python3.8/site-packages (from flask==1.1.2->rembg) (2.11.2) Requirement already satisfied: click>=5.1 in /usr/local/lib/python3.8/site-packages (from flask==1.1.2->rembg) (7.1.2) Requirement already satisfied: itsdangerous>=0.24 in /usr/local/lib/python3.8/site-packages (from flask==1.1.2->rembg) (1.1.0) Requirement already satisfied: Werkzeug>=0.15 in /usr/local/lib/python3.8/site-packages (from flask==1.1.2->rembg) (1.0.1) Requirement already satisfied: dataclasses in /usr/local/lib/python3.8/site-packages (from torch==1.7.0->rembg) (0.6) Requirement already satisfied: future in /usr/local/lib/python3.8/site-packages (from torch==1.7.0->rembg) (0.18.2) Requirement already satisfied: typing-extensions in /usr/local/lib/python3.8/site-packages (from torch==1.7.0->rembg) (3.7.4.3) Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib64/python3.8/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image==0.17.2->rembg) (1.3.1) Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /usr/local/lib/python3.8/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image==0.17.2->rembg) (2.4.7) Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.8/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image==0.17.2->rembg) (2.8.1) Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.8/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image==0.17.2->rembg) (0.10.0) Requirement already satisfied: decorator>=4.3.0 in /usr/local/lib/python3.8/site-packages (from networkx>=2.0->scikit-image==0.17.2->rembg) (4.4.2) Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib64/python3.8/site-packages (from numba!=0.49.0->pymatting==1.1.1->rembg) (0.34.0) Requirement already satisfied: setuptools in /usr/lib/python3.8/site-packages (from numba!=0.49.0->pymatting==1.1.1->rembg) (41.6.0) Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib64/python3.8/site-packages (from Jinja2>=2.10.1->flask==1.1.2->rembg) (1.1.1) Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.8/site-packages (from python-dateutil>=2.1->matplotlib!=3.0.0,>=2.0.0->scikit-image==0.17.2->rembg) (1.15.0) Installing collected packages: rembg Successfully installed rembg-1.0.15

Please suggest

I ran rembg -o 01.PNG 01.JPG on a system with CUDA support and on a system without CUDA support. It's a 2784x1856 JPG with 3.32 MB. CUDA is 11 seconds, CPU is 14 seconds. CUDA is actually used as the check in https://github.com/danielgatis/rembg/blob/master/src/rembg/u2net/detect.py#L92 is successful. Can you explain that to me please?

Hello,

Thank you so much for this great tool. I have a php website using CodeIgniter.

When I execute the code below from a php file at the root of my website, it"s working fine. When I execute it in the codeIgniter 'application' folder (what I need), it doesn't work. Any file is returned.

I have tried with python as well

$rembgpy = '/my_path/app.py'; $in = '/my_path/lanterne.jpg'; $out = '/mypath/new_lanterne.png';

exec("rembg -o '$out' '$in'");

exec("cat '$in' | python3.6 '$rembgpy' > '$out' ");

Do you have any idea ? (In codeIgniter, python is working for other python program)

Thank you very much Aude

I am on Windows 11. While I did read that it runs with 3.9, does that mean this will not work with a later version? I tried to run with 3.10, 3.9.13 but always getting the following error and not sure what to do:

Traceback (most recent call last): File "/Users/apple/.pyenv/versions/3.8.6/bin/rembg", line 8, in sys.exit(main()) File "/Users/apple/.pyenv/versions/3.8.6/lib/python3.8/site-packages/rembg/cmd/cli.py", line 122, in main remove( File "/Users/apple/.pyenv/versions/3.8.6/lib/python3.8/site-packages/rembg/bg.py", line 87, in remove model = get_model(model_name) File "/Users/apple/.pyenv/versions/3.8.6/lib/python3.8/site-packages/rembg/bg.py", line 76, in get_model return detect.load_model(model_name="u2net") File "/Users/apple/.pyenv/versions/3.8.6/lib/python3.8/site-packages/rembg/u2net/detect.py", line 83, in load_model download_file_from_google_drive( File "/Users/apple/.pyenv/versions/3.8.6/lib/python3.8/site-packages/rembg/u2net/detect.py", line 28, in download_file_from_google_drive response = session.get(URL, params={"id": id}, stream=True) File "/Users/apple/.pyenv/versions/3.8.6/lib/python3.8/site-packages/requests/sessions.py", line 543, in get return self.request('GET', url, **kwargs) File "/Users/apple/.pyenv/versions/3.8.6/lib/python3.8/site-packages/requests/sessions.py", line 530, in request resp = self.send(prep, **send_kwargs) File "/Users/apple/.pyenv/versions/3.8.6/lib/python3.8/site-packages/requests/sessions.py", line 643, in send r = adapter.send(request, **kwargs) File "/Users/apple/.pyenv/versions/3.8.6/lib/python3.8/site-packages/requests/adapters.py", line 516, in send raise ConnectionError(e, request=request) requests.exceptions.ConnectionError: HTTPSConnectionPool(host='docs.google.com', port=443): Max retries exceeded with url: /uc?export=download&id=1ao1ovG1Qtx4b7EoskHXmi2E9rp5CHLcZ (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x136a4b460>: Failed to establish a new connection: [Errno 60] Operation timed out'))

Describe the bug Access denied with the following error:

Too many users have viewed or downloaded this file recently. Please
try accessing the file again later. If the file you are trying to
access is particularly large or is shared with many people, it may
take up to 24 hours to be able to view or download the file. If you
still can't access a file after 24 hours, contact your domain
administrator. 

You may still be able to access the file from the browser:

 https://drive.google.com/uc?id=1tCU5MM1LhRgGou5OpmpjBQbSrYIUoYab 

To Reproduce Steps to reproduce the behavior: from rembg import remove from PIL import Image for input_path in glob.glob('/content/multi_class_input/*.jpg'): output_path = input_path.replace('input','output') input = Image.open(input_path) output = remove(input) output.save(output_path)

Expected behavior output foreground png

Images Input images to reproduce.

OS Version: iOS 22

Rembg version: v2.0.21

Additional context Add any other context about the problem here.

Describe the bug When trying to run pip install rembg[gpu] I get

ERROR: Cannot install rembg[gpu]==2.0.24 and rembg[gpu]==2.0.25 because these package versions have conflicting dependencies.

The conflict is caused by:
    rembg[gpu] 2.0.25 depends on onnxruntime-gpu==1.12.1; extra == "gpu"
    rembg[gpu] 2.0.24 depends on onnxruntime-gpu==1.12.1; extra == "gpu"

To fix this you could try to:
1. loosen the range of package versions you've specified
2. remove package versions to allow pip attempt to solve the dependency conflict

To Reproduce python version 3.10.6 pip version 22.2.2 using venv

run pip install rembg[gpu] get

  Using cached rembg-2.0.25-py3-none-any.whl (12 kB)
Collecting scikit-image==0.19.3
  Using cached scikit_image-0.19.3-cp310-cp310-macosx_12_0_arm64.whl (12.5 MB)
Collecting numpy==1.21.6
  Using cached numpy-1.21.6-cp310-cp310-macosx_11_0_arm64.whl (12.4 MB)
Collecting watchdog==2.1.9
  Using cached watchdog-2.1.9-cp310-cp310-macosx_11_0_arm64.whl (88 kB)
Collecting aiohttp==3.8.1
  Using cached aiohttp-3.8.1-cp310-cp310-macosx_11_0_arm64.whl (552 kB)
Collecting click==8.1.3
  Using cached click-8.1.3-py3-none-any.whl (96 kB)
Collecting gdown==4.5.1
  Using cached gdown-4.5.1.tar.gz (14 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting tqdm==4.64.0
  Using cached tqdm-4.64.0-py2.py3-none-any.whl (78 kB)
Collecting asyncer==0.0.1
  Using cached asyncer-0.0.1-py3-none-any.whl (8.1 kB)
Collecting opencv-python-headless==4.6.0.66
  Using cached opencv_python_headless-4.6.0.66-cp37-abi3-macosx_11_0_arm64.whl (30.0 MB)
Collecting python-multipart==0.0.5
  Using cached python-multipart-0.0.5.tar.gz (32 kB)
  Preparing metadata (setup.py) ... done
Collecting scipy==1.7.3
  Using cached scipy-1.7.3-1-cp310-cp310-macosx_12_0_arm64.whl (27.0 MB)
Collecting imagehash==4.2.1
  Using cached ImageHash-4.2.1.tar.gz (812 kB)
  Preparing metadata (setup.py) ... done
Collecting fastapi==0.80.0
  Using cached fastapi-0.80.0-py3-none-any.whl (54 kB)
Collecting pillow==9.2.0
  Using cached Pillow-9.2.0-cp310-cp310-macosx_11_0_arm64.whl (2.8 MB)
Collecting pymatting==1.1.8
  Using cached PyMatting-1.1.8-py3-none-any.whl (47 kB)
Collecting uvicorn==0.18.3
  Using cached uvicorn-0.18.3-py3-none-any.whl (57 kB)
Collecting filetype==1.1.0
  Using cached filetype-1.1.0-py2.py3-none-any.whl (17 kB)
Collecting onnxruntime==1.12.1
  Using cached onnxruntime-1.12.1-cp310-cp310-macosx_11_0_arm64.whl (5.3 MB)
Collecting rembg[gpu]
  Using cached rembg-2.0.24-py3-none-any.whl (12 kB)
ERROR: Cannot install rembg[gpu]==2.0.24 and rembg[gpu]==2.0.25 because these package versions have conflicting dependencies.

The conflict is caused by:
    rembg[gpu] 2.0.25 depends on onnxruntime-gpu==1.12.1; extra == "gpu"
    rembg[gpu] 2.0.24 depends on onnxruntime-gpu==1.12.1; extra == "gpu"

To fix this you could try to:
1. loosen the range of package versions you've specified
2. remove package versions to allow pip attempt to solve the dependency conflict

ERROR: ResolutionImpossible: for help visit https://pip.pypa.io/en/latest/topics/dependency-resolution/#dealing-with-dependency-conflicts

Expected behavior should not have a versioning conflict

Images Input images to reproduce.

OS Version: MacOS 12.5.1

Rembg version: v2.0.25

What a wonderful work! I am sorry to bother you,but I have a question in "sudo: rembg：command not found". I have installed rembg,but when I use "rembg -o /home/zc/transformed.png /home/zc/PycharmProjects/pythonProject/modeltest.png",nothing happened.What should I do?How can I operate?

I would very appreciate if you could help me. Thank you!

Hey, first of all thanks for sharing your great work!

As described in the docs I trained a custom model based on the U²Net architecture to remove specific backgrounds and the results were fine but it seems like you cut off custom model support in 3b18bad8587016011fc1ea27d229213ab173a31b. Are you planing to add this again in future? Could you please give an insight how you converted the u2net .pth-models to the .onnx ones?

Thanks!

I got an error for installing rembg

ERROR: Could not find a version that satisfies the requirement torchvision==0.8.1 (from rembg) (from versions: 0.1.6, 0.1.7, 0.1.8, 0.1.9, 0.2.0, 0.2.1, 0.2.2, 0.2.2.post2, 0.2.2.post3, 0.5.0) ERROR: No matching distribution found for torchvision==0.8.1 (from rembg)

When I try to use alpha mating on a image it throws following error message:

According documentation it should work well.

Installation over pip3: Python 3.8.10 pip3 20.0.2 ubuntu 20.04

Hi, Im running python 3.8.0 and when I try to install I get the below error, I have updated pip and wheel. I have tried locating the log files but they get deleted soon as the attempt fails so I'm unable to open them. I'm on Windows 10

`C:\Users{user}>pip install rembg==2.0.30 Collecting rembg==2.0.30 Using cached rembg-2.0.30-py3-none-any.whl (13 kB) Collecting click~=8.1.3 Using cached click-8.1.3-py3-none-any.whl (96 kB) Collecting pillow~=9.3.0 Using cached Pillow-9.3.0-cp38-cp38-win32.whl (2.2 MB) Collecting pooch~=1.6.0 Using cached pooch-1.6.0-py3-none-any.whl (56 kB) Collecting uvicorn~=0.20.0 Using cached uvicorn-0.20.0-py3-none-any.whl (56 kB) Collecting numpy~=1.23.5 Using cached numpy-1.23.5-cp38-cp38-win32.whl (12.2 MB) Collecting fastapi~=0.87.0 Using cached fastapi-0.87.0-py3-none-any.whl (55 kB) Collecting watchdog~=2.1.9 Using cached watchdog-2.1.9-py3-none-win32.whl (78 kB) Collecting scikit-image~=0.19.3 Using cached scikit_image-0.19.3-cp38-cp38-win32.whl (11.3 MB) Collecting onnxruntime~=1.13.1 Using cached onnxruntime-1.13.1-cp38-cp38-win32.whl (5.1 MB) Collecting python-multipart~=0.0.5 Using cached python-multipart-0.0.5.tar.gz (32 kB) Preparing metadata (setup.py) ... done Collecting opencv-python-headless~=4.6.0.66 Using cached opencv_python_headless-4.6.0.66-cp36-abi3-win32.whl (26.1 MB) Collecting tqdm~=4.64.1 Using cached tqdm-4.64.1-py2.py3-none-any.whl (78 kB) Collecting scipy~=1.9.3 Using cached scipy-1.9.3.tar.gz (42.1 MB) Installing build dependencies ... done Getting requirements to build wheel ... done Installing backend dependencies ... done Preparing metadata (pyproject.toml) ... error error: subprocess-exited-with-error

× Preparing metadata (pyproject.toml) did not run successfully. │ exit code: 1 ╰─> [21 lines of output] + meson setup --prefix=c:\users{user}\appdata\local\programs\python\python38-32 C:\Users{user}\AppData\Local\Temp\pip-install-huoo9sjr\scipy_32a0cf31ae834d2187aa93ebc5e60a97 C:\Users{user}\AppData\Local\Temp\pip-install-huoo9sjr\scipy_32a0cf31ae834d2187aa93ebc5e60a97.mesonpy-l7t23cq7\build --native-file=C:\Users{user}\AppData\Local\Temp\pip-install-huoo9sjr\scipy_32a0cf31ae834d2187aa93ebc5e60a97.mesonpy-native-file.ini -Ddebug=false -Doptimization=2 The Meson build system Version: 1.0.0 Source dir: C:\Users{user}\AppData\Local\Temp\pip-install-huoo9sjr\scipy_32a0cf31ae834d2187aa93ebc5e60a97 Build dir: C:\Users{user}\AppData\Local\Temp\pip-install-huoo9sjr\scipy_32a0cf31ae834d2187aa93ebc5e60a97.mesonpy-l7t23cq7\build Build type: native build Project name: SciPy Project version: 1.9.3 WARNING: Failed to activate VS environment: Could not find C:\Program Files (x86)\Microsoft Visual Studio\Installer\vswhere.exe

  ..\..\meson.build:1:0: ERROR: Unknown compiler(s): [['icl'], ['cl'], ['cc'], ['gcc'], ['clang'], ['clang-cl'], ['pgcc']]
  The following exception(s) were encountered:
  Running `icl ""` gave "[WinError 2] The system cannot find the file specified"
  Running `cl /?` gave "[WinError 2] The system cannot find the file specified"
  Running `cc --version` gave "[WinError 2] The system cannot find the file specified"
  Running `gcc --version` gave "[WinError 2] The system cannot find the file specified"
  Running `clang --version` gave "[WinError 2] The system cannot find the file specified"
  Running `clang-cl /?` gave "[WinError 2] The system cannot find the file specified"
  Running `pgcc --version` gave "[WinError 2] The system cannot find the file specified"

  A full log can be found at C:\Users\{user}\AppData\Local\Temp\pip-install-huoo9sjr\scipy_32a0cf31ae834d2187aa93ebc5e60a97\.mesonpy-l7t23cq7\build\meson-logs\meson-log.txt
  [end of output]

note: This error originates from a subprocess, and is likely not a problem with pip. error: metadata-generation-failed

× Encountered error while generating package metadata. ╰─> See above for output.

note: This is an issue with the package mentioned above, not pip. hint: See above for details.`

Hi there!

I was using rembg to remove the backgrounds from many images at once, which I got to work using u2net.onnx as you provided in rembg. These images are images of clothing. However, on images with white clothing, the u2net and u2netp models leave large shadows behind each of the items of clothing, and leave gaps in between the item where it was even brighter. In addition, it fails to remove between hair.

I did some research and found this model on the u2net page: https://github.com/dennisbappert/u-2-net-portrait This seems to be what I need, but the download page gives a .pth model.

My two questions are: how can I adjust the loss threshold to account for white clothes, and how can I convert this model from .pth to .onnx and use it within my code so that I can see if it works better than u2net?

Thanks in advance!

Describe the bug I run remb as part of a container on a lamdalabs instance, so I have access to an a100.

To Reproduce My install setup includes apt-get update && apt-get install libgl1 -y && apt-get install libglib2.0-0 -y conda install cudatoolkit

and I also have a docker base image with pytorch 1.13 and cuda 11.6, so those are also given I install remb with in my requirements with rembg[gpu] @ git+https://github.com/samiede/rembg.git

Expected behavior

I run rembg and can do so on GPU

Rembg version: v2.0.21

What actually happens I get

2022-12-19 13:17:56.146554627 [W:onnxruntime:Default, onnxruntime_pybind_state.cc:552 CreateExecutionProviderInstance] Failed to create TensorrtExecutionProvider. Please reference https://onnxruntime.ai/docs/execution-providers/TensorRT-ExecutionProvider.html#requirements to ensure all dependencies are met.

and the execution runs on the CPU

I am on WIN 10 and Python 3.9 is installed. pip install rembg[gpu] - no errors The Models Files are all in .u2net directory and the onnxruntime_providers_tensorrt.dll is in the right directory

`C:\Users\MyName>rembg i E:\haare.jpg E:\haare-maske.jpg Traceback (most recent call last): File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\runpy.py", line 197, in _run_module_as_main return _run_code(code, main_globals, None, File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\runpy.py", line 87, in run_code exec(code, run_globals) File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\Scripts\rembg.exe_main.py", line 7, in File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\click\core.py", line 1130, in call return self.main(*args, **kwargs) File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\click\core.py", line 1055, in main rv = self.invoke(ctx) File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\click\core.py", line 1657, in invoke return _process_result(sub_ctx.command.invoke(sub_ctx)) File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\click\core.py", line 1404, in invoke return ctx.invoke(self.callback, **ctx.params) File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\click\core.py", line 760, in invoke return __callback(*args, **kwargs) File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\rembg\cli.py", line 97, in i output.write(remove(input.read(), session=new_session(model), **kwargs)) File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\rembg\session_factory.py", line 66, in new_session ort.InferenceSession( File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\onnxruntime\capi\onnxruntime_inference_collection.py", line 347, in init self._create_inference_session(providers, provider_options, disabled_optimizers) File "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\onnxruntime\capi\onnxruntime_inference_collection.py", line 395, in _create_inference_session sess.initialize_session(providers, provider_options, disabled_optimizers) RuntimeError: D:\a_work\1\s\onnxruntime\core\session\provider_bridge_ort.cc:1029 onnxruntime::ProviderLibrary::Get [ONNXRuntimeError] : 1 : FAIL : LoadLibrary failed with error 126 "" when trying to load "C:\Users\MyName\AppData\Local\Programs\Python\Python39\lib\site-packages\onnxruntime\capi\onnxruntime_providers_tensorrt.dll"

C:\Users\MyName> `

A "small" Tip or an installation guide for dummies would be fantastic!

Many greetings Hans

OS Version: WIN 10

Rembg version: v2.0.21

Python 3.9

Nvidia GTX 1070 Latest Studio Driver

Describe the bug I would like to use the server as you have in your first tuto video (I guess). Maybe I miss something or do not understand something. Can you help ?

To Reproduce

rembg is working properly with i and p on my machine. If I run the server:

rembg s

get the output:

INFO:     Started server process [29484]
INFO:     Waiting for application startup.
INFO:     Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:5000 (Press CTRL+C to quit)
INFO:     127.0.0.1:54521 - "GET / HTTP/1.1" 422 Unprocessable Entity

If I open http://127.0.0.1:5000/ or http://localhost:5000/ I see this line only:

{"detail":[{"loc":["query","url"],"msg":"field required","type":"value_error.missing"}]}

The http://localhost:5000/docs seems to work

INFO:     127.0.0.1:54643 - "GET /docs HTTP/1.1" 200 OK
INFO:     127.0.0.1:54643 - "GET /openapi.json HTTP/1.1" 200 OK

Should be able to change the parameters on this page ? Because I cannot.

Expected behavior I expect to have a site like yours:

OS Version: Windows 10

Rembg version: rembg 2.0.29

      Using cached rembg-2.0.24-py3-none-any.whl (12 kB)
  ERROR: Cannot install rembg==2.0.24 and rembg==2.0.25 because these package versions have conflicting dependencies.
  
  The conflict is caused by:
      rembg 2.0.25 depends on numpy==1.21.6
      rembg 2.0.24 depends on numpy==1.21.6
  
  To fix this you could try to:
  1. loosen the range of package versions you've specified
  2. remove package versions to allow pip attempt to solve the dependency conflict
  
  ERROR: ResolutionImpossible: for help visit https://pip.pypa.io/en/latest/topics/dependency-resolution/#dealing-with-dependency-conflicts