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data/ | ||
compose.yaml |
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FROM debian:12 | ||
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ARG WYOMING_FASTER_WHIPSER_VERSION=2.2.0 | ||
ARG NVIDIA_DRIVER_VERSION=550.127.05 | ||
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# install requirements | ||
RUN apt-get update \ | ||
&& apt-get install -y --no-install-recommends python3-pip wget kmod \ | ||
&& apt-get clean \ | ||
&& rm -rf /var/lib/apt/lists/* | ||
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# install nvidia linux drivers | ||
RUN cd /tmp \ | ||
&& wget "https://de.download.nvidia.com/XFree86/Linux-x86_64/${NVIDIA_DRIVER_VERSION}/NVIDIA-Linux-x86_64-${NVIDIA_DRIVER_VERSION}.run" \ | ||
&& chmod +x NVIDIA-Linux-x86_64-${NVIDIA_DRIVER_VERSION}.run \ | ||
&& bash -c "./NVIDIA-Linux-x86_64-${NVIDIA_DRIVER_VERSION}.run -s --no-kernel-module" \ | ||
$$ rm NVIDIA-Linux-x86_64-${NVIDIA_DRIVER_VERSION}.run | ||
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# install wyoming-faster-whisper and nvidia cuda libs | ||
RUN python3 -m pip install --no-cache-dir --break-system-packages "wyoming-faster-whisper @ https://github.com/rhasspy/wyoming-faster-whisper/archive/refs/tags/v${WYOMING_FASTER_WHIPSER_VERSION}.tar.gz" \ | ||
&& python3 -m pip install --no-cache-dir --break-system-packages nvidia-cublas-cu12 nvidia-cudnn-cu12==9.* | ||
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EXPOSE 10300/tcp | ||
VOLUME [ "/data" ] | ||
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COPY run.sh / | ||
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ENTRYPOINT [ "/run.sh" ] |
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# wyoming-faster-whisper-cuda | ||
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This takes the [wyoming-faster-whisper](https://github.com/rhasspy/wyoming-faster-whisper) and wraps it into an nvidia cuda supported container. | ||
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**Note** This is only supported on x86_64 systems, yet. | ||
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## Usage | ||
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### Prerequisits | ||
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1. nvidia cuda compatible gpu | ||
2. [nvidia linux drivers](https://www.nvidia.com/en-us/drivers/unix) installed on the host | ||
3. up and running [docker](https://docs.docker.com/engine/install) installation on the host | ||
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### Installation | ||
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1. download this repo | ||
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```shell | ||
$ git clone https://github.com/mib1185/wyoming-faster-whisper-cuda.git | ||
``` | ||
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2. `compose.yaml` file | ||
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create a `compose.yaml` file, which: | ||
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- builds from the local `Dockerfile` | ||
- adds the needed parameters for `model` and `language` as command line parameter | ||
- (_optional_) enables `debug` logging via command line parameter | ||
- provides a `data` volume or directory | ||
- exposes the port `10300/tcp` | ||
- maps your nvidia gpu related devices into the container (_obtain with `ls -la /dev/nvidia*`_) | ||
- (_optional_) set `restart: always` | ||
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**example `compose.yaml` file** | ||
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```yaml | ||
name: wyoming | ||
services: | ||
faster-whisper-cuda: | ||
container_name: faster-whisper-cuda | ||
build: . | ||
command: "--model large --language de --debug" | ||
volumes: | ||
- ./data:/data | ||
ports: | ||
- 10300:10300/tcp | ||
devices: | ||
- /dev/nvidia-uvm:/dev/nvidia-uvm | ||
- /dev/nvidia-uvm-tools:/dev/nvidia-uvm-tools | ||
- /dev/nvidia0:/dev/nvidia0 | ||
- /dev/nvidiactl:/dev/nvidiactl | ||
restart: always | ||
``` | ||
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3. start service | ||
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on first start, the docker image is build, which needs some time | ||
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```shell | ||
$ docker compose up -d | ||
``` | ||
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4. check if service is running | ||
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```shell | ||
$ docker ps | ||
CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES | ||
474e37a84326 wyoming-faster-whisper-cuda "/run.sh --model lar…" 3 minutes ago Up 3 minutes 0.0.0.0:10300->10300/tcp, :::10300->10300/tcp faster-whisper-cuda | ||
``` |
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#!/bin/bash | ||
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export LD_LIBRARY_PATH=`python3 -c 'import os; import nvidia.cublas.lib; import nvidia.cudnn.lib; print(os.path.dirname(nvidia.cublas.lib.__file__) + ":" + os.path.dirname(nvidia.cudnn.lib.__file__))'` | ||
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python3 -m wyoming_faster_whisper --uri tcp://0.0.0.0:10300 --data-dir /data --download-dir /data --device cuda "$@" |