[Discussion] Spleeter works natively on Apple Silicon Macs if you use Apple's version of TensorFlow #696

argsnd · 2021-12-22T13:31:21Z

Spleeter is working for me natively on my M1 Max MacBook Pro, built against Apple's Metal version of TensorFlow.

Instructions from memory:

brew install miniforge
conda init "$(basename "${SHELL}")"
conda install -c apple tensorflow-deps numpy scipy llvmlite librosa pandas
pip install tensorflow-macos tensorflow-metal
git clone https://github.com/Deezer/spleeter && cd spleeter
pip install poetry
open the pyproject.toml and get rid of tensorflow/numpy/scipy/llvmlite/librosa/pandas
poetry update
poetry install
poetry build
pip install ./dist/spleeter-2.3.0-py3-none-any.whl

You might have to adapt some of these instructions, but it should broadly set you on the right path.

The text was updated successfully, but these errors were encountered:

romi1502 · 2021-12-22T18:25:56Z

Hi @argsnd,
that's great news thanks for this solution!
we also managed to make it work on M1 but haven't communicated yet. We'll update the documentation very soon probably taking inspiration of this.

ecb2c · 2021-12-25T02:50:52Z

// fixed by doing (conda install -c conda-forge poetry) not the pip install, though numpy error has shown in poetry update/install process, but it works well in poetry build for conda "base" case but I've tried several times, it's not working for conda "env" case. if you want to use multi "env" case, I think not available this moment. please let me know if succeed.

#grpcio fails to install on Apple Silicon
"grpc/grpc#25082 (comment)"

I've got some error message related to numpy library while progressing "poetry update/install/build", there might be conflicting with the other libraries?
-M1Pro: Monterey 12.1
-numpy: 1.19.5

jkohlin · 2022-01-04T19:08:53Z

Puh, I finally got spleeter running, thanks for the guide @argsnd
But now I get this, and I'm stuck. What can I do?

UserWarning: resource_tracker: There appear to be 6 leaked semaphore objects to clean up at shutdown
  warnings.warn('resource_tracker: There appear to be %d '

AlexanderPavlenko · 2022-02-10T17:53:11Z

Got it running too. MacBook Air (M1, 2020), macOS 12.2

# https://developer.apple.com/metal/tensorflow-plugin/

conda install -c apple tensorflow-deps==2.5.0
python -m pip install tensorflow-macos==2.5.0
python -m pip install tensorflow-metal
conda install -c apple llvmlite==0.36.0 numba pandas==1.3.3

git clone --depth 1 --branch v2.3.0 https://github.com/deezer/spleeter.git
# edit pyproject.toml :
# -tensorflow = "2.5.0"
# +tensorflow-macos = "2.5.0"
python -m pip install ./spleeter

brew install libsndfile
sudo ln -s /opt/homebrew/lib/libsndfile.dylib /usr/local/lib/

Moebits · 2022-04-14T15:00:27Z

I haven't been able to install this. Running the commands exactly as stated in the OP results in an error in the final step that complains that tensorflow 2.5.0 was not found. I installed version 2.5.0 as shown by @AlexanderPavlenko but in the final step the build fails for all packages.

× Building wheel for numpy (pyproject.toml) did not run successfully.
× Encountered error while trying to install package.
  ╰─> llvmlite
error: legacy-install-failure
× Encountered error while trying to install package.
╰─> grpcio

I don't want to post full output because it is quite long. I'm on macOS 12.3 M1 Pro MBP.

sclsj · 2022-06-28T11:51:27Z

I haven't been able to install this. Running the commands exactly as stated in the OP results in an error in the final step that complains that tensorflow 2.5.0 was not found. I installed version 2.5.0 as shown by @AlexanderPavlenko but in the final step the build fails for all packages.
× Building wheel for numpy (pyproject.toml) did not run successfully.
× Encountered error while trying to install package.
  ╰─> llvmlite
error: legacy-install-failure
× Encountered error while trying to install package.
╰─> grpcio
I don't want to post full output because it is quite long. I'm on macOS 12.3 M1 Pro MBP.

@Tenpi Check out the new instructions here: #607 (comment)

Following the exact steps, I can get it to work on macOS 12.3.1 M1 Max MBP.

daslicht · 2022-07-13T11:47:42Z

is it normal that resolving dependencies takes that long and counting

Resolving dependencies... (398.9s)

cmdecker95 · 2022-09-02T14:57:47Z

Got it running too. MacBook Air (M1, 2020), macOS 12.2

# https://developer.apple.com/metal/tensorflow-plugin/

conda install -c apple tensorflow-deps==2.5.0
python -m pip install tensorflow-macos==2.5.0
python -m pip install tensorflow-metal
conda install -c apple llvmlite==0.36.0 numba pandas==1.3.3

git clone --depth 1 --branch v2.3.0 https://github.com/deezer/spleeter.git
# edit pyproject.toml :
# -tensorflow = "2.5.0"
# +tensorflow-macos = "2.5.0"
python -m pip install ./spleeter

brew install libsndfile
sudo ln -s /opt/homebrew/lib/libsndfile.dylib /usr/local/lib/

@AlexanderPavlenko
This worked for me, thanks!

sudocurse · 2022-11-03T09:51:40Z

Hey, if anyone's willing to experiment, I got it working over here using m1 native tensorflow but couldn't get past what i believe was a circular dependency issue. If you can figure out how to do it using those instructions on my fork, patches are welcome!

WMRamadan · 2022-11-07T00:28:41Z

Is this not officially supported for arm64?

prince-ravi-leow · 2023-01-28T20:26:36Z

Got it running too. MacBook Air (M1, 2020), macOS 12.2

# https://developer.apple.com/metal/tensorflow-plugin/

conda install -c apple tensorflow-deps==2.5.0
python -m pip install tensorflow-macos==2.5.0
python -m pip install tensorflow-metal
conda install -c apple llvmlite==0.36.0 numba pandas==1.3.3

git clone --depth 1 --branch v2.3.0 https://github.com/deezer/spleeter.git
# edit pyproject.toml :
# -tensorflow = "2.5.0"
# +tensorflow-macos = "2.5.0"
python -m pip install ./spleeter

brew install libsndfile
sudo ln -s /opt/homebrew/lib/libsndfile.dylib /usr/local/lib/

Thank you SO much for this.
I'm a novice coder, so python and dependency debugging is very difficult for me.
You won't believe it, but I've been trying for around a YEAR to get it to work on apple silicon, and only after following (and slightly adapting your steps to newer dependency versions) was I able to get it to work.
Again thanks so much, I'm so happy!

hqt98 · 2023-02-10T03:25:47Z

@prince-ravi-leow Hi, could you share how you adapt the steps to newer dep versions? I'm kinda struggling to make it work on M1 with the steps listed.

prince-ravi-leow · 2023-02-12T20:40:34Z

Hi there. 👋

I've done my best to adapt the steps, I took to get spleeter running on my machine.

My installation info:

macOS Ventura 13.1, 8C M1 Pro
Python version 3.10.8
conda subdir osx-64 - (see Conda env section for more info)
Carried out on 28th Jan 2023
Successfully installed spleeter version 2.3.3

Pre-requisites:

You have installed and set up conda
You have installed and set up homebrew

Adapted From AlexanderPavlenko’s answer on: #696

Conda environment

Create new conda env (Note: I used tested this with 3.10, so adjust the installation as needed)

If you go through my instructions and they don't work the first time, try create a new env, re-configure it to subdir: osx-64, and try again.
This is assuming that your conda environment is configured in to run in 'ARM mode'. You can verify this by by running:
conda config --show. If you're in ARM mode, it'll display: subdir: osx-arm, if you're in x86 mode, it'll display: subdir: osx-64. You can change from subdir ARM to x68 at an environment level, with: conda config --env --set subdir osx-64

Tensorflow dependancies for apple silicon

Install latest tensorflow-deps (conda couldn't find them by default, so I had to manually install the tarballs directly from https://anaconda.org/apple/tensorflow-deps/files (2.10.0 at time of installation)):
conda install package.tar.gz

Install latest tensorflow-macos (2.11.0 at time of installation):
python -m pip install tensorflow-macos==2.X.X (adjust according to need)

Install latest tensorflow-metal (0.7.0 at time of installation):
python -m pip install tensorflow-metal

Run:
conda install -c apple llvmlite numba pandas
(Honestly, I don't know why this step is necessary, but I followed Alex's instructions and it worked)

It may say that tensorflow-deps dependencies are causing an error - ignore and allow installation to proceed

Clone spleeter repo

cd <spleeter_env_location>

git clone https://github.com/Deezer/spleeter

Configure poetry file

pip install poetry

Edit pyproject.toml (located in cloned spleeter directory):
Remove: tensorflow = "2.X.X"
Remove: llvmlite (Alex's guide specified to remove numpy and pandas, but in my experience, they were not present)
Add: tensorflow-macos = “<version_installed>”

Install the d*mn thing

python -m pip install ./spleeter

Finishing touches (for media encoding/export)

brew install libsndfile (if not already)

(Optional: sudo ln -s /opt/homebrew/lib/libsndfile.dylib /usr/local/lib/)

Epilogue

If this STILL doesn't work for you, find Alex's original comment, and try and adapt them on your own - they are much more general than my case, and maybe a different operation will suit you best.

Hope you get it up and running! 🙏

junlan0050 · 2023-04-18T17:13:50Z

Hi there. 👋

I've done my best to adapt the steps, I took to get spleeter running on my machine.

My installation info:

macOS Ventura 13.1, 8C M1 Pro

Python version 3.10.8

conda subdir osx-64 - (see Conda env section for more info)

Carried out on 28th Jan 2023

Successfully installed spleeter version 2.3.3

Pre-requisites:

You have installed and set up conda

You have installed and set up homebrew

Adapted From AlexanderPavlenko’s answer on: #696

Conda environment

Create new conda env (Note: I used tested this with 3.10, so adjust the installation as needed)

If you go through my instructions and they don't work the first time, try create a new env, re-configure it to subdir: osx-64, and try again. This is assuming that your conda environment is configured in to run in 'ARM mode'. You can verify this by by running: conda config --show. If you're in ARM mode, it'll display: subdir: osx-arm, if you're in x86 mode, it'll display: subdir: osx-64. You can change from subdir ARM to x68 at an environment level, with: conda config --env --set subdir osx-64

Tensorflow dependancies for apple silicon

Install latest tensorflow-deps (conda couldn't find them by default, so I had to manually install the tarballs directly from https://anaconda.org/apple/tensorflow-deps/files (2.10.0 at time of installation)): conda install package.tar.gz

Install latest tensorflow-macos (2.11.0 at time of installation): python -m pip install tensorflow-macos==2.X.X (adjust according to need)

Install latest tensorflow-metal (0.7.0 at time of installation): python -m pip install tensorflow-metal

Run: conda install -c apple llvmlite numba pandas (Honestly, I don't know why this step is necessary, but I followed Alex's instructions and it worked)

It may say that tensorflow-deps dependencies are causing an error - ignore and allow installation to proceed

Clone spleeter repo

cd <spleeter_env_location>

git clone https://github.com/Deezer/spleeter

Configure poetry file

pip install poetry

Edit pyproject.toml (located in cloned spleeter directory): Remove: tensorflow = "2.X.X" Remove: llvmlite (Alex's guide specified to remove numpy and pandas, but in my experience, they were not present) Add: tensorflow-macos = “<version_installed>”

Install the d*mn thing

python -m pip install ./spleeter

Finishing touches (for media encoding/export)

brew install libsndfile (if not already)

(Optional: sudo ln -s /opt/homebrew/lib/libsndfile.dylib /usr/local/lib/)

Epilogue

If this STILL doesn't work for you, find Alex's original comment, and try and adapt them on your own - they are much more general than my case, and maybe a different operation will suit you best.

Hope you get it up and running! 🙏

Thanks for the detailed solution! I've encountered one problem using the tensorflow-macos version 2.11.0. But after I upgraded to the latest version, everything works fine now.

d13g0 · 2024-03-24T23:26:26Z

I followed @junlan0050 procedure.

My setup:

I have a 2022 Apple MacBookPro M1
my default conda channel is conda-forge
I ran this on March 2024
-I created a conda environment for python 3.10

After following the procedure I was getting an error:

AttributeError: module 'tensorflow' has no attribute 'estimator'

I checked the version of tensorflow: 2.16.1

I uninstalled tensorflow:

pip uninstall tensorflow tensorboard

Then I reinstalled with this version:

pip install tensorflow==2.13.0

Then spleeter worked for me. I hope this helps.

argsnd added the question Further information is requested label Dec 22, 2021

argsnd mentioned this issue Dec 22, 2021

Spleeter 4 Max doesn't run on M1 Macs diracdeltas/spleeter4max#58

Open

This was referenced Dec 22, 2021

[Bug] line 219 in _call_with_frames_removed #693

Closed

[Bug] Crash on Apple Silicon #692

Closed

[Discussion] Has anyone managed to get this working on m1 max with apple's new metal-optimised tf? #691

Closed

romi1502 mentioned this issue Jan 11, 2022

[Bug] _pywrap_tensorflow_internal.so: invalid ELF header #704

Open

sslupsky mentioned this issue Jan 26, 2022

[Bug] Illegal hardware instruction #607

Closed

acronomic mentioned this issue Oct 17, 2022

Installation Issues Mac M1 #798

Open

karim-bouchez mentioned this issue Jul 24, 2023

FIX: use native Spleeter solution for ARM Mac itkho/moubah#1

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[Discussion] Spleeter works natively on Apple Silicon Macs if you use Apple's version of TensorFlow #696

[Discussion] Spleeter works natively on Apple Silicon Macs if you use Apple's version of TensorFlow #696

argsnd commented Dec 22, 2021 •

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romi1502 commented Dec 22, 2021

ecb2c commented Dec 25, 2021 •

edited

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jkohlin commented Jan 4, 2022

AlexanderPavlenko commented Feb 10, 2022

Moebits commented Apr 14, 2022

sclsj commented Jun 28, 2022

daslicht commented Jul 13, 2022

cmdecker95 commented Sep 2, 2022 •

edited

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sudocurse commented Nov 3, 2022

WMRamadan commented Nov 7, 2022

prince-ravi-leow commented Jan 28, 2023

hqt98 commented Feb 10, 2023

prince-ravi-leow commented Feb 12, 2023 •

edited

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junlan0050 commented Apr 18, 2023

Conda environment

Tensorflow dependancies for apple silicon

Clone spleeter repo

Configure poetry file

Install the d*mn thing

Finishing touches (for media encoding/export)

Epilogue

d13g0 commented Mar 24, 2024

[Discussion] Spleeter works natively on Apple Silicon Macs if you use Apple's version of TensorFlow #696

[Discussion] Spleeter works natively on Apple Silicon Macs if you use Apple's version of TensorFlow #696

Comments

argsnd commented Dec 22, 2021 • edited Loading

romi1502 commented Dec 22, 2021

ecb2c commented Dec 25, 2021 • edited Loading

jkohlin commented Jan 4, 2022

AlexanderPavlenko commented Feb 10, 2022

Moebits commented Apr 14, 2022

sclsj commented Jun 28, 2022

daslicht commented Jul 13, 2022

cmdecker95 commented Sep 2, 2022 • edited Loading

sudocurse commented Nov 3, 2022

WMRamadan commented Nov 7, 2022

prince-ravi-leow commented Jan 28, 2023

hqt98 commented Feb 10, 2023

prince-ravi-leow commented Feb 12, 2023 • edited Loading

Conda environment

Tensorflow dependancies for apple silicon

Clone spleeter repo

Configure poetry file

Install the d*mn thing

Finishing touches (for media encoding/export)

Epilogue

junlan0050 commented Apr 18, 2023

Conda environment

Tensorflow dependancies for apple silicon

Clone spleeter repo

Configure poetry file

Install the d*mn thing

Finishing touches (for media encoding/export)

Epilogue

d13g0 commented Mar 24, 2024

argsnd commented Dec 22, 2021 •

edited

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ecb2c commented Dec 25, 2021 •

edited

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cmdecker95 commented Sep 2, 2022 •

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prince-ravi-leow commented Feb 12, 2023 •

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