Specify which speaker is talking

[Benjamin-Loison]

DuckDuckGo search whisper specify speaker.

whisper-diarization/blob/6c9047dd7334c48acde62042890fd357117a9f55/README.md

to identify the speaker for each sentence in the transcription generated by Whisper

For phone call could in theory leverage the audio of each end.

Related to Benjamin-Loison/obs-studio/issues/28.

[Benjamin-Loison]

python diarize.py -a audio.amr 

Output:

Traceback (most recent call last):
  File "/home/benjamin_loison/Desktop/bens_folder/dev/git/whisper-diarization/diarize.py", line 10, in <module>
    from ctc_forced_aligner import (
ModuleNotFoundError: No module named 'ctc_forced_aligner'

[Benjamin-Loison]

pip install -c constraints.txt -r requirements.txt

Output:

Collecting git+https://github.com/MahmoudAshraf97/demucs.git (from -r requirements.txt (line 5))
  Cloning https://github.com/MahmoudAshraf97/demucs.git to /tmp/pip-req-build-_nasnfvc
  Running command git clone --filter=blob:none --quiet https://github.com/MahmoudAshraf97/demucs.git /tmp/pip-req-build-_nasnfvc
  Resolved https://github.com/MahmoudAshraf97/demucs.git to commit 4273070a70ded308ddfd0879d267bbd06f89a1b7
  Preparing metadata (setup.py) ... done
Collecting git+https://github.com/oliverguhr/deepmultilingualpunctuation.git (from -r requirements.txt (line 6))
  Cloning https://github.com/oliverguhr/deepmultilingualpunctuation.git to /tmp/pip-req-build-dwvkq808
  Running command git clone --filter=blob:none --quiet https://github.com/oliverguhr/deepmultilingualpunctuation.git /tmp/pip-req-build-dwvkq808
  Resolved https://github.com/oliverguhr/deepmultilingualpunctuation.git to commit 5a0dd7f4fd56687f59405aa8eba1144393d8b74b
  Preparing metadata (setup.py) ... done
Collecting git+https://github.com/MahmoudAshraf97/ctc-forced-aligner.git (from -r requirements.txt (line 7))
  Cloning https://github.com/MahmoudAshraf97/ctc-forced-aligner.git to /tmp/pip-req-build-_lx7vfok
  Running command git clone --filter=blob:none --quiet https://github.com/MahmoudAshraf97/ctc-forced-aligner.git /tmp/pip-req-build-_lx7vfok
  Resolved https://github.com/MahmoudAshraf97/ctc-forced-aligner.git to commit 201276a4ea2ddd3f5caead1ac4f211477ae3da6d
  Running command git submodule update --init --recursive -q
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting wget (from -r requirements.txt (line 1))
  Downloading wget-3.2.zip (10 kB)
  Preparing metadata (setup.py) ... done
Collecting nemo_toolkit==2.0.0rc0 (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading nemo_toolkit-2.0.0rc0-py3-none-any.whl.metadata (19 kB)
Requirement already satisfied: nltk in /home/benjamin_loison/venv/lib/python3.11/site-packages (from -r requirements.txt (line 3)) (3.9.1)
Requirement already satisfied: faster-whisper>=1.1.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from -r requirements.txt (line 4)) (1.1.1)
Collecting fiddle (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading fiddle-0.3.0-py3-none-any.whl.metadata (2.3 kB)
Collecting huggingface-hub>=0.20.3 (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading huggingface_hub-0.23.5-py3-none-any.whl.metadata (12 kB)
Requirement already satisfied: numba in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.61.0)
Collecting numpy>=1.22 (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Using cached numpy-1.26.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)
Collecting onnx>=1.7.0 (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading onnx-1.17.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (16 kB)
Requirement already satisfied: python-dateutil in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.9.0.post0)
Collecting ruamel.yaml (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading ruamel.yaml-0.18.10-py3-none-any.whl.metadata (23 kB)
Requirement already satisfied: scikit-learn in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.6.1)
Requirement already satisfied: setuptools>=65.5.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (78.0.2)
Requirement already satisfied: tensorboard in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.19.0)
Collecting text-unidecode (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading text_unidecode-1.3-py2.py3-none-any.whl.metadata (2.4 kB)
Requirement already satisfied: torch in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.6.0)
Requirement already satisfied: tqdm>=4.41.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (4.67.1)
Requirement already satisfied: wrapt in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.17.2)
Collecting braceexpand (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading braceexpand-0.1.7-py2.py3-none-any.whl.metadata (3.0 kB)
Collecting editdistance (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading editdistance-0.8.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.9 kB)
Requirement already satisfied: einops in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.8.1)
Collecting g2p-en (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading g2p_en-2.1.0-py3-none-any.whl.metadata (4.5 kB)
Collecting ipywidgets (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading ipywidgets-8.1.5-py3-none-any.whl.metadata (2.3 kB)
Collecting jiwer (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading jiwer-3.1.0-py3-none-any.whl.metadata (2.6 kB)
Collecting kaldi-python-io (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading kaldi-python-io-1.2.2.tar.gz (8.8 kB)
  Preparing metadata (setup.py) ... done
Collecting kaldiio (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading kaldiio-2.18.1-py3-none-any.whl.metadata (13 kB)
Collecting lhotse>=1.22.0 (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading lhotse-1.31.0-py3-none-any.whl.metadata (18 kB)
Requirement already satisfied: librosa>=0.10.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.11.0)
Requirement already satisfied: marshmallow in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.26.1)
Requirement already satisfied: matplotlib in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.10.1)
Requirement already satisfied: packaging in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (24.2)
Collecting pyannote.core (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading pyannote.core-5.0.0-py3-none-any.whl.metadata (1.4 kB)
Collecting pyannote.metrics (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading pyannote.metrics-3.2.1-py3-none-any.whl.metadata (1.3 kB)
Requirement already satisfied: pydub in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.25.1)
Collecting pyloudnorm (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading pyloudnorm-0.1.1-py3-none-any.whl.metadata (5.6 kB)
Collecting resampy (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading resampy-0.4.3-py3-none-any.whl.metadata (3.0 kB)
Requirement already satisfied: scipy>=0.14 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.15.2)
Requirement already satisfied: soundfile in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.13.1)
Collecting sox (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading sox-1.5.0.tar.gz (63 kB)
  Preparing metadata (setup.py) ... done
Collecting texterrors (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading texterrors-1.0.8-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (5.0 kB)
Collecting cloudpickle (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading cloudpickle-3.1.1-py3-none-any.whl.metadata (7.1 kB)
Collecting hydra-core<=1.3.2,>1.3 (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading hydra_core-1.3.2-py3-none-any.whl.metadata (5.5 kB)
Collecting omegaconf<=2.3 (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading omegaconf-2.3.0-py3-none-any.whl.metadata (3.9 kB)
Collecting pytorch-lightning>=2.2.1 (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading pytorch_lightning-2.5.1-py3-none-any.whl.metadata (20 kB)
Collecting torchmetrics>=0.11.0 (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading torchmetrics-1.7.0-py3-none-any.whl.metadata (21 kB)
Collecting transformers<=4.40.2,>=4.36.0 (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading transformers-4.40.2-py3-none-any.whl.metadata (137 kB)
Collecting wandb (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading wandb-0.19.8-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (10 kB)
Collecting webdataset>=0.2.86 (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading webdataset-0.2.111-py3-none-any.whl.metadata (15 kB)
Requirement already satisfied: datasets in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.4.1)
Requirement already satisfied: inflect in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (7.5.0)
Requirement already satisfied: pandas in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.2.3)
Requirement already satisfied: sacremoses>=0.0.43 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.1.1)
Requirement already satisfied: sentencepiece<1.0.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.2.0)
Requirement already satisfied: click in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nltk->-r requirements.txt (line 3)) (8.1.8)
Requirement already satisfied: joblib in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nltk->-r requirements.txt (line 3)) (1.4.2)
Requirement already satisfied: regex>=2021.8.3 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from nltk->-r requirements.txt (line 3)) (2024.11.6)
Requirement already satisfied: ctranslate2<5,>=4.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from faster-whisper>=1.1.0->-r requirements.txt (line 4)) (4.5.0)
Requirement already satisfied: tokenizers<1,>=0.13 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from faster-whisper>=1.1.0->-r requirements.txt (line 4)) (0.21.1)
Requirement already satisfied: onnxruntime<2,>=1.14 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from faster-whisper>=1.1.0->-r requirements.txt (line 4)) (1.21.0)
Requirement already satisfied: av>=11 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from faster-whisper>=1.1.0->-r requirements.txt (line 4)) (14.2.0)
Collecting dora-search (from demucs==4.1.0a3->-r requirements.txt (line 5))
  Downloading dora_search-0.1.12.tar.gz (87 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting julius>=0.2.3 (from demucs==4.1.0a3->-r requirements.txt (line 5))
  Downloading julius-0.2.7.tar.gz (59 kB)
  Preparing metadata (setup.py) ... done
Collecting lameenc>=1.2 (from demucs==4.1.0a3->-r requirements.txt (line 5))
  Downloading lameenc-1.8.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl.metadata (9.9 kB)
Collecting openunmix (from demucs==4.1.0a3->-r requirements.txt (line 5))
  Downloading openunmix-1.3.0-py3-none-any.whl.metadata (17 kB)
Requirement already satisfied: pyyaml in /home/benjamin_loison/venv/lib/python3.11/site-packages (from demucs==4.1.0a3->-r requirements.txt (line 5)) (6.0.2)
Requirement already satisfied: torchaudio>=0.8 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from demucs==4.1.0a3->-r requirements.txt (line 5)) (2.6.0)
Requirement already satisfied: Unidecode in /home/benjamin_loison/venv/lib/python3.11/site-packages (from ctc-forced-aligner==0.3.0->-r requirements.txt (line 7)) (1.3.8)
Requirement already satisfied: filelock in /home/benjamin_loison/venv/lib/python3.11/site-packages (from huggingface-hub>=0.20.3->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.18.0)
Requirement already satisfied: fsspec>=2023.5.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from huggingface-hub>=0.20.3->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2025.3.0)
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Requirement already satisfied: typing-extensions>=3.7.4.3 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from huggingface-hub>=0.20.3->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (4.12.2)
Collecting antlr4-python3-runtime==4.9.* (from hydra-core<=1.3.2,>1.3->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading antlr4-python3-runtime-4.9.3.tar.gz (117 kB)
  Preparing metadata (setup.py) ... done
Requirement already satisfied: audioread>=2.1.9 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from lhotse>=1.22.0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.0.1)
Collecting cytoolz>=0.10.1 (from lhotse>=1.22.0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
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Collecting intervaltree>=3.1.0 (from lhotse>=1.22.0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading intervaltree-3.1.0.tar.gz (32 kB)
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Collecting lightning-utilities>=0.10.0 (from pytorch-lightning>=2.2.1->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
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Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.4.127 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (12.4.127)
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Requirement already satisfied: nvidia-cuda-cupti-cu12==12.4.127 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (12.4.127)
Requirement already satisfied: nvidia-cudnn-cu12==9.1.0.70 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (9.1.0.70)
Requirement already satisfied: nvidia-cublas-cu12==12.4.5.8 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (12.4.5.8)
Requirement already satisfied: nvidia-cufft-cu12==11.2.1.3 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (11.2.1.3)
Requirement already satisfied: nvidia-curand-cu12==10.3.5.147 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (10.3.5.147)
Requirement already satisfied: nvidia-cusolver-cu12==11.6.1.9 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (11.6.1.9)
Requirement already satisfied: nvidia-cusparse-cu12==12.3.1.170 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (12.3.1.170)
Requirement already satisfied: nvidia-cusparselt-cu12==0.6.2 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.6.2)
Requirement already satisfied: nvidia-nccl-cu12==2.21.5 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.21.5)
Requirement already satisfied: nvidia-nvtx-cu12==12.4.127 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (12.4.127)
Requirement already satisfied: nvidia-nvjitlink-cu12==12.4.127 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (12.4.127)
Requirement already satisfied: triton==3.2.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from torch->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.2.0)
Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from sympy->onnxruntime<2,>=1.14->faster-whisper>=1.1.0->-r requirements.txt (line 4)) (1.3.0)
Collecting tokenizers<1,>=0.13 (from faster-whisper>=1.1.0->-r requirements.txt (line 4))
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Requirement already satisfied: pyarrow>=15.0.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (19.0.1)
Collecting dill<0.3.9,>=0.3.0 (from datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Using cached dill-0.3.8-py3-none-any.whl.metadata (10 kB)
Requirement already satisfied: xxhash in /home/benjamin_loison/venv/lib/python3.11/site-packages (from datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.5.0)
Collecting multiprocess<0.70.17 (from datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Using cached multiprocess-0.70.16-py311-none-any.whl.metadata (7.2 kB)
Collecting fsspec>=2023.5.0 (from huggingface-hub>=0.20.3->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Using cached fsspec-2024.12.0-py3-none-any.whl.metadata (11 kB)
Requirement already satisfied: aiohttp in /home/benjamin_loison/venv/lib/python3.11/site-packages (from datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.11.14)
INFO: pip is looking at multiple versions of datasets to determine which version is compatible with other requirements. This could take a while.
Collecting datasets (from nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading datasets-3.4.0-py3-none-any.whl.metadata (19 kB)
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Collecting fsspec>=2023.5.0 (from huggingface-hub>=0.20.3->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
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Collecting retrying (from dora-search->demucs==4.1.0a3->-r requirements.txt (line 5))
  Downloading retrying-1.3.4-py3-none-any.whl.metadata (6.9 kB)
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  Downloading submitit-1.5.2-py3-none-any.whl.metadata (7.9 kB)
Collecting treetable (from dora-search->demucs==4.1.0a3->-r requirements.txt (line 5))
  Downloading treetable-0.2.5.tar.gz (10 kB)
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Requirement already satisfied: absl-py in /home/benjamin_loison/venv/lib/python3.11/site-packages (from fiddle->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.2.0)
Collecting graphviz (from fiddle->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading graphviz-0.20.3-py3-none-any.whl.metadata (12 kB)
Collecting libcst (from fiddle->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading libcst-1.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (17 kB)
Collecting distance>=0.1.3 (from g2p-en->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading Distance-0.1.3.tar.gz (180 kB)
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Requirement already satisfied: more_itertools>=8.5.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from inflect->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (10.6.0)
Requirement already satisfied: typeguard>=4.0.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from inflect->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (4.4.2)
Collecting comm>=0.1.3 (from ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
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Requirement already satisfied: traitlets>=4.3.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (5.14.3)
Collecting widgetsnbextension~=4.0.12 (from ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
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Collecting jupyterlab-widgets~=3.0.12 (from ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading jupyterlab_widgets-3.0.13-py3-none-any.whl.metadata (4.1 kB)
Requirement already satisfied: rapidfuzz>=3.9.7 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from jiwer->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.12.2)
Requirement already satisfied: contourpy>=1.0.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from matplotlib->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.3.1)
Requirement already satisfied: cycler>=0.10 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from matplotlib->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.12.1)
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Requirement already satisfied: kiwisolver>=1.3.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from matplotlib->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.4.8)
Requirement already satisfied: pillow>=8 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from matplotlib->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (11.1.0)
Requirement already satisfied: pyparsing>=2.3.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from matplotlib->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.2.3)
Requirement already satisfied: six>=1.5 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from python-dateutil->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.17.0)
Requirement already satisfied: pytz>=2020.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from pandas->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2025.2)
Requirement already satisfied: tzdata>=2022.7 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from pandas->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2025.2)
Collecting sortedcontainers>=2.0.4 (from pyannote.core->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
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Collecting pyannote.database>=4.0.1 (from pyannote.metrics->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading pyannote.database-5.1.3-py3-none-any.whl.metadata (1.1 kB)
Requirement already satisfied: docopt>=0.6.2 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from pyannote.metrics->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.6.2)
Collecting future>=0.16.0 (from pyloudnorm->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading future-1.0.0-py3-none-any.whl.metadata (4.0 kB)
Collecting ruamel.yaml.clib>=0.2.7 (from ruamel.yaml->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading ruamel.yaml.clib-0.2.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.7 kB)
Requirement already satisfied: grpcio>=1.48.2 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from tensorboard->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.71.0)
Requirement already satisfied: markdown>=2.6.8 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from tensorboard->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.7)
Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from tensorboard->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.7.2)
Requirement already satisfied: werkzeug>=1.0.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from tensorboard->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.1.3)
Collecting pybind11 (from texterrors->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Using cached pybind11-2.13.6-py3-none-any.whl.metadata (9.5 kB)
Collecting plac (from texterrors->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading plac-1.4.3-py2.py3-none-any.whl.metadata (5.9 kB)
Requirement already satisfied: loguru in /home/benjamin_loison/venv/lib/python3.11/site-packages (from texterrors->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.7.3)
Requirement already satisfied: termcolor in /home/benjamin_loison/venv/lib/python3.11/site-packages (from texterrors->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.5.0)
Collecting Levenshtein (from texterrors->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading levenshtein-0.27.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.6 kB)
Collecting docker-pycreds>=0.4.0 (from wandb->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading docker_pycreds-0.4.0-py2.py3-none-any.whl.metadata (1.8 kB)
Requirement already satisfied: gitpython!=3.1.29,>=1.0.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from wandb->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.1.44)
Requirement already satisfied: platformdirs in /home/benjamin_loison/venv/lib/python3.11/site-packages (from wandb->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (4.3.7)
Collecting protobuf>=3.20.2 (from onnx>=1.7.0->nemo_toolkit==2.0.0rc0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Using cached protobuf-5.29.4-cp38-abi3-manylinux2014_x86_64.whl.metadata (592 bytes)
Requirement already satisfied: psutil>=5.0.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from wandb->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (7.0.0)
Requirement already satisfied: pydantic<3,>=2.6 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from wandb->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.10.6)
Collecting sentry-sdk>=2.0.0 (from wandb->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading sentry_sdk-2.24.1-py2.py3-none-any.whl.metadata (10 kB)
Collecting setproctitle (from wandb->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading setproctitle-1.3.5-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (10 kB)
Requirement already satisfied: pycparser in /home/benjamin_loison/venv/lib/python3.11/site-packages (from cffi>=1.0->soundfile->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.22)
Collecting toolz>=0.8.0 (from cytoolz>=0.10.1->lhotse>=1.22.0->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2))
  Downloading toolz-1.0.0-py3-none-any.whl.metadata (5.1 kB)
Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from aiohttp->datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (2.6.1)
Requirement already satisfied: aiosignal>=1.1.2 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from aiohttp->datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.3.2)
Requirement already satisfied: attrs>=17.3.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from aiohttp->datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (25.3.0)
Requirement already satisfied: frozenlist>=1.1.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from aiohttp->datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.5.0)
Requirement already satisfied: multidict<7.0,>=4.5 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from aiohttp->datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (6.2.0)
Requirement already satisfied: propcache>=0.2.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from aiohttp->datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.3.0)
Requirement already satisfied: yarl<2.0,>=1.17.0 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from aiohttp->datasets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.18.3)
Requirement already satisfied: gitdb<5,>=4.0.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from gitpython!=3.1.29,>=1.0.0->wandb->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (4.0.12)
Requirement already satisfied: ipython-pygments-lexers in /home/benjamin_loison/venv/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (1.1.1)
Requirement already satisfied: jedi>=0.16 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.19.2)
Requirement already satisfied: matplotlib-inline in /home/benjamin_loison/venv/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.1.7)
Requirement already satisfied: pexpect>4.3 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (4.9.0)
Requirement already satisfied: prompt_toolkit<3.1.0,>=3.0.41 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (3.0.50)
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Requirement already satisfied: stack_data in /home/benjamin_loison/venv/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.6.3)
Requirement already satisfied: typer>=0.12.1 in /home/benjamin_loison/venv/lib/python3.11/site-packages (from pyannote.database>=4.0.1->pyannote.metrics->nemo_toolkit[asr]==2.0.0rc0->-r requirements.txt (line 2)) (0.15.2)
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Building wheels for collected packages: wget, demucs, deepmultilingualpunctuation, ctc-forced-aligner, antlr4-python3-runtime, julius, dora-search, kaldi-python-io, sox, distance, intervaltree, treetable
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Successfully built wget demucs deepmultilingualpunctuation ctc-forced-aligner antlr4-python3-runtime julius dora-search kaldi-python-io sox distance intervaltree treetable
Installing collected packages: wget, text-unidecode, sortedcontainers, plac, lameenc, distance, braceexpand, antlr4-python3-runtime, widgetsnbextension, treetable, toolz, setproctitle, sentry-sdk, ruamel.yaml.clib, retrying, pydantic-core, pybind11, protobuf, omegaconf, numpy, lightning-utilities, libcst, Levenshtein, jupyterlab-widgets, jiwer, intervaltree, graphviz, future, fsspec, editdistance, docker-pycreds, dill, comm, cloudpickle, webdataset, texterrors, submitit, sox, ruamel.yaml, onnx, multiprocess, lilcom, kaldiio, kaldi-python-io, hydra-core, huggingface-hub, fiddle, cytoolz, wandb, tokenizers, resampy, pyloudnorm, pyannote.core, ipywidgets, g2p-en, transformers, torchmetrics, pyannote.database, nemo_toolkit, lhotse, julius, dora-search, datasets, pytorch-lightning, pyannote.metrics, openunmix, deepmultilingualpunctuation, ctc-forced-aligner, demucs
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  Attempting uninstall: tokenizers
    Found existing installation: tokenizers 0.21.1
    Uninstalling tokenizers-0.21.1:
      Successfully uninstalled tokenizers-0.21.1
  Attempting uninstall: transformers
    Found existing installation: transformers 4.50.0
    Uninstalling transformers-4.50.0:
      Successfully uninstalled transformers-4.50.0
  Attempting uninstall: datasets
    Found existing installation: datasets 3.4.1
    Uninstalling datasets-3.4.1:
      Successfully uninstalled datasets-3.4.1
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
gruut 2.4.0 requires dateparser~=1.1.1, but you have dateparser 1.2.1 which is incompatible.
gruut 2.4.0 requires jsonlines~=1.2.0, but you have jsonlines 4.0.0 which is incompatible.
spacy 3.8.4 requires thinc<8.4.0,>=8.3.4, but you have thinc 9.1.1 which is incompatible.
open-webui 0.5.20 requires aiohttp==3.11.11, but you have aiohttp 3.11.14 which is incompatible.
open-webui 0.5.20 requires alembic==1.14.0, but you have alembic 1.15.1 which is incompatible.
open-webui 0.5.20 requires apscheduler==3.10.4, but you have apscheduler 3.11.0 which is incompatible.
open-webui 0.5.20 requires authlib==1.4.1, but you have authlib 1.5.1 which is incompatible.
open-webui 0.5.20 requires azure-ai-documentintelligence==1.0.0, but you have azure-ai-documentintelligence 1.0.1 which is incompatible.
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open-webui 0.5.20 requires azure-storage-blob==12.24.1, but you have azure-storage-blob 12.25.0 which is incompatible.
open-webui 0.5.20 requires boto3==1.35.53, but you have boto3 1.37.19 which is incompatible.
open-webui 0.5.20 requires chromadb==0.6.2, but you have chromadb 0.6.3 which is incompatible.
open-webui 0.5.20 requires docx2txt==0.8, but you have docx2txt 0.9 which is incompatible.
open-webui 0.5.20 requires duckduckgo-search~=7.3.2, but you have duckduckgo-search 7.5.3 which is incompatible.
open-webui 0.5.20 requires einops==0.8.0, but you have einops 0.8.1 which is incompatible.
open-webui 0.5.20 requires elasticsearch==8.17.1, but you have elasticsearch 8.17.2 which is incompatible.
open-webui 0.5.20 requires fake-useragent==1.5.1, but you have fake-useragent 2.1.0 which is incompatible.
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open-webui 0.5.20 requires ftfy==6.2.3, but you have ftfy 6.3.1 which is incompatible.
open-webui 0.5.20 requires google-cloud-storage==2.19.0, but you have google-cloud-storage 3.1.0 which is incompatible.
open-webui 0.5.20 requires google-generativeai==0.7.2, but you have google-generativeai 0.8.4 which is incompatible.
open-webui 0.5.20 requires googleapis-common-protos==1.63.2, but you have googleapis-common-protos 1.69.2 which is incompatible.
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open-webui 0.5.20 requires langchain-community==0.3.18, but you have langchain-community 0.3.20 which is incompatible.
open-webui 0.5.20 requires langfuse==2.44.0, but you have langfuse 2.60.2 which is incompatible.
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open-webui 0.5.20 requires peewee-migrate==1.12.2, but you have peewee-migrate 1.13.0 which is incompatible.
open-webui 0.5.20 requires pgvector==0.3.5, but you have pgvector 0.4.0 which is incompatible.
open-webui 0.5.20 requires playwright==1.49.1, but you have playwright 1.51.0 which is incompatible.
open-webui 0.5.20 requires psycopg2-binary==2.9.9, but you have psycopg2-binary 2.9.10 which is incompatible.
open-webui 0.5.20 requires pymdown-extensions==10.14.2, but you have pymdown-extensions 10.14.3 which is incompatible.
open-webui 0.5.20 requires pymilvus==2.5.0, but you have pymilvus 2.5.6 which is incompatible.
open-webui 0.5.20 requires pypandoc==1.13, but you have pypandoc 1.15 which is incompatible.
open-webui 0.5.20 requires pypdf==4.3.1, but you have pypdf 5.4.0 which is incompatible.
open-webui 0.5.20 requires pytest-docker~=3.1.1, but you have pytest-docker 3.2.0 which is incompatible.
open-webui 0.5.20 requires python-multipart==0.0.18, but you have python-multipart 0.0.20 which is incompatible.
open-webui 0.5.20 requires python-pptx==1.0.0, but you have python-pptx 1.0.2 which is incompatible.
open-webui 0.5.20 requires python-socketio==5.11.3, but you have python-socketio 5.12.1 which is incompatible.
open-webui 0.5.20 requires qdrant-client~=1.12.0, but you have qdrant-client 1.13.3 which is incompatible.
open-webui 0.5.20 requires rapidocr-onnxruntime==1.3.24, but you have rapidocr-onnxruntime 1.4.4 which is incompatible.
open-webui 0.5.20 requires sentence-transformers==3.3.1, but you have sentence-transformers 3.4.1 which is incompatible.
open-webui 0.5.20 requires sqlalchemy==2.0.38, but you have sqlalchemy 2.0.39 which is incompatible.
open-webui 0.5.20 requires unstructured==0.16.17, but you have unstructured 0.17.2 which is incompatible.
open-webui 0.5.20 requires youtube-transcript-api==0.6.3, but you have youtube-transcript-api 1.0.2 which is incompatible.
tts 0.22.0 requires gruut[de,es,fr]==2.2.3, but you have gruut 2.4.0 which is incompatible.
tts 0.22.0 requires pandas<2.0,>=1.4, but you have pandas 2.2.3 which is incompatible.
google-generativeai 0.8.4 requires google-ai-generativelanguage==0.6.15, but you have google-ai-generativelanguage 0.6.17 which is incompatible.
qdrant-client 1.13.3 requires portalocker<3.0.0,>=2.7.0, but you have portalocker 3.1.1 which is incompatible.
pymilvus 2.5.6 requires grpcio<=1.67.1,>=1.49.1, but you have grpcio 1.71.0 which is incompatible.
thinc 9.1.1 requires blis<1.1.0,>=1.0.0, but you have blis 1.2.0 which is incompatible.
thinc 9.1.1 requires numpy<3.0.0,>=2.0.0, but you have numpy 1.26.4 which is incompatible.
tchap-bot 1.5 requires cryptography<43.0.0,>=42.0.8, but you have cryptography 44.0.2 which is incompatible.
tchap-bot 1.5 requires matrix-nio[e2e]<0.25.0,>=0.24.0, but you have matrix-nio 0.25.2 which is incompatible.
tchap-bot 1.5 requires pillow<11.0.0,>=10.4.0, but you have pillow 11.1.0 which is incompatible.
tchap-bot 1.5 requires structlog<25.0.0,>=24.2.0, but you have structlog 25.2.0 which is incompatible.
libretranslate 1.6.4 requires apscheduler==3.9.1, but you have apscheduler 3.11.0 which is incompatible.
libretranslate 1.6.4 requires flask==2.2.5, but you have flask 3.1.0 which is incompatible.
libretranslate 1.6.4 requires flask-babel==3.1.0, but you have flask-babel 4.0.0 which is incompatible.
libretranslate 1.6.4 requires flask-limiter==2.6.3, but you have flask-limiter 3.12 which is incompatible.
libretranslate 1.6.4 requires flask-session==0.4.0, but you have flask-session 0.8.0 which is incompatible.
libretranslate 1.6.4 requires itsdangerous==2.1.2, but you have itsdangerous 2.2.0 which is incompatible.
libretranslate 1.6.4 requires packaging==23.1, but you have packaging 24.2 which is incompatible.
libretranslate 1.6.4 requires polib==1.1.1, but you have polib 1.2.0 which is incompatible.
libretranslate 1.6.4 requires prometheus-client==0.15.0, but you have prometheus-client 0.21.1 which is incompatible.
libretranslate 1.6.4 requires redis==4.4.4, but you have redis 5.2.1 which is incompatible.
libretranslate 1.6.4 requires requests==2.31.0, but you have requests 2.32.3 which is incompatible.
libretranslate 1.6.4 requires torch==2.2.0, but you have torch 2.6.0 which is incompatible.
libretranslate 1.6.4 requires waitress==2.1.2, but you have waitress 3.0.2 which is incompatible.
libretranslate 1.6.4 requires werkzeug==2.3.8, but you have werkzeug 3.1.3 which is incompatible.
sentence-transformers 3.4.1 requires transformers<5.0.0,>=4.41.0, but you have transformers 4.40.2 which is incompatible.
Successfully installed Levenshtein-0.27.1 antlr4-python3-runtime-4.9.3 braceexpand-0.1.7 cloudpickle-3.1.1 comm-0.2.2 ctc-forced-aligner-0.3.0 cytoolz-1.0.1 datasets-3.2.0 deepmultilingualpunctuation-1.0.1 demucs-4.1.0a3 dill-0.3.8 distance-0.1.3 docker-pycreds-0.4.0 dora-search-0.1.12 editdistance-0.8.1 fiddle-0.3.0 fsspec-2024.9.0 future-1.0.0 g2p-en-2.1.0 graphviz-0.20.3 huggingface-hub-0.23.5 hydra-core-1.3.2 intervaltree-3.1.0 ipywidgets-8.1.5 jiwer-3.1.0 julius-0.2.7 jupyterlab-widgets-3.0.13 kaldi-python-io-1.2.2 kaldiio-2.18.1 lameenc-1.8.1 lhotse-1.31.0 libcst-1.7.0 lightning-utilities-0.14.2 lilcom-1.8.0 multiprocess-0.70.16 nemo_toolkit-2.0.0rc0 numpy-1.26.4 omegaconf-2.3.0 onnx-1.17.0 openunmix-1.3.0 plac-1.4.3 protobuf-5.29.4 pyannote.core-5.0.0 pyannote.database-5.1.3 pyannote.metrics-3.2.1 pybind11-2.13.6 pydantic-core-2.27.2 pyloudnorm-0.1.1 pytorch-lightning-2.5.1 resampy-0.4.3 retrying-1.3.4 ruamel.yaml-0.18.10 ruamel.yaml.clib-0.2.12 sentry-sdk-2.24.1 setproctitle-1.3.5 sortedcontainers-2.4.0 sox-1.5.0 submitit-1.5.2 text-unidecode-1.3 texterrors-1.0.8 tokenizers-0.19.1 toolz-1.0.0 torchmetrics-1.7.0 transformers-4.40.2 treetable-0.2.5 wandb-0.19.8 webdataset-0.2.111 wget-3.2 widgetsnbextension-4.0.13

[Benjamin-Loison]

python diarize.py -a audio.amr

Output:

Downloading: "https://dl.fbaipublicfiles.com/demucs/hybrid_transformer/955717e8-8726e21a.th" to /home/benjamin_loison/.cache/torch/hub/checkpoints/955717e8-8726e21a.th
100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 80.2M/80.2M [00:01<00:00, 64.3MB/s]
Selected model is a bag of 1 models. You will see that many progress bars per track.
Separated tracks will be stored in /home/benjamin_loison/Desktop/bens_folder/dev/git/whisper-diarization/temp_outputs/htdemucs
Separating track /home/benjamin_loison/Desktop/audio.amr
Traceback (most recent call last):
  File "<frozen runpy>", line 198, in _run_module_as_main
  File "<frozen runpy>", line 88, in _run_code
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/separate.py", line 228, in <module>
    main()
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/separate.py", line 168, in main
    origin, res = separator.separate_audio_file(track)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/api.py", line 308, in separate_audio_file
    return self.separate_tensor(self._load_audio(file), self.samplerate)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/api.py", line 271, in separate_tensor
    out = apply_model(
          ^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/apply.py", line 214, in apply_model
    sub_model.to(device)
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1343, in to
    return self._apply(convert)
           ^^^^^^^^^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 903, in _apply
    module._apply(fn)
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 903, in _apply
    module._apply(fn)
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 903, in _apply
    module._apply(fn)
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 930, in _apply
    param_applied = fn(param)
                    ^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1329, in convert
    return t.to(
           ^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/cuda/__init__.py", line 319, in _lazy_init
    torch._C._cuda_init()
RuntimeError: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero.
WARNING:root:Source splitting failed, using original audio file. Use --no-stem argument to disable it.
config.json: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2.64k/2.64k [00:00<00:00, 43.6MB/s]
tokenizer.json: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2.13M/2.13M [00:00<00:00, 12.0MB/s]
vocabulary.txt: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 422k/422k [00:00<00:00, 2.07MB/s]
model.bin: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1.53G/1.53G [00:21<00:00, 70.5MB/s]
Traceback (most recent call last):██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 422k/422k [00:00<00:00, 2.08MB/s]
  File "/home/benjamin_loison/Desktop/bens_folder/dev/git/whisper-diarization/diarize.py", line 121, in <module>
    whisper_model = faster_whisper.WhisperModel(
                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/faster_whisper/transcribe.py", line 647, in __init__
    self.model = ctranslate2.models.Whisper(
                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^
RuntimeError: CUDA failed with error unknown error

[Benjamin-Loison]

Maybe it is because Whisper seems to run on my CPU, see #10.

[Benjamin-Loison]

python diarize.py -a audio.amr

Output:

Traceback (most recent call last):
  File "<frozen runpy>", line 198, in _run_module_as_main
  File "<frozen runpy>", line 88, in _run_code
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/separate.py", line 228, in <module>
    main()
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/separate.py", line 168, in main
    origin, res = separator.separate_audio_file(track)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/api.py", line 308, in separate_audio_file
    return self.separate_tensor(self._load_audio(file), self.samplerate)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/api.py", line 271, in separate_tensor
    out = apply_model(
          ^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/demucs/apply.py", line 214, in apply_model
    sub_model.to(device)
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1343, in to
    return self._apply(convert)
           ^^^^^^^^^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 903, in _apply
    module._apply(fn)
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 903, in _apply
    module._apply(fn)
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 903, in _apply
    module._apply(fn)
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 930, in _apply
    param_applied = fn(param)
                    ^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1329, in convert
    return t.to(
           ^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/torch/cuda/__init__.py", line 319, in _lazy_init
    torch._C._cuda_init()
RuntimeError: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero.
Selected model is a bag of 1 models. You will see that many progress bars per track.
Separated tracks will be stored in /home/benjamin_loison/Desktop/bens_folder/dev/git/whisper-diarization/temp_outputs/htdemucs
Separating track /home/benjamin_loison/Desktop/audio.amr
WARNING:root:Source splitting failed, using original audio file. Use --no-stem argument to disable it.
Traceback (most recent call last):
  File "/home/benjamin_loison/Desktop/bens_folder/dev/git/whisper-diarization/diarize.py", line 121, in <module>
    whisper_model = faster_whisper.WhisperModel(
                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/benjamin_loison/venv/lib/python3.11/site-packages/faster_whisper/transcribe.py", line 647, in __init__
    self.model = ctranslate2.models.Whisper(
                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^
RuntimeError: CUDA failed with error unknown error

[Benjamin-Loison]

Wikipedia: Speaker diarisation

[Benjamin-Loison]

DuckDuckGo and Google search whisper diarization.

[Benjamin-Loison]

whisper.cpp/blob/366082d0720e67dcd125231f3606f4e1e8673ab9/README.md#speaker-segmentation-via-tinydiarize-experimental may help.

[Benjamin-Loison]

ggml-org/whisper.cpp/issues/64 may help.

[Benjamin-Loison]

Excerpt:

  -di,       --diarize           [false  ] stereo audio diarization
  -tdrz,     --tinydiarize       [false  ] enable tinydiarize (requires a tdrz model)

Source: whisper.cpp/blob/366082d0720e67dcd125231f3606f4e1e8673ab9/examples/cli/README.md

[Benjamin-Loison]

Benjamin_Loison/French_presidential_debate_feature_extraction_and_selection/src/commit/ac0ad5912260f0e0ce4f42808e224d5493ff1fda/report/report.tex#L54:

Benjamin_Loison/French_presidential_debate_feature_extraction_and_selection/src/commit/ac0ad5912260f0e0ce4f42808e224d5493ff1fda/reproducibility/whisper_x.sh#L38

whisperX