I run the tests locally and got:

$ python -m pytest
===================================================================================== test session starts =====================================================================================
platform linux -- Python 3.6.9, pytest-5.4.3, py-1.10.0, pluggy-0.13.1
rootdir: /home/audeering.local/hwierstorf/tmp/omnizart/omnizart
plugins: mock-3.6.1, cov-2.12.0                   
collected 81 items                                                                                                                                                                            
                                              
tests/test_load_label.py .......                                                                                                                                                        [  8%]
tests/test_utils.py ..................                                                                                                                                                  [ 30%]
tests/beat/test_app.py ..                                                                                                                                                               [ 33%]
tests/chord/test_app.py ...                                                                                                                                                             [ 37%] tests/drum/test_app.py ..                                                                                                                                                               [ 39%]
tests/drum/test_labels.py .                                                                                                                                                             [ 40%]
tests/drum/test_prediction.py ............                                                                                                                                              [ 55%]
tests/feature/test_wrapper_func.py .F                                                                                                                                                   [ 58%]
tests/music/test_app.py ....                                                                                                                                                            [ 62%] 
tests/music/test_inference.py .....                                                                                                                                                     [ 69%] 
tests/music/test_labels.py ........                                                                                                                                                     [ 79%] 
tests/music/test_prediction.py ..........                                                                                                                                               [ 91%]
tests/patch_cnn/test_app.py ..                                                                                                                                                          [ 93%]
tests/vocal/test_app.py ...                                                                                                                                                             [ 97%]
tests/vocal_contour/test_app.py ..                                                                                                                                                      [100%]

========================================================================================== FAILURES ===========================================================================================
___________________________________________________________________________________ test_extract_patch_cqt ____________________________________________________________________________________

mocker = <pytest_mock.plugin.MockerFixture object at 0x7f95824cb0b8>

    def test_extract_patch_cqt(mocker):
>       with h5py.File("./tests/resource/sample_feature.hdf", "r") as fin:

tests/feature/test_wrapper_func.py:14:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
.venv/lib/python3.6/site-packages/h5py/_hl/files.py:408: in __init__
    swmr=swmr)
.venv/lib/python3.6/site-packages/h5py/_hl/files.py:173: in make_fid
    fid = h5f.open(name, flags, fapl=fapl)
h5py/_objects.pyx:54: in h5py._objects.with_phil.wrapper
    ???
h5py/_objects.pyx:55: in h5py._objects.with_phil.wrapper
    ???
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

>   ???
E   OSError: Unable to open file (unable to open file: name = './tests/resource/sample_feature.hdf', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)

h5py/h5f.pyx:88: OSError
====================================================================================== warnings summary =======================================================================================
.venv/lib/python3.6/site-packages/tensorflow/python/autograph/utils/testing.py:21
  /home/audeering.local/hwierstorf/tmp/omnizart/omnizart/.venv/lib/python3.6/site-packages/tensorflow/python/autograph/utils/testing.py:21: DeprecationWarning: the imp module is deprecated in
 favour of importlib; see the module's documentation for alternative uses
    import imp

.venv/lib/python3.6/site-packages/jsonschema/validators.py:928
tests/test_utils.py::test_serializable_with_schema
tests/test_utils.py::test_serializable_with_schema
tests/music/test_app.py::test_load_model[None]
tests/music/test_app.py::test_load_model[Piano]
tests/music/test_app.py::test_load_model[Stream]
tests/music/test_app.py::test_load_model[Pop]
  /home/audeering.local/hwierstorf/tmp/omnizart/omnizart/.venv/lib/python3.6/site-packages/jsonschema/validators.py:928: DeprecationWarning: The metaschema specified by $schema was not found.
 Using the latest draft to validate, but this will raise an error in the future.
    cls = validator_for(schema)

-- Docs: https://docs.pytest.org/en/latest/warnings.html
=================================================================================== short test summary info ===================================================================================
FAILED tests/feature/test_wrapper_func.py::test_extract_patch_cqt - OSError: Unable to open file (unable to open file: name = './tests/resource/sample_feature.hdf', errno = 2, error messag...
===================================================================== 1 failed, 80 passed, 8 warnings in 61.78s (0:01:01) =====================================================================

I installed omnizart from pip on Fedora 33. When running the command: $ omnizart drum transcribe --output drum.mid File.mp3 I've got the following error message:

Traceback (most recent call last):
  File "/home/collette/python/omnizart/bin/omnizart", line 8, in <module>
    sys.exit(entry())
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/click/core.py", line 829, in __call__
    return self.main(*args, **kwargs)
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/click/core.py", line 782, in main
    rv = self.invoke(ctx)
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/click/core.py", line 1259, in invoke
    return _process_result(sub_ctx.command.invoke(sub_ctx))
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/click/core.py", line 1259, in invoke
    return _process_result(sub_ctx.command.invoke(sub_ctx))
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/click/core.py", line 1066, in invoke
    return ctx.invoke(self.callback, **ctx.params)
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/click/core.py", line 610, in invoke
    return callback(*args, **kwargs)
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/omnizart/cli/drum/transcribe.py", line 26, in transcribe
    drum.app.transcribe(input_audio, model_path, output=output)
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/omnizart/drum/app.py", line 68, in transcribe
    model, model_settings = self._load_model(model_path, custom_objects=self.custom_objects)
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/omnizart/base.py", line 30, in _load_model
    model = self._get_model_from_yaml(arch_path, custom_objects=custom_objects)
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/omnizart/base.py", line 79, in _get_model_from_yaml
    return model_from_yaml(open(arch_path, "r").read(), custom_objects=custom_objects)
  File "/home/collette/python/omnizart/lib/python3.9/site-packages/keras/saving/model_config.py", line 74, in model_from_yaml
    raise RuntimeError(
RuntimeError: Method `model_from_yaml()` has been removed due to security risk of arbitrary code execution. Please use `Model.to_json()` and `model_from_json()` instead.

Hey there,

I was able to get Colab to install omnizart with the deprecated-legacy command mentioned in an earlier issue thread. However, I'm unable to run the chords, vocals and most other models without getting the error below

2021-11-26 13:30:18 Extracting feature 2021-11-26 13:30:24 Loading model 2021-11-26 13:30:24 Using built-in model /usr/local/lib/python3.7/dist-packages/omnizart/checkpoints/chord/chord_v1 for transcription. WARNING:tensorflow:SavedModel saved prior to TF 2.5 detected when loading Keras model. Please ensure that you are saving the model with model.save() or tf.keras.models.save_model(), NOT tf.saved_model.save(). To confirm, there should be a file named "keras_metadata.pb" in the SavedModel directory.

RuntimeError Traceback (most recent call last) in () 34 }[model] 35 ---> 36 midi = app.transcribe(f"{uploaded_audio}.wav", model_path=model_path) 37 38 # Synthesize MIDI and play

3 frames /usr/local/lib/python3.7/dist-packages/keras/saving/saved_model/load.py in _revive_layer_or_model_from_config(self, metadata, node_id) 536 'your class with @keras.utils.register_keras_serializable and ' 537 'include that file in your program, or pass your class in a ' --> 538 'keras.utils.CustomObjectScope that wraps this load call.') from e 539 else: 540 raise

RuntimeError: Unable to restore object of class 'MultiHeadAttention' likely due to name conflict with built-in Keras class '<class 'keras.layers.multi_head_attention.MultiHeadAttention'>'. To override the built-in Keras definition of the object, decorate your class with @keras.utils.register_keras_serializable and include that file in your program, or pass your class in a keras.utils.CustomObjectScope that wraps this load call.

This practically means that most of the model is broken, at least on my end. I'm only able to run the first two models. I'd really like to be able to use the other ones- any solutions?

I first started by running (inside my virtual environment that I used before to run omnizart):

$ poetry install
$ python -m pytest

which results in errors as the checkpoint files are stored under ~/.local/.../site-packages/ as described in CONTRIBUTING.md.

I then switched to start from scratch by deactivating my virtual environment and running:

$ make install

but this fails with:

Installing the current project: omnizart (0.4.1)
./scripts/install.sh: line 109: omnizart: command not found
Makefile:57: recipe for target 'install' failed
make: *** [install] Error 127

(This is a part of JOSS review https://github.com/openjournals/joss-reviews/issues/3391)

Hi, I had three issues installing omnizart on macos using pip install omnizart (python3.9, miniconda).

The first issue is coming from madmom which asks to install Cython manually. This is technically not the issue of omnizart, but it'd be nice if this is mentioned somewhere for beginners.

The second issue is coming from vamp.

Collecting vamp<2.0.0,>=1.1.0
  Using cached vamp-1.1.0.tar.gz (107 kB)
    ERROR: Command errored out with exit status 1:
     command: /Users/keunwoochoi/miniconda3/envs/omnizart/bin/python -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-bk7368ox/vamp_76483087bd584264b4ab165b4152fe3a/setup.py'"'"'; __file__='"'"'/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-bk7368ox/vamp_76483087bd584264b4ab165b4152fe3a/setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' egg_info --egg-base /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-pip-egg-info-d6aulwnk
         cwd: /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-bk7368ox/vamp_76483087bd584264b4ab165b4152fe3a/
    Complete output (5 lines):
    Traceback (most recent call last):
      File "<string>", line 1, in <module>
      File "/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-bk7368ox/vamp_76483087bd584264b4ab165b4152fe3a/setup.py", line 3, in <module>
        import numpy as np
    ModuleNotFoundError: No module named 'numpy'
    ----------------------------------------
WARNING: Discarding https://files.pythonhosted.org/packages/66/65/a54958777fa667ef881ceec18dd0b423b2ba2c77543060b21aff0e1dbcb6/vamp-1.1.0.tar.gz#sha256=d40e0916e958e2806d37920f903c2518cc46959a4f21e020737b6a48f6e7e82d (from https://pypi.org/simple/vamp/). Command errored out with exit status 1: python setup.py egg_info Check the logs for full command output.
ERROR: Could not find a version that satisfies the requirement vamp<2.0.0,>=1.1.0 (from omnizart) (from versions: 1.0.0, 1.0.1, 1.0.2, 1.1.0)
ERROR: No matching distribution found for vamp<2.0.0,>=1.1.0

I could avoid this issue by manually installing numpy. This is probably, again, due to vamp not omnizart, but maybe this should be mentioned somewhere as well? Moreover, since numpy is used in omnizart directly (https://github.com/Music-and-Culture-Technology-Lab/omnizart/search?q=import+numpy), shouldn't the setup.py include numpy as a requirement? That would also solve the installation issue anyway so maybe not a bad idea.

Finally, the third issue is about numba and llvmlite.

(omnizart) [email protected] Downloads $ pip install numpy
Collecting numpy
  Downloading numpy-1.21.0-cp39-cp39-macosx_10_9_x86_64.whl (16.9 MB)
     |████████████████████████████████| 16.9 MB 900 kB/s
Installing collected packages: numpy
Successfully installed numpy-1.21.0
(omnizart) [email protected] Downloads $ pip install omnizart
Collecting omnizart
  Using cached omnizart-0.1.0-py3-none-any.whl (3.5 MB)
Collecting tensorflow<3.0.0,>=2.3.0
  Downloading tensorflow-2.5.0-cp39-cp39-macosx_10_11_x86_64.whl (195.7 MB)
     |████████████████████████████████| 195.7 MB 109 kB/s
Collecting tqdm<5.0.0,>=4.49.0
  Using cached tqdm-4.61.1-py2.py3-none-any.whl (75 kB)
Collecting pyfluidsynth<2.0.0,>=1.2.5
  Using cached pyFluidSynth-1.3.0-py3-none-any.whl (18 kB)
Collecting madmom<0.17.0,>=0.16.1
  Using cached madmom-0.16.1.tar.gz (20.0 MB)
Collecting jsonschema<4.0.0,>=3.2.0
  Using cached jsonschema-3.2.0-py2.py3-none-any.whl (56 kB)
Collecting numba==0.48
  Downloading numba-0.48.0.tar.gz (2.0 MB)
     |████████████████████████████████| 2.0 MB 7.6 MB/s
Collecting opencv-python<5.0.0,>=4.4.0
  Using cached opencv_python-4.5.2.54-cp39-cp39-macosx_10_15_x86_64.whl (43.7 MB)
Collecting urllib3<2.0.0,>=1.25.11
  Using cached urllib3-1.26.6-py2.py3-none-any.whl (138 kB)
Collecting pyyaml<6.0.0,>=5.3.1
  Downloading PyYAML-5.4.1-cp39-cp39-macosx_10_9_x86_64.whl (259 kB)
     |████████████████████████████████| 259 kB 4.1 MB/s
Collecting click<8.0.0,>=7.1.2
  Using cached click-7.1.2-py2.py3-none-any.whl (82 kB)
Collecting vamp<2.0.0,>=1.1.0
  Using cached vamp-1.1.0.tar.gz (107 kB)
Collecting pretty_midi<0.3.0,>=0.2.9
  Using cached pretty_midi-0.2.9.tar.gz (5.6 MB)
Collecting librosa<0.9.0,>=0.8.0
  Using cached librosa-0.8.1-py3-none-any.whl (203 kB)
Collecting llvmlite<0.32.0,>=0.31.0dev0
  Downloading llvmlite-0.31.0.tar.gz (110 kB)
     |████████████████████████████████| 110 kB 5.7 MB/s
Requirement already satisfied: numpy>=1.15 in /Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/site-packages (from numba==0.48->omnizart) (1.21.0)
Requirement already satisfied: setuptools in /Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/site-packages (from numba==0.48->omnizart) (52.0.0.post20210125)
Collecting pyrsistent>=0.14.0
  Using cached pyrsistent-0.17.3.tar.gz (106 kB)
Collecting six>=1.11.0
  Downloading six-1.16.0-py2.py3-none-any.whl (11 kB)
Collecting attrs>=17.4.0
  Downloading attrs-21.2.0-py2.py3-none-any.whl (53 kB)
     |████████████████████████████████| 53 kB 2.8 MB/s
Collecting packaging>=20.0
  Downloading packaging-20.9-py2.py3-none-any.whl (40 kB)
     |████████████████████████████████| 40 kB 1.4 MB/s
Collecting resampy>=0.2.2
  Using cached resampy-0.2.2.tar.gz (323 kB)
Collecting decorator>=3.0.0
  Downloading decorator-5.0.9-py3-none-any.whl (8.9 kB)
Collecting pooch>=1.0
  Using cached pooch-1.4.0-py3-none-any.whl (51 kB)
Collecting joblib>=0.14
  Downloading joblib-1.0.1-py3-none-any.whl (303 kB)
     |████████████████████████████████| 303 kB 3.9 MB/s
Collecting scikit-learn!=0.19.0,>=0.14.0
  Downloading scikit_learn-0.24.2-cp39-cp39-macosx_10_13_x86_64.whl (7.3 MB)
     |████████████████████████████████| 7.3 MB 6.6 MB/s
Collecting soundfile>=0.10.2
  Using cached SoundFile-0.10.3.post1-py2.py3.cp26.cp27.cp32.cp33.cp34.cp35.cp36.pp27.pp32.pp33-none-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.whl (613 kB)
Collecting scipy>=1.0.0
  Downloading scipy-1.7.0-cp39-cp39-macosx_10_9_x86_64.whl (32.1 MB)
     |████████████████████████████████| 32.1 MB 3.1 MB/s
Collecting audioread>=2.0.0
  Downloading audioread-2.1.9.tar.gz (377 kB)
     |████████████████████████████████| 377 kB 4.1 MB/s
Requirement already satisfied: cython>=0.25 in /Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/site-packages (from madmom<0.17.0,>=0.16.1->omnizart) (0.29.23)
Collecting mido>=1.2.8
  Using cached mido-1.2.10-py2.py3-none-any.whl (51 kB)
Collecting pyparsing>=2.0.2
  Using cached pyparsing-2.4.7-py2.py3-none-any.whl (67 kB)
Collecting requests
  Using cached requests-2.25.1-py2.py3-none-any.whl (61 kB)
Collecting appdirs
  Using cached appdirs-1.4.4-py2.py3-none-any.whl (9.6 kB)
Collecting threadpoolctl>=2.0.0
  Using cached threadpoolctl-2.1.0-py3-none-any.whl (12 kB)
Collecting cffi>=1.0
  Downloading cffi-1.14.5-cp39-cp39-macosx_10_9_x86_64.whl (177 kB)
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Collecting pycparser
  Using cached pycparser-2.20-py2.py3-none-any.whl (112 kB)
Collecting protobuf>=3.9.2
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Collecting keras-preprocessing~=1.1.2
  Using cached Keras_Preprocessing-1.1.2-py2.py3-none-any.whl (42 kB)
Collecting astunparse~=1.6.3
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Collecting opt-einsum~=3.3.0
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Collecting six>=1.11.0
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Collecting typing-extensions~=3.7.4
  Using cached typing_extensions-3.7.4.3-py3-none-any.whl (22 kB)
Collecting numpy>=1.15
  Downloading numpy-1.19.5-cp39-cp39-macosx_10_9_x86_64.whl (15.6 MB)
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Collecting tensorflow-estimator<2.6.0,>=2.5.0rc0
  Using cached tensorflow_estimator-2.5.0-py2.py3-none-any.whl (462 kB)
Collecting tensorboard~=2.5
  Using cached tensorboard-2.5.0-py3-none-any.whl (6.0 MB)
Collecting google-pasta~=0.2
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Collecting grpcio~=1.34.0
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Collecting keras-nightly~=2.5.0.dev
  Using cached keras_nightly-2.5.0.dev2021032900-py2.py3-none-any.whl (1.2 MB)
Collecting h5py~=3.1.0
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Requirement already satisfied: wheel~=0.35 in /Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/site-packages (from tensorflow<3.0.0,>=2.3.0->omnizart) (0.36.2)
Collecting wrapt~=1.12.1
  Using cached wrapt-1.12.1.tar.gz (27 kB)
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Collecting flatbuffers~=1.12.0
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Collecting gast==0.4.0
  Using cached gast-0.4.0-py3-none-any.whl (9.8 kB)
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Collecting werkzeug>=0.11.15
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Collecting cachetools<5.0,>=2.0.0
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Collecting pyasn1-modules>=0.2.1
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  Using cached idna-2.10-py2.py3-none-any.whl (58 kB)
Collecting chardet<5,>=3.0.2
  Using cached chardet-4.0.0-py2.py3-none-any.whl (178 kB)
Requirement already satisfied: certifi>=2017.4.17 in /Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/site-packages (from requests->pooch>=1.0->librosa<0.9.0,>=0.8.0->omnizart) (2021.5.30)
Collecting oauthlib>=3.0.0
  Using cached oauthlib-3.1.1-py2.py3-none-any.whl (146 kB)
Building wheels for collected packages: numba, audioread, llvmlite, madmom, pretty-midi, pyrsistent, resampy, termcolor, vamp, wrapt
  Building wheel for numba (setup.py) ... done
  Created wheel for numba: filename=numba-0.48.0-cp39-cp39-macosx_10_15_x86_64.whl size=2023786 sha256=2f2d94926e7a7fad8b499957b533d5643c8b6fc25d48a8663839ca8d5bdb4073
  Stored in directory: /Users/keunwoochoi/Library/Caches/pip/wheels/67/f4/34/43855bda1e661dc1afedcb295d313a510239d901336fd636c3
  Building wheel for audioread (setup.py) ... done
  Created wheel for audioread: filename=audioread-2.1.9-py3-none-any.whl size=23141 sha256=e05ddce16154efe95cce8eff92ada4e631b6fd68b20562490b011eb73e0cc5a8
  Stored in directory: /Users/keunwoochoi/Library/Caches/pip/wheels/a2/a3/bd/ec1568ce7515115a11ab686d509ad302124c782af065de47ee
  Building wheel for llvmlite (setup.py) ... error
  ERROR: Command errored out with exit status 1:
   command: /Users/keunwoochoi/miniconda3/envs/omnizart/bin/python -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/setup.py'"'"'; __file__='"'"'/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-wheel-iow1oe63
       cwd: /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/
  Complete output (26 lines):
  running bdist_wheel
  /Users/keunwoochoi/miniconda3/envs/omnizart/bin/python /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py
  LLVM version... Traceback (most recent call last):
    File "/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py", line 105, in main_posix
      out = subprocess.check_output([llvm_config, '--version'])
    File "/Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/subprocess.py", line 424, in check_output
      return run(*popenargs, stdout=PIPE, timeout=timeout, check=True,
    File "/Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/subprocess.py", line 505, in run
      with Popen(*popenargs, **kwargs) as process:
    File "/Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/subprocess.py", line 951, in __init__
      self._execute_child(args, executable, preexec_fn, close_fds,
    File "/Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/subprocess.py", line 1821, in _execute_child
      raise child_exception_type(errno_num, err_msg, err_filename)
  FileNotFoundError: [Errno 2] No such file or directory: 'llvm-config'

  During handling of the above exception, another exception occurred:

  Traceback (most recent call last):
    File "/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py", line 168, in <module>
      main()
    File "/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py", line 162, in main
      main_posix('osx', '.dylib')
    File "/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py", line 107, in main_posix
      raise RuntimeError("%s failed executing, please point LLVM_CONFIG "
  RuntimeError: llvm-config failed executing, please point LLVM_CONFIG to the path for llvm-config
  error: command '/Users/keunwoochoi/miniconda3/envs/omnizart/bin/python' failed with exit code 1
  ----------------------------------------
  ERROR: Failed building wheel for llvmlite
  Running setup.py clean for llvmlite
  Building wheel for madmom (setup.py) ... done
  Created wheel for madmom: filename=madmom-0.16.1-cp39-cp39-macosx_10_9_x86_64.whl size=20034572 sha256=9c8033540055c2adbd97b32cc4b9d2162353c87c42c70833e96bf910fc44e7bf
  Stored in directory: /Users/keunwoochoi/Library/Caches/pip/wheels/36/ef/d2/83e70102b6dd138c8caa880441130bed9618ce53bd8323e339
  Building wheel for pretty-midi (setup.py) ... done
  Created wheel for pretty-midi: filename=pretty_midi-0.2.9-py3-none-any.whl size=5591952 sha256=8c057d76530e28dc5a73d08425224ab7fe4031ec2c1ad6cc6a9f5c30ae9286b7
  Stored in directory: /Users/keunwoochoi/Library/Caches/pip/wheels/f0/3e/3d/126d7680aae66f3baed077a43a77b91f86e1b4a887fd703cc6
  Building wheel for pyrsistent (setup.py) ... done
  Created wheel for pyrsistent: filename=pyrsistent-0.17.3-cp39-cp39-macosx_10_9_x86_64.whl size=66664 sha256=c29100d99826858bc823131f85e019a5c6059beba6c5977f9d415b7fd47b246f
  Stored in directory: /Users/keunwoochoi/Library/Caches/pip/wheels/00/cc/12/e712d3979a4aeee423b34a832d97c803e1a67659060315a7e0
  Building wheel for resampy (setup.py) ... done
  Created wheel for resampy: filename=resampy-0.2.2-py3-none-any.whl size=320718 sha256=30f1ac0e52485a15054e353b0e26b6e3f7c7d23d0f9df09db0ee7c8c3ed413f6
  Stored in directory: /Users/keunwoochoi/Library/Caches/pip/wheels/86/2c/7d/46a32a246b0e5939cea2c5ec1492164073e0c5d16d666ae2cd
  Building wheel for termcolor (setup.py) ... done
  Created wheel for termcolor: filename=termcolor-1.1.0-py3-none-any.whl size=4829 sha256=75f7097a55c2ff3dbd7a667e314e49ead82b30fe639dcba46bbd05261a854d39
  Stored in directory: /Users/keunwoochoi/Library/Caches/pip/wheels/b6/0d/90/0d1bbd99855f99cb2f6c2e5ff96f8023fad8ec367695f7d72d
  Building wheel for vamp (setup.py) ... done
  Created wheel for vamp: filename=vamp-1.1.0-cp39-cp39-macosx_10_9_x86_64.whl size=121246 sha256=de70095b604a0458d0acee1ac3e47eeeddc509b8d3568e38c13cc4e329e22149
  Stored in directory: /Users/keunwoochoi/Library/Caches/pip/wheels/b4/05/84/e80fa019e912618654dbfe89cbc2614701dcd7fbbf744aa012
  Building wheel for wrapt (setup.py) ... done
  Created wheel for wrapt: filename=wrapt-1.12.1-cp39-cp39-macosx_10_9_x86_64.whl size=30854 sha256=1580e6613eb95ce043f8580850b2893590216f18ee261fa3c2e9cbbda072ffe2
  Stored in directory: /Users/keunwoochoi/Library/Caches/pip/wheels/98/23/68/efe259aaca055e93b08e74fbe512819c69a2155c11ba3c0f10
Successfully built numba audioread madmom pretty-midi pyrsistent resampy termcolor vamp wrapt
Failed to build llvmlite
Installing collected packages: urllib3, pyasn1, idna, chardet, six, rsa, requests, pyasn1-modules, oauthlib, cachetools, requests-oauthlib, pyparsing, pycparser, numpy, llvmlite, google-auth, werkzeug, threadpoolctl, tensorboard-plugin-wit, tensorboard-data-server, scipy, protobuf, packaging, numba, markdown, joblib, grpcio, google-auth-oauthlib, cffi, appdirs, absl-py, wrapt, typing-extensions, termcolor, tensorflow-estimator, tensorboard, soundfile, scikit-learn, resampy, pyrsistent, pooch, opt-einsum, mido, keras-preprocessing, keras-nightly, h5py, google-pasta, gast, flatbuffers, decorator, audioread, attrs, astunparse, vamp, tqdm, tensorflow, pyyaml, pyfluidsynth, pretty-midi, opencv-python, madmom, librosa, jsonschema, click, omnizart
  Attempting uninstall: numpy
    Found existing installation: numpy 1.21.0
    Uninstalling numpy-1.21.0:
      Successfully uninstalled numpy-1.21.0
    Running setup.py install for llvmlite ... error
    ERROR: Command errored out with exit status 1:
     command: /Users/keunwoochoi/miniconda3/envs/omnizart/bin/python -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/setup.py'"'"'; __file__='"'"'/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-record-xr4wnbyg/install-record.txt --single-version-externally-managed --compile --install-headers /Users/keunwoochoi/miniconda3/envs/omnizart/include/python3.9/llvmlite
         cwd: /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/
    Complete output (29 lines):
    running install
    running build
    got version from file /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/llvmlite/_version.py {'version': '0.31.0', 'full': 'fe7d985f6421d87f613bd414479d29d912771562'}
    running build_ext
    /Users/keunwoochoi/miniconda3/envs/omnizart/bin/python /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py
    LLVM version... Traceback (most recent call last):
      File "/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py", line 105, in main_posix
        out = subprocess.check_output([llvm_config, '--version'])
      File "/Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/subprocess.py", line 424, in check_output
        return run(*popenargs, stdout=PIPE, timeout=timeout, check=True,
      File "/Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/subprocess.py", line 505, in run
        with Popen(*popenargs, **kwargs) as process:
      File "/Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/subprocess.py", line 951, in __init__
        self._execute_child(args, executable, preexec_fn, close_fds,
      File "/Users/keunwoochoi/miniconda3/envs/omnizart/lib/python3.9/subprocess.py", line 1821, in _execute_child
        raise child_exception_type(errno_num, err_msg, err_filename)
    FileNotFoundError: [Errno 2] No such file or directory: 'llvm-config'

    During handling of the above exception, another exception occurred:

    Traceback (most recent call last):
      File "/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py", line 168, in <module>
        main()
      File "/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py", line 162, in main
        main_posix('osx', '.dylib')
      File "/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/ffi/build.py", line 107, in main_posix
        raise RuntimeError("%s failed executing, please point LLVM_CONFIG "
    RuntimeError: llvm-config failed executing, please point LLVM_CONFIG to the path for llvm-config
    error: command '/Users/keunwoochoi/miniconda3/envs/omnizart/bin/python' failed with exit code 1
    ----------------------------------------
ERROR: Command errored out with exit status 1: /Users/keunwoochoi/miniconda3/envs/omnizart/bin/python -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/setup.py'"'"'; __file__='"'"'/private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-install-zm0_lgqc/llvmlite_3f00322f7ef34eaea1d20083d31c6732/setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record /private/var/folders/b_/qpqwldc90rd6kd6spwd9f_q80000gn/T/pip-record-xr4wnbyg/install-record.txt --single-version-externally-managed --compile --install-headers /Users/keunwoochoi/miniconda3/envs/omnizart/include/python3.9/llvmlite Check the logs for full command output.
(omnizart) [email protected] Downloads $

It's actually a known issue (https://github.com/librosa/librosa/issues/1270) with Python 3.9 and would be difficult to fix here. Instead, I'd suggest specifying the supported python versions.

As a follow-up to #69, it would be nice to have support for Python 3.9+, which is forbidden in pyproject.toml:

https://github.com/Music-and-Culture-Technology-Lab/omnizart/blob/86bd36353e3eb410b5db3c18ef05f31dabfb0c7f/pyproject.toml#L26

Although there might be a reason why Python 3.9 is not currently supported. On the other hand, it seems to be very much used: a quick search at the Ubuntu packages directory shows that Python 3.9 is the default version in Ubuntu 21.10, and Python 3.10 is the default one in Ubuntu 22.04 (recently launched).

(Thanks for the amazing project by the way!)

Hi, I'm one of the JOSS reviewers of this repo. Before checking the software side of the work, I'd like to leave my comments on the paper here. I read this version (https://github.com/openjournals/joss-reviews/issues/3218#issuecomment-855172230) of the paper. I noticed it's a bit updated but not the part I'd like to mention about.

L11-14: It's a bit long, making the sentence slightly vague.

L25-26: What do you mean exactly by "multifaceted nature"? This can be clarified.

L29: "previous solution" -> "previous solutions". Also, maybe some citations of the solutions?

L30-31: I think this sentences can be re-written a bit to clarify. The current one confused me a bit.

L34-35: I found this sentence out of context a little. Wouldn't it make more sense to mention it in the first paragraph of "Statement of need"?

L36-37: -> "..original papers. The models can.."

L56-58: Really? But how much instrument-agnostic is it?

L61-62: "which predicts percussive events from a given input audio." → probably no need to mention? This is assumed in the definition of drum transcription.

L69-70: It sounds like the pitch extractor not a "module" while note segmentation is, and that confuses me.

L76 : "The training includes.." → "The training data includes.."

L80: "function" → probably, keep using "model" for consistency?

L109: remove "also".

Best, Keunwoo

Using the colab notebook linked in https://music-and-culture-technology-lab.github.io/omnizart-doc/ (https://bit.ly/omnizart-colab) results in a value error (attached) but only when the 'Music-Piano' mode is selected regardless of if uploaded via MP3 or Youtube link

Steps to reproduce

1. Open notebook
2. upload an mp3 file
3. Choose mode = vocal
4. Transcription fails with the error below

There are also some errors in the environment setup section of the notebook. I will be happy to help if any further details/tests are needed

Output and stack trace:

2022-11-24 14:03:24 Separating vocal track from the audio...
INFO:Vocal Transcription:Separating vocal track from the audio...
2022-11-24 14:03:56 Loading model...
INFO:Vocal Transcription:Loading model...
2022-11-24 14:03:56 Using built-in model /content/omnizart/omnizart/checkpoints/vocal/vocal_semi for transcription.
INFO:Base Class:Using built-in model /content/omnizart/omnizart/checkpoints/vocal/vocal_semi for transcription.
WARNING:tensorflow:SavedModel saved prior to TF 2.5 detected when loading Keras model. Please ensure that you are saving the model with model.save() or tf.keras.models.save_model(), *NOT* tf.saved_model.save(). To confirm, there should be a file named "keras_metadata.pb" in the SavedModel directory.
---------------------------------------------------------------------------
RuntimeError                              Traceback (most recent call last)
[/usr/local/lib/python3.7/dist-packages/tensorflow/python/training/py_checkpoint_reader.py](https://localhost:8080/#) in get_tensor(self, tensor_str)
     69     return CheckpointReader.CheckpointReader_GetTensor(
---> 70         self, compat.as_bytes(tensor_str))
     71   # TODO(b/143319754): Remove the RuntimeError casting logic once we resolve the

RuntimeError: /content/omnizart/omnizart/checkpoints/vocal/vocal_semi/variables/variables.data-00000-of-00001; No such file or directory

During handling of the above exception, another exception occurred:

OpError                                   Traceback (most recent call last)
11 frames
[<ipython-input-3-34236953df67>](https://localhost:8080/#) in <module>
     34 }[model]
     35 
---> 36 midi = app.transcribe(f"{uploaded_audio}.wav", model_path=model_path)
     37 
     38 # Synthesize MIDI and play

[/content/omnizart/omnizart/vocal/app.py](https://localhost:8080/#) in transcribe(self, input_audio, model_path, output)
     98 
     99         logger.info("Loading model...")
--> 100         model, model_settings = self._load_model(model_path)
    101 
    102         logger.info("Extracting feature...")

[/content/omnizart/omnizart/base.py](https://localhost:8080/#) in _load_model(self, model_path, custom_objects)
     62 
     63         try:
---> 64             model = tf.keras.models.load_model(model_path, custom_objects=custom_objects)
     65         except (OSError):
     66             raise FileNotFoundError(

[/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/saving/save.py](https://localhost:8080/#) in load_model(filepath, custom_objects, compile, options)
    204         filepath = path_to_string(filepath)
    205         if isinstance(filepath, str):
--> 206           return saved_model_load.load(filepath, compile, options)
    207 
    208   raise IOError(

[/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/saving/saved_model/load.py](https://localhost:8080/#) in load(path, compile, options)
    150   for node_id, loaded_node in keras_loader.loaded_nodes.items():
    151     nodes_to_load[keras_loader.get_path(node_id)] = loaded_node
--> 152   loaded = tf_load.load_partial(path, nodes_to_load, options=options)
    153 
    154   # Finalize the loaded layers and remove the extra tracked dependencies.

[/usr/local/lib/python3.7/dist-packages/tensorflow/python/saved_model/load.py](https://localhost:8080/#) in load_partial(export_dir, filters, tags, options)
    773     A dictionary mapping node paths from the filter to loaded objects.
    774   """
--> 775   return load_internal(export_dir, tags, options, filters=filters)
    776 
    777 

[/usr/local/lib/python3.7/dist-packages/tensorflow/python/saved_model/load.py](https://localhost:8080/#) in load_internal(export_dir, tags, options, loader_cls, filters)
    904       try:
    905         loader = loader_cls(object_graph_proto, saved_model_proto, export_dir,
--> 906                             ckpt_options, filters)
    907       except errors.NotFoundError as err:
    908         raise FileNotFoundError(

[/usr/local/lib/python3.7/dist-packages/tensorflow/python/saved_model/load.py](https://localhost:8080/#) in __init__(self, object_graph_proto, saved_model_proto, export_dir, ckpt_options, filters)
    161 
    162     self._load_all()
--> 163     self._restore_checkpoint()
    164 
    165     for node in self._nodes:

[/usr/local/lib/python3.7/dist-packages/tensorflow/python/saved_model/load.py](https://localhost:8080/#) in _restore_checkpoint(self)
    487                                   self._checkpoint_options).expect_partial()
    488     else:
--> 489       load_status = saver.restore(variables_path, self._checkpoint_options)
    490     load_status.assert_existing_objects_matched()
    491     checkpoint = load_status._checkpoint

[/usr/local/lib/python3.7/dist-packages/tensorflow/python/training/tracking/util.py](https://localhost:8080/#) in restore(self, save_path, options)
   1299       dtype_map = reader.get_variable_to_dtype_map()
   1300     try:
-> 1301       object_graph_string = reader.get_tensor(base.OBJECT_GRAPH_PROTO_KEY)
   1302     except errors_impl.NotFoundError:
   1303       # The object graph proto does not exist in this checkpoint. Try the

[/usr/local/lib/python3.7/dist-packages/tensorflow/python/training/py_checkpoint_reader.py](https://localhost:8080/#) in get_tensor(self, tensor_str)
     72   # issue with throwing python exceptions from C++.
     73   except RuntimeError as e:
---> 74     error_translator(e)
     75 
     76 

[/usr/local/lib/python3.7/dist-packages/tensorflow/python/training/py_checkpoint_reader.py](https://localhost:8080/#) in error_translator(e)
     46     raise errors_impl.InternalError(None, None, error_message)
     47   else:
---> 48     raise errors_impl.OpError(None, None, error_message, errors_impl.UNKNOWN)
     49 
     50 

OpError: /content/omnizart/omnizart/checkpoints/vocal/vocal_semi/variables/variables.data-00000-of-00001; No such file or directory

I found inconsistencies in the bibliography when it comes e.g. Proceedings of ISMIR. I suggest to have all bib entries use:

booktitle = {Proceedings of the International Society for Music Information Retrieval Conference ({ISMIR})}

https://github.com/openjournals/joss-reviews/issues/3391

When Using Google Colab, I get "ValueError: rate must be specified when data is a numpy array or list of audio samples." I tried with multiple input audio files and did the Environment Setup. I am using the music-assemble mode.

i did

git clone https://github.com/Music-and-Culture-Technology-Lab/omnizart
cd omnizart

then

(audio39) C:\Users\banana\omnizart>conda env create -f environment.yml                                     
Collecting package metadata (repodata.json): done
Solving environment: failed

ResolvePackageNotFound:
  - markupsafe==2.0.1=py36h27cfd23_0
  - libtiff==4.3.0=h6f004c6_2
  - libvpx==1.11.0=h9c3ff4c_3
  - ncurses==6.3=h9c3ff4c_0
  - llvmlite==0.36.0=py36h05121d2_0
  - numba==0.53.1=py36h1328434_1
  - lame==3.100=h7f98852_1001
  - libpciaccess==0.16=h516909a_0
  - libcurl==7.81.0=h2574ce0_0
  - libiconv==1.16=h516909a_0
  - krb5==1.19.2=hcc1bbae_3
  - bzip2==1.0.8=h7f98852_4
  - tk==8.6.11=h27826a3_1
  - ca-certificates==2021.10.26=h06a4308_2
  - libopenblas==0.3.18=pthreads_h8fe5266_0
  - libllvm10==10.0.1=he513fc3_3
  - cython==0.29.24=py36hc4f0c31_0
  - scipy==1.5.3=py36h81d768a_1
  - libprotobuf==3.18.0=h780b84a_1
  - ld_impl_linux-64==2.36.1=hea4e1c9_2
  - libgcc-ng==11.2.0=h1d223b6_12
  - pyyaml==5.4.1=py36h8f6f2f9_1
  - xorg-kbproto==1.0.7=h7f98852_1002
  - libdeflate==1.8=h7f98852_0
  - gettext==0.19.8.1=h73d1719_1008
  - libssh2==1.10.0=ha56f1ee_2
  - icu==69.1=h9c3ff4c_0
  - pyrsistent==0.17.3=py36h8f6f2f9_2
  - libgfortran5==11.2.0=h5c6108e_12
  - xz==5.2.5=h516909a_1
  - cffi==1.14.6=py36hd8eec40_1
  - libcblas==3.9.0=13_linux64_openblas
  - libdrm==2.4.109=h7f98852_0
  - zstd==1.5.2=ha95c52a_0
  - typed-ast==1.4.3=py36h8f6f2f9_0
  - lcms2==2.12=hddcbb42_0
  - setuptools==58.0.4=py36h5fab9bb_2
  - kiwisolver==1.3.1=py36h605e78d_1
  - pillow==8.3.2=py36h676a545_0
  - tornado==6.1=py36h8f6f2f9_1
  - multidict==5.2.0=py36h8f6f2f9_0
  - xorg-xextproto==7.3.0=h7f98852_1002
  - svt-av1==0.9.0=h9c3ff4c_0
  - scikit-learn==0.24.2=py36hc89565f_1
  - future==0.18.2=py36h5fab9bb_3
  - yaml==0.2.5=h7f98852_2
  - yarl==1.6.3=py36h8f6f2f9_2
  - chardet==4.0.0=py36h5fab9bb_1
  - xorg-fixesproto==5.0=h7f98852_1002
  - libogg==1.3.4=h7f98852_1
  - libedit==3.1.20191231=he28a2e2_2
  - matplotlib-base==3.3.4=py36hd391965_0
  - hdf5==1.10.6=nompi_h6a2412b_1114
  - libpng==1.6.37=h21135ba_2
  - nettle==3.6=he412f7d_0
  - certifi==2021.5.30=py36h5fab9bb_0
  - libgomp==11.2.0=h1d223b6_12
  - sqlite==3.37.0=h9cd32fc_0
  - libva==2.13.0=h7f98852_2
  - libblas==3.9.0=13_linux64_openblas
  - gnutls==3.6.13=h85f3911_1
  - openjpeg==2.4.0=hb52868f_1
  - xorg-libxfixes==5.0.3=h7f98852_1004
  - lazy-object-proxy==1.4.3=py36h8c4c3a4_2
  - libxcb==1.13=h7f98852_1004
  - freetype==2.10.4=h0708190_1
  - libxml2==2.9.12=h885dcf4_1
  - _libgcc_mutex==0.1=conda_forge
  - xorg-libx11==1.7.2=h7f98852_0
  - libwebp-base==1.2.2=h7f98852_1
  - immutables==0.16=py36h8f6f2f9_0
  - xorg-libxau==1.0.9=h7f98852_0
  - gmp==6.2.1=h58526e2_0
  - libnsl==2.0.0=h7f98852_0
  - aom==3.2.0=h9c3ff4c_2
  - libgfortran-ng==11.2.0=h69a702a_12
  - jpeg==9e=h7f98852_0
  - brotlipy==0.7.0=py36h8f6f2f9_1001
  - anyio==3.3.2=py36h5fab9bb_0
  - audioread==2.1.9=py36h5fab9bb_0
  - cryptography==35.0.0=py36hb60f036_0
  - libzlib==1.2.11=h36c2ea0_1013
  - libsndfile==1.0.31=h9c3ff4c_1
  - python==3.6.15=hb7a2778_0_cpython
  - lerc==3.0=h9c3ff4c_0
  - numpy==1.19.5=py36hfc0c790_2
  - openssl==1.1.1m=h7f8727e_0
  - x264==1!161.3030=h7f98852_1
  - libnghttp2==1.46.0=h812cca2_0
  - readline==8.1=h46c0cb4_0
  - x265==3.5=h4bd325d_1
  - xorg-libxdmcp==1.1.3=h7f98852_0
  - pthread-stubs==0.4=h36c2ea0_1001
  - _openmp_mutex==4.5=1_gnu
  - sniffio==1.2.0=py36h5fab9bb_1
  - openh264==2.1.1=h780b84a_0
  - libvorbis==1.3.7=h9c3ff4c_0
  - lz4-c==1.9.3=h9c3ff4c_1
  - libffi==3.4.2=h7f98852_5
  - liblapack==3.9.0=13_linux64_openblas
  - libev==4.33=h516909a_1
  - libflac==1.3.3=h9c3ff4c_1
  - xorg-libxext==1.3.4=h7f98852_1
  - tensorboard-data-server==0.6.0=py36hc39840e_0
  - c-ares==1.18.1=h7f98852_0
  - aiohttp==3.7.4.post0=py36h8f6f2f9_0
  - jbig==2.1=h7f98852_2003
  - zlib==1.2.11=h36c2ea0_1013
  - h5py==3.1.0=nompi_py36hc1bc4f5_100
  - libopus==1.3.1=h7f98852_1
  - libstdcxx-ng==11.2.0=he4da1e4_12
  - ffmpeg==4.4.1=h6987444_0
  - xorg-xproto==7.0.31=h7f98852_1007
  - pysocks==1.7.1=py36h5fab9bb_3


(audio39) C:\Users\banana\omnizart>conda activate omnizart

EnvironmentNameNotFound: Could not find conda environment: omnizart
You can list all discoverable environments with `conda info --envs`.

`┌──(mohammedmehditber㉿mmt)-[~]

└─$ python3.8 -m omnizart
/usr/local/bin/python3.8: No module named omnizart.main; 'omnizart' is a package and cannot be directly executed ` └─$ omnizart (Doesn't work also)

Every time, It shows ms those errors when trying to install omnizart using pip (python3.9) `Building wheels for collected packages: numba, madmom, pretty_midi, vamp, audioread, llvmlite, resampy Building wheel for numba (setup.py) ... error error: subprocess-exited-with-error

× python setup.py bdist_wheel did not run successfully. │ exit code: 1 ................... (Delected some logs).................. ild/lib.linux-x86_64-3.10/numba/cuda/tests/cudadrv/data running build_ext building 'numba._dynfunc' extension Warning: Can't read registry to find the necessary compiler setting Make sure that Python modules winreg, win32api or win32con are installed. C compiler: x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC

  creating build/temp.linux-x86_64-3.10
  creating build/temp.linux-x86_64-3.10/numba
  compile options: '-I/usr/include/python3.10 -c'
  extra options: '-g'
  x86_64-linux-gnu-gcc: numba/_dynfuncmod.c
  x86_64-linux-gnu-gcc -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -g -fwrapv -O2 -g -fwrapv -O2 -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.10/numba/_dynfuncmod.o -o build/lib.linux-x86_64-3.10/numba/_dynfunc.cpython-310-x86_64-linux-gnu.so
  building 'numba._dispatcher' extension
  C compiler: x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC
  
  creating build/temp.linux-x86_64-3.10/numba/typeconv
  compile options: '-I/usr/lib/python3/dist-packages/numpy/core/include -I/usr/include/python3.10 -c'
  x86_64-linux-gnu-gcc: numba/_dispatcher.cx86_64-linux-gnu-gcc: numba/_dispatcherimpl.cpp
  
  x86_64-linux-gnu-gcc: numba/_hashtable.cx86_64-linux-gnu-gcc: numba/_typeof.c
  
  numba/_dispatcher.c: In function ‘call_trace’:
  numba/_dispatcher.c:26:13: error: ‘PyThreadState’ {aka ‘struct _ts’} has no member named ‘use_tracing’; did you mean ‘tracing’?
     26 |     tstate->use_tracing = 0;
        |             ^~~~~~~~~~~
        |             tracing
  numba/_dispatcher.c:28:13: error: ‘PyThreadState’ {aka ‘struct _ts’} has no member named ‘use_tracing’; did you mean ‘tracing’?
     28 |     tstate->use_tracing = ((tstate->c_tracefunc != NULL)
        |             ^~~~~~~~~~~
        |             tracing
  numba/_dispatcher.c: In function ‘call_cfunc’:
  numba/_dispatcher.c:301:17: error: ‘PyThreadState’ {aka ‘struct _ts’} has no member named ‘use_tracing’; did you mean ‘tracing’?
    301 |     if (tstate->use_tracing && tstate->c_profilefunc)
        |                 ^~~~~~~~~~~
        |                 tracing
  numba/_dispatcher.c: In function ‘Dispatcher_call’:
  numba/_dispatcher.c:507:13: error: ‘PyThreadState’ {aka ‘struct _ts’} has no member named ‘use_tracing’; did you mean ‘tracing’?
    507 |     if (ts->use_tracing && ts->c_profilefunc)
        |             ^~~~~~~~~~~
        |             tracing
  numba/_dispatcher.c: In function ‘call_cfunc’:
  numba/_dispatcher.c:349:1: warning: control reaches end of non-void function [-Wreturn-type]
    349 | }
        | ^
  x86_64-linux-gnu-gcc: numba/typeconv/typeconv.cpp
  error: Command "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -g -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/lib/python3/dist-packages/numpy/core/include -I/usr/include/python3.10 -c numba/_dispatcher.c -o build/temp.linux-x86_64-3.10/numba/_dispatcher.o" failed with exit status 1
  [end of output]

note: This error originates from a subprocess, and is likely not a problem with pip. ERROR: Failed building wheel for numba Running setup.py clean for numba Building wheel for madmom (setup.py) ... done Created wheel for madmom: filename=madmom-0.16.1-cp310-cp310-linux_x86_64.whl size=21272880 sha256=a608f657428c6fb0f34d4a2ff9c40298ef5da49da8230a4f6bcfb8a7362995a0 Stored in directory: /root/.cache/pip/wheels/87/18/20/105f9248e5f504f5ab190338516558cacaf6d5d7fadd5e7947 Building wheel for pretty_midi (setup.py) ... done Created wheel for pretty_midi: filename=pretty_midi-0.2.9-py3-none-any.whl size=5591954 sha256=481a0857293048ec4b327b87ea5cf8da6cc2d3ae33d00f81d21bc471b140aff5 Stored in directory: /root/.cache/pip/wheels/f5/05/68/55f44833c1801964b3ef0881e1798952bf53352a89d3a5932c Building wheel for vamp (setup.py) ... done Created wheel for vamp: filename=vamp-1.1.0-cp310-cp310-linux_x86_64.whl size=1705732 sha256=71bec5754bb26ee9eecad46613dd4139af801d607d36016dd5382b83b3480f61 Stored in directory: /root/.cache/pip/wheels/36/9e/b1/230ac612a8aa718cf3e2485eac386ae72a4da61d7c31ac4bb2 Building wheel for audioread (setup.py) ... done Created wheel for audioread: filename=audioread-2.1.9-py3-none-any.whl size=23153 sha256=ae2038f6bacba83ca8c426aade5fcbbbbfcaa95d5278d6eab944706ca281fc63 Stored in directory: /root/.cache/pip/wheels/66/b4/4e/a554aa3e95c6d113b3eebe0e1d81ea6b075566fd4a1fca0307 Building wheel for llvmlite (setup.py) ... error error: subprocess-exited-with-error

× python setup.py bdist_wheel did not run successfully. │ exit code: 1 ╰─> [26 lines of output] running bdist_wheel /usr/bin/python3.10 /tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py LLVM version... Traceback (most recent call last): File "/tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py", line 105, in main_posix out = subprocess.check_output([llvm_config, '--version']) File "/usr/lib/python3.10/subprocess.py", line 420, in check_output return run(*popenargs, stdout=PIPE, timeout=timeout, check=True, File "/usr/lib/python3.10/subprocess.py", line 501, in run with Popen(*popenargs, **kwargs) as process: File "/usr/lib/python3.10/subprocess.py", line 969, in init self._execute_child(args, executable, preexec_fn, close_fds, File "/usr/lib/python3.10/subprocess.py", line 1845, in _execute_child raise child_exception_type(errno_num, err_msg, err_filename) FileNotFoundError: [Errno 2] No such file or directory: 'llvm-config'

  During handling of the above exception, another exception occurred:
  
  Traceback (most recent call last):
    File "/tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py", line 168, in <module>
      main()
    File "/tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py", line 158, in main
      main_posix('linux', '.so')
    File "/tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py", line 107, in main_posix
      raise RuntimeError("%s failed executing, please point LLVM_CONFIG "
  RuntimeError: llvm-config failed executing, please point LLVM_CONFIG to the path for llvm-config
  error: command '/usr/bin/python3.10' failed with exit code 1
  [end of output]

note: This error originates from a subprocess, and is likely not a problem with pip. ERROR: Failed building wheel for llvmlite Running setup.py clean for llvmlite Building wheel for resampy (setup.py) ... done Created wheel for resampy: filename=resampy-0.2.2-py3-none-any.whl size=320730 sha256=25b9bbb71e1e9bf98be424a3e227f0bfd5e9a9748a1f55ae649e7016d1157e40 Stored in directory: /root/.cache/pip/wheels/e5/a0/79/29e61754e5b3941ad4c7d01bf5bea99768e64e4bdd3180f32b Successfully built madmom pretty_midi vamp audioread resampy Failed to build numba llvmlite Installing collected packages: vamp, tensorboard-plugin-wit, mido, llvmlite, libclang, keras, flatbuffers, audioread, wrapt, threadpoolctl, tensorflow-io-gcs-filesystem, tensorflow-estimator, tensorboard-data-server, soundfile, rsa, pyfluidsynth, pretty_midi, pooch, opt-einsum, opencv-python, oauthlib, numba, keras-preprocessing, joblib, h5py, grpcio, google-pasta, gast, click, cachetools, astunparse, absl-py, scikit-learn, resampy, requests-oauthlib, madmom, google-auth, librosa, google-auth-oauthlib, tensorboard, tensorflow, omnizart Running setup.py install for llvmlite ... error error: subprocess-exited-with-error

× Running setup.py install for llvmlite did not run successfully. │ exit code: 1 ╰─> [31 lines of output] running install /usr/lib/python3/dist-packages/setuptools/command/install.py:34: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools. warnings.warn( running build got version from file /tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/llvmlite/_version.py {'version': '0.31.0', 'full': 'fe7d985f6421d87f613bd414479d29d912771562'} running build_ext /usr/bin/python3.10 /tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py LLVM version... Traceback (most recent call last): File "/tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py", line 105, in main_posix out = subprocess.check_output([llvm_config, '--version']) File "/usr/lib/python3.10/subprocess.py", line 420, in check_output return run(*popenargs, stdout=PIPE, timeout=timeout, check=True, File "/usr/lib/python3.10/subprocess.py", line 501, in run with Popen(*popenargs, **kwargs) as process: File "/usr/lib/python3.10/subprocess.py", line 969, in init self._execute_child(args, executable, preexec_fn, close_fds, File "/usr/lib/python3.10/subprocess.py", line 1845, in _execute_child raise child_exception_type(errno_num, err_msg, err_filename) FileNotFoundError: [Errno 2] No such file or directory: 'llvm-config'

  During handling of the above exception, another exception occurred:
  
  Traceback (most recent call last):
    File "/tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py", line 168, in <module>
      main()
    File "/tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py", line 158, in main
      main_posix('linux', '.so')
    File "/tmp/pip-install-i1cmbqt6/llvmlite_1c0fb6b0c7094099a3dc6ee225501b56/ffi/build.py", line 107, in main_posix
      raise RuntimeError("%s failed executing, please point LLVM_CONFIG "
  RuntimeError: llvm-config failed executing, please point LLVM_CONFIG to the path for llvm-config
  error: command '/usr/bin/python3.10' failed with exit code 1
  [end of output]

note: This error originates from a subprocess, and is likely not a problem with pip. error: legacy-install-failure

× Encountered error while trying to install package. ╰─> llvmlite

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

I did exactly how explained in the documentation:

$ pip install numpy Cython
Collecting numpy
  Using cached numpy-1.22.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.8 MB)
Collecting Cython
  Using cached Cython-0.29.28-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl (1.9 MB)
Installing collected packages: numpy, Cython
Successfully installed Cython-0.29.28 numpy-1.22.3

~ took 7s
$ sudo apt install libsndfile-dev fluidsynth ffmpeg
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
Note, selecting 'libsndfile1-dev' instead of 'libsndfile-dev'
ffmpeg is already the newest version (7:4.4-6ubuntu5).
fluidsynth is already the newest version (2.1.7-1.1).
libsndfile1-dev is already the newest version (1.0.31-2).
0 to upgrade, 0 to newly install, 0 to remove and 0 not to upgrade.

~
$ pip install omnizart
Collecting omnizart
  Using cached omnizart-0.1.0-py3-none-any.whl (3.5 MB)
Collecting numba==0.48
  Using cached numba-0.48.0-cp39-cp39-linux_x86_64.whl
Collecting vamp<2.0.0,>=1.1.0
  Using cached vamp-1.1.0-cp39-cp39-linux_x86_64.whl
Collecting madmom<0.17.0,>=0.16.1
  Using cached madmom-0.16.1-cp39-cp39-linux_x86_64.whl
Collecting opencv-python<5.0.0,>=4.4.0
  Using cached opencv_python-4.5.5.64-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (60.5 MB)
Collecting tensorflow<3.0.0,>=2.3.0
  Using cached tensorflow-2.8.0-cp39-cp39-manylinux2010_x86_64.whl (497.6 MB)
Collecting jsonschema<4.0.0,>=3.2.0
  Using cached jsonschema-3.2.0-py2.py3-none-any.whl (56 kB)
Collecting pretty_midi<0.3.0,>=0.2.9
  Using cached pretty_midi-0.2.9-py3-none-any.whl
Requirement already satisfied: urllib3<2.0.0,>=1.25.11 in /usr/lib/python3/dist-packages (from omnizart) (1.26.5)
Requirement already satisfied: pyyaml<6.0.0,>=5.3.1 in /usr/lib/python3/dist-packages (from omnizart) (5.3.1)
Collecting librosa<0.9.0,>=0.8.0
  Using cached librosa-0.8.1-py3-none-any.whl (203 kB)
Collecting pyfluidsynth<2.0.0,>=1.2.5
  Using cached pyFluidSynth-1.3.0-py3-none-any.whl (18 kB)
Collecting tqdm<5.0.0,>=4.49.0
  Using cached tqdm-4.64.0-py2.py3-none-any.whl (78 kB)
Requirement already satisfied: click<8.0.0,>=7.1.2 in /usr/lib/python3/dist-packages (from omnizart) (7.1.2)
Collecting llvmlite<0.32.0,>=0.31.0dev0
  Using cached llvmlite-0.31.0.tar.gz (110 kB)
Requirement already satisfied: setuptools in /usr/lib/python3/dist-packages (from numba==0.48->omnizart) (52.0.0)
Requirement already satisfied: numpy>=1.15 in ./.local/lib/python3.9/site-packages (from numba==0.48->omnizart) (1.22.3)
Requirement already satisfied: six>=1.11.0 in /usr/lib/python3/dist-packages (from jsonschema<4.0.0,>=3.2.0->omnizart) (1.16.0)
Collecting attrs>=17.4.0
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Collecting pyrsistent>=0.14.0
  Using cached pyrsistent-0.18.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (115 kB)
Collecting packaging>=20.0
  Using cached packaging-21.3-py3-none-any.whl (40 kB)
Collecting decorator>=3.0.0
  Using cached decorator-5.1.1-py3-none-any.whl (9.1 kB)
Collecting audioread>=2.0.0
  Using cached audioread-2.1.9-py3-none-any.whl
Collecting joblib>=0.14
  Using cached joblib-1.1.0-py2.py3-none-any.whl (306 kB)
Collecting soundfile>=0.10.2
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Collecting pooch>=1.0
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Collecting resampy>=0.2.2
  Using cached resampy-0.2.2-py3-none-any.whl
Collecting scikit-learn!=0.19.0,>=0.14.0
  Using cached scikit_learn-1.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (26.4 MB)
Collecting scipy>=1.0.0
  Using cached scipy-1.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (42.1 MB)
Collecting mido>=1.2.8
  Using cached mido-1.2.10-py2.py3-none-any.whl (51 kB)
Requirement already satisfied: cython>=0.25 in ./.local/lib/python3.9/site-packages (from madmom<0.17.0,>=0.16.1->omnizart) (0.29.28)
Collecting pyparsing!=3.0.5,>=2.0.2
  Using cached pyparsing-3.0.8-py3-none-any.whl (98 kB)
Requirement already satisfied: requests>=2.19.0 in /usr/lib/python3/dist-packages (from pooch>=1.0->librosa<0.9.0,>=0.8.0->omnizart) (2.25.1)
Collecting appdirs>=1.3.0
  Using cached appdirs-1.4.4-py2.py3-none-any.whl (9.6 kB)
Collecting threadpoolctl>=2.0.0
  Using cached threadpoolctl-3.1.0-py3-none-any.whl (14 kB)
Collecting cffi>=1.0
  Using cached cffi-1.15.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (444 kB)
Collecting pycparser
  Using cached pycparser-2.21-py2.py3-none-any.whl (118 kB)
Collecting libclang>=9.0.1
  Using cached libclang-14.0.1-py2.py3-none-manylinux1_x86_64.whl (14.5 MB)
Collecting keras-preprocessing>=1.1.1
  Using cached Keras_Preprocessing-1.1.2-py2.py3-none-any.whl (42 kB)
Collecting tensorflow-io-gcs-filesystem>=0.23.1
  Using cached tensorflow_io_gcs_filesystem-0.25.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (2.1 MB)
Collecting flatbuffers>=1.12
  Using cached flatbuffers-2.0-py2.py3-none-any.whl (26 kB)
Collecting opt-einsum>=2.3.2
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Requirement already satisfied: protobuf>=3.9.2 in /usr/lib/python3/dist-packages (from tensorflow<3.0.0,>=2.3.0->omnizart) (3.12.4)
Collecting absl-py>=0.4.0
  Using cached absl_py-1.0.0-py3-none-any.whl (126 kB)
Collecting h5py>=2.9.0
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Collecting astunparse>=1.6.0
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Collecting typing-extensions>=3.6.6
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Collecting keras<2.9,>=2.8.0rc0
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Collecting tf-estimator-nightly==2.8.0.dev2021122109
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Collecting termcolor>=1.1.0
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Collecting google-pasta>=0.1.1
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Collecting grpcio<2.0,>=1.24.3
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Collecting wrapt>=1.11.0
  Using cached wrapt-1.14.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (77 kB)
Collecting gast>=0.2.1
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Collecting tensorboard<2.9,>=2.8
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Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/lib/python3/dist-packages (from astunparse>=1.6.0->tensorflow<3.0.0,>=2.3.0->omnizart) (0.34.2)
Collecting markdown>=2.6.8
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Collecting tensorboard-data-server<0.7.0,>=0.6.0
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Collecting tensorboard-plugin-wit>=1.6.0
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Collecting pyasn1-modules>=0.2.1
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Collecting requests-oauthlib>=0.7.0
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Requirement already satisfied: zipp>=0.5 in /usr/lib/python3/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<2.9,>=2.8->tensorflow<3.0.0,>=2.3.0->omnizart) (1.0.0)
Collecting pyasn1<0.5.0,>=0.4.6
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Requirement already satisfied: oauthlib>=3.0.0 in /usr/lib/python3/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.9,>=2.8->tensorflow<3.0.0,>=2.3.0->omnizart) (3.1.0)
Building wheels for collected packages: llvmlite
  Building wheel for llvmlite (setup.py) ... error
  ERROR: Command errored out with exit status 1:
   command: /usr/bin/python3 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/setup.py'"'"'; __file__='"'"'/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d /tmp/pip-wheel-b88zt9pn
       cwd: /tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/
  Complete output (15 lines):
  running bdist_wheel
  /usr/bin/python3 /tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/ffi/build.py
  LLVM version... 13.0.0

  Traceback (most recent call last):
    File "/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/ffi/build.py", line 168, in <module>
      main()
    File "/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/ffi/build.py", line 158, in main
      main_posix('linux', '.so')
    File "/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/ffi/build.py", line 120, in main_posix
      raise RuntimeError(msg)
  RuntimeError: Building llvmlite requires LLVM 7.0+ Be sure to set LLVM_CONFIG to the right executable path.
  Read the documentation at http://llvmlite.pydata.org/ for more information about building llvmlite.

  error: command '/usr/bin/python3' failed with exit code 1
  ----------------------------------------
  ERROR: Failed building wheel for llvmlite
  Running setup.py clean for llvmlite
Failed to build llvmlite
Installing collected packages: pyasn1, rsa, pyasn1-modules, cachetools, requests-oauthlib, pyparsing, pycparser, llvmlite, importlib-metadata, google-auth, werkzeug, threadpoolctl, tensorboard-plugin-wit, tensorboard-data-server, scipy, packaging, numba, markdown, joblib, grpcio, google-auth-oauthlib, cffi, appdirs, absl-py, wrapt, typing-extensions, tf-estimator-nightly, termcolor, tensorflow-io-gcs-filesystem, tensorboard, soundfile, scikit-learn, resampy, pyrsistent, pooch, opt-einsum, mido, libclang, keras-preprocessing, keras, h5py, google-pasta, gast, flatbuffers, decorator, audioread, attrs, astunparse, vamp, tqdm, tensorflow, pyfluidsynth, pretty-midi, opencv-python, madmom, librosa, jsonschema, omnizart
    Running setup.py install for llvmlite ... error
    ERROR: Command errored out with exit status 1:
     command: /usr/bin/python3 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/setup.py'"'"'; __file__='"'"'/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record /tmp/pip-record-wnrsu259/install-record.txt --single-version-externally-managed --user --prefix= --compile --install-headers /home/schneider/.local/include/python3.9/llvmlite
         cwd: /tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/
    Complete output (18 lines):
    running install
    running build
    got version from file /tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/llvmlite/_version.py {'version': '0.31.0', 'full': 'fe7d985f6421d87f613bd414479d29d912771562'}
    running build_ext
    /usr/bin/python3 /tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/ffi/build.py
    LLVM version... 13.0.0

    Traceback (most recent call last):
      File "/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/ffi/build.py", line 168, in <module>
        main()
      File "/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/ffi/build.py", line 158, in main
        main_posix('linux', '.so')
      File "/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/ffi/build.py", line 120, in main_posix
        raise RuntimeError(msg)
    RuntimeError: Building llvmlite requires LLVM 7.0+ Be sure to set LLVM_CONFIG to the right executable path.
    Read the documentation at http://llvmlite.pydata.org/ for more information about building llvmlite.

    error: command '/usr/bin/python3' failed with exit code 1
    ----------------------------------------
ERROR: Command errored out with exit status 1: /usr/bin/python3 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/setup.py'"'"'; __file__='"'"'/tmp/pip-install-h5twqgap/llvmlite_69ce54ce335e452e9d0440e39568c630/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record /tmp/pip-record-wnrsu259/install-record.txt --single-version-externally-managed --user --prefix= --compile --install-headers /home/schneider/.local/include/python3.9/llvmlite Check the logs for full command output.

This seems to be related to #26 and #29.

Some information about the environment:

$ neofetch
            .-/+oossssoo+/-.               [email protected]
        `:+ssssssssssssssssss+:`           ----------------
      -+ssssssssssssssssssyyssss+-         OS: Ubuntu 21.10 x86_64
    .ossssssssssssssssssdMMMNysssso.       Host: 80R0 Lenovo G50-8
   /ssssssssssshdmmNNmmyNMMMMhssssss/      Kernel: 5.13.0-40-gener
  +ssssssssshmydMMMMMMMNddddyssssssss+     Uptime: 4 hours, 51 min
 /sssssssshNMMMyhhyyyyhmNMMMNhssssssss/    Packages: 2739 (dpkg),
.ssssssssdMMMNhsssssssssshNMMMdssssssss.   Shell: zsh 5.8
+sssshhhyNMMNyssssssssssssyNMMMysssssss+   Resolution: 1440x900
ossyNMMMNyMMhsssssssssssssshmmmhssssssso   DE: GNOME 40.5
ossyNMMMNyMMhsssssssssssssshmmmhssssssso   WM: Mutter
+sssshhhyNMMNyssssssssssssyNMMMysssssss+   WM Theme: Adwaita
.ssssssssdMMMNhsssssssssshNMMMdssssssss.   Theme: Yaru-dark [GTK2/
 /sssssssshNMMMyhhyyyyhdNMMMNhssssssss/    Icons: Yaru [GTK2/3]
  +sssssssssdmydMMMMMMMMddddyssssssss+     CPU: Intel i7-5500U (4)
   /ssssssssssshdmNNNNmyNMMMMhssssss/      GPU: Intel HD Graphics
    .ossssssssssssssssssdMMMNysssso.       Memory: 3708MiB / 7866M
      -+sssssssssssssssssyyyssss+-
        `:+ssssssssssssssssss+:`
            .-/+oossssoo+/-.

~
$ python3 --version                                                Python 3.9.7

~
$ pip --version
pip 20.3.4 from /usr/lib/python3/dist-packages/pip (python 3.9)

(https://github.com/openjournals/joss-reviews/issues/3391)

In the review checklist, we have this item

Functionality: Have the functional claims of the software been confirmed? Performance: If there are any performance claims of the software, have they been confirmed? (If there are no claims, please check off this item.)

On it, can you improve the doc regarding how models are supposed to perform? I ran a few files with omnizart music transcribe and realized for typical multi-instrument pop music, the performance might be under general expectation people would have.

Also, I found "music" to be a little too general. Shall we instead say it like "harmonic part", "tonal instruments", etc, and specify that the output would be a single-track midi file?