SGMSE (code, models, paper)

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+Analysing[[:space:]]Diffusion-based[[:space:]]Generative[[:space:]]Approaches[[:space:]]Versus[[:space:]]Discriminative[[:space:]]Approaches[[:space:]]for[[:space:]]Speech[[:space:]]Restoration.pdf filter=lfs diff=lfs merge=lfs -text
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+Reducing[[:space:]]the[[:space:]]Prior[[:space:]]Mismatch[[:space:]]of[[:space:]]Stochastic[[:space:]]Differential[[:space:]]Equations[[:space:]]for[[:space:]]Diffusion-based[[:space:]]Speech[[:space:]]Enhancement.pdf filter=lfs diff=lfs merge=lfs -text
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+StoRM.[[:space:]]A[[:space:]]Diffusion-based[[:space:]]Stochastic[[:space:]]Regeneration[[:space:]]Model[[:space:]]for[[:space:]]Speech[[:space:]]Enhancement[[:space:]]and[[:space:]]Dereverberation.pdf filter=lfs diff=lfs merge=lfs -text

Analysing Diffusion-based Generative Approaches Versus Discriminative Approaches for Speech Restoration.pdf

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Reducing the Prior Mismatch of Stochastic Differential Equations for Diffusion-based Speech Enhancement.pdf

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models/SR105-SGMSE-NEW/.gitattributes

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
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+var/
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+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
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+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/

models/SR105-SGMSE-NEW/Dockerfile

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+FROM python:3.10.14-bookworm
+
+ARG USER_UID=10002
+ARG USER_GID=$USER_UID
+ARG USERNAME=modelapi
+
+RUN groupadd --gid $USER_GID $USERNAME \
+&& useradd --uid $USER_UID --gid $USER_GID -m $USERNAME
+
+# Copy required files
+RUN mkdir -p /modelapi && mkdir -p /home/$USERNAME/.modelapi
+COPY app /modelapi/app
+COPY sgmse /modelapi/sgmse
+COPY pyproject.toml /modelapi/pyproject.toml
+
+ENV CUDA_HOME=/usr/local/cuda-12.6
+
+# Setup permissions
+RUN chown -R $USER_UID:$USER_GID /modelapi \
+&& chown -R $USER_UID:$USER_GID /home/$USERNAME/.modelapi \
+&& chown -R $USER_UID:$USER_GID /home/$USERNAME \
+&& chmod -R 755 /home/$USERNAME \
+&& chmod -R 755 /modelapi \
+&& chmod -R 755 /home/$USERNAME/.modelapi
+
+# Change to the user and do subnet installation
+USER $USERNAME
+
+RUN /bin/bash -c "python3 -m venv /modelapi/.venv && source /modelapi/.venv/bin/activate && pip3 install -e /modelapi/."
+
+EXPOSE 6500
+
+CMD ["/bin/bash", "-c", "source /modelapi/.venv/bin/activate && python3 /modelapi/app/run.py"]

models/SR105-SGMSE-NEW/LICENSE

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+MIT License
+
+Copyright (c) 2024 synapsec.ai
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
+
+---
+
+### Third-Party Code:
+
+Portions of this software are derived from code in the following project(s):
+
+- speech-enhancement-sgmse by sp-uhh (MIT License)
+  - Repository: https://huggingface.co/sp-uhh/speech-enhancement-sgmse
+  - Copyright (c) 2022 Signal Processing (SP), Universität Hamburg
+  - Licensed under the MIT License (included in the `THIRD_PARTY_LICENSES` file)
+
+---

models/SR105-SGMSE-NEW/README.md

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+# Container Template for SoundsRight Subnet Miners
+
+This repository contains a contanierized version of [SGMSE+](https://huggingface.co/sp-uhh/speech-enhancement-sgmse) and serves as a tutorial for miners to format their models on [Bittensor's](https://bittensor.com/) [SoundsRight Subnet](https://github.com/synapsec-ai/SoundsRightSubnet). The branches `DENOISING_16000HZ` and `DEREVERBERATION_16000HZ` contain SGMSE fitted with the approrpriate checkpoints for denoising and dereverberation tasks at 16kHz, respectively. 
+
+This container has only been tested with **Ubuntu 24.04** and **CUDA 12.6**. It may run on other configurations, but it is not guaranteed.
+
+To run the container, first configure NVIDIA Container Toolkit and generate a CDI specification. Follow the instructions to download the [NVIDIA Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html) with Apt.
+
+Next, follow the instructions for [generating a CDI specification](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/cdi-support.html).
+
+Verify that the CDI specification was done correctly with:
+```
+$ nvidia-ctk cdi list
+```
+You should see this in your output:
+```
+nvidia.com/gpu=all
+nvidia.com/gpu=0
+```
+
+If you are running podman as root, run the following command to start the container:
+
+Run the container with:
+```
+podman build -t modelapi . && podman run -d --device nvidia.com/gpu=all --user root --name modelapi -p 6500:6500 modelapi
+```
+Access logs with: 
+```
+podman logs -f modelapi
+```
+If you are running the container rootless, there are a few more changes to make:
+
+First, modify `/etc/nvidia-container-runtime/config.toml` and set the following parameters:
+```
+[nvidia-container-cli]
+no-cgroups = true
+
+[nvidia-container-runtime]
+debug = "/tmp/nvidia-container-runtime.log"
+```
+You can also run the following command to achieve the same result:
+```
+$ sudo nvidia-ctk config --set nvidia-container-cli.no-cgroups --in-place
+```
+
+Run the container with:
+```
+podman build -t modelapi . && podman run -d --device nvidia.com/gpu=all --volume /usr/local/cuda-12.6:/usr/local/cuda-12.6 --user 10002:10002 --name modelapi -p 6500:6500 modelapi
+```
+Access logs with: 
+```
+podman logs -f modelapi
+```
+Running the container will spin up an API with the following endpoints:
+1. `/status/` : Communicates API status
+2. `/prepare/` : Download model checkpoint and initialize model
+3. `/upload-audio/` : Upload audio files, save to noisy audio directory
+4. `/enhance/` : Initialize model, enhance audio files, save to enhanced audio directory
+5. `/download-enhanced/` : Download enhanced audio files
+
+By default the API will use host `0.0.0.0` and port `6500`.
+
+### References
+
+1. **Welker, Simon; Richter, Julius; Gerkmann, Timo**  
+   *Speech Enhancement with Score-Based Generative Models in the Complex STFT Domain*.  
+   Proceedings of *Interspeech 2022*, 2022, pp. 2928–2932.  
+   [DOI: 10.21437/Interspeech.2022-10653](https://doi.org/10.21437/Interspeech.2022-10653)
+
+2. **Richter, Julius; Welker, Simon; Lemercier, Jean-Marie; Lay, Bunlong; Gerkmann, Timo**  
+   *Speech Enhancement and Dereverberation with Diffusion-based Generative Models*.  
+   *IEEE/ACM Transactions on Audio, Speech, and Language Processing*, Vol. 31, 2023, pp. 2351–2364.  
+   [DOI: 10.1109/TASLP.2023.3285241](https://doi.org/10.1109/TASLP.2023.3285241)
+
+3. **Richter, Julius; Wu, Yi-Chiao; Krenn, Steven; Welker, Simon; Lay, Bunlong; Watanabe, Shinjii; Richard, Alexander; Gerkmann, Timo**  
+   *EARS: An Anechoic Fullband Speech Dataset Benchmarked for Speech Enhancement and Dereverberation*.  
+   Proceedings of *ISCA Interspeech*, 2024, pp. 4873–4877.

models/SR105-SGMSE-NEW/THIRD_PARTY_LICENSES

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2022 Signal Processing (SP), Universität Hamburg
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
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+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.