mirror of
https://github.com/storytold/storyteller-ml.git
synced 2026-10-12 23:48:57 +00:00
Brandon Thomas
68 lines
3.1 KiB
Docker
68 lines
3.1 KiB
Docker
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# NB(bt, 2022-12-12): The version of containerized CUDA must match (or be less than?) that of the host system running this container.
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# Juggling these dependencies, plus the underlying Ubuntu system (which controls Python versions), is tricky.
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# Nvidia does not provide a CUDA 11.6 with Ubuntu 22.04, which mirrors my own desktop machine. Their CUDA 11.6 + Ubuntu 20.04 image has
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# a stale Python (3.8), so we have to use the DeadSnakes PPA to install a more modern version.
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# Gross.
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FROM nvidia/cuda:11.6.2-runtime-ubuntu20.04
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# See: https://github.com/opencontainers/image-spec/blob/master/annotations.md
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LABEL org.opencontainers.image.title='Storyteller ML: Voice Conversion'
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LABEL org.opencontainers.image.authors='bt@brand.io, echelon@gmail.com'
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LABEL org.opencontainers.image.description='From the Storyteller ML model monorepo: TTS, etc.'
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LABEL org.opencontainers.image.documentation='https://github.com/storytold/tts-core'
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LABEL org.opencontainers.image.source='https://github.com/storytold/tts-core'
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LABEL org.opencontainers.image.url='https://github.com/storytold/tts-core'
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# tzdata install hangs without presetting the time zone
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ENV TZ=UTC
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RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone
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# Needed to install "future" release of Python 3.10 under Ubuntu 20.04, which only natively packages Python 3.8.
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# We seem to be stuck on Ubuntu 22.04 because containerizd CUDA 11.6 is the only version we can run on my host machine,
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# and Nvidia does not supply a (CUDA 11.6, Ubuntu 22.04) docker base image.
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RUN apt-get update \
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&& apt install software-properties-common -y \
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&& add-apt-repository ppa:deadsnakes/ppa
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RUN apt-get update \
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&& DEBIAN_FRONTEND=noninteractive TZ=Etc/UTC apt-get install -y \
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curl \
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ffmpeg \
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libmagic-dev \
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libmagic1 \
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python3-pip \
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python3.10 \
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python3.10-venv \
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unzip \
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wget \
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--no-install-recommends
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# NB: Emit version for build debugging
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RUN python3.10 --version
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COPY requirements.txt .
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# Get the correct PyTorch versions with the interactive version selector here: https://pytorch.org/
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# pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu116 # For CUDA 11.6
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# pip install torch torchvision torchaudio # For CUDA 11.7
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# # NB: Forget about virtual environments inside the container.
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# # Also note the --extra-index-url, which is required for pytorch.
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# # The version persisted to 'requirements.txt' chokes without it.
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# RUN pip install --upgrade pip \
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# && pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu116 \
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# && pip install -r requirements.txt
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# NB: Install requirements in a virtual env too.
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# Also note the --extra-index-url, which is required for pytorch.
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# The version persisted to 'requirements.txt' chokes without it.
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RUN python3.10 -m venv python
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RUN . python/bin/activate \
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&& pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu116 \
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&& pip install -r requirements.txt \
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&& deactivate
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# Copy remaining files
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COPY . ./
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