Add ROCm build for faster-whisper with Wyoming endpoint

Multi-stage Dockerfile builds CTranslate2 v4.0.0 with HIP/ROCm support
targeting gfx1030/gfx1031 (RX 6000 series), then installs faster-whisper
and wyoming-faster-whisper on top for a Wyoming ASR server on port 10300.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
2026-04-02 20:57:03 -04:00
parent a6749fd113
commit 9dd6213831
3 changed files with 1281 additions and 0 deletions

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Dockerfile Normal file
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ARG ROCM_VERSION=6.2
ARG GPU_ARCH="gfx1030;gfx1031"
ARG ONEDNN_VERSION=3.1.1
# ── Stage 1: Build CTranslate2 wheel ─────────────────────────────────────────
FROM rocm/dev-ubuntu-22.04:${ROCM_VERSION} AS builder
ARG GPU_ARCH
ARG ONEDNN_VERSION
RUN apt-get update && apt-get install -y --no-install-recommends \
git cmake cmake-curses-gui \
libopenblas-dev wget \
python3-dev python3-pip \
&& rm -rf /var/lib/apt/lists/*
# Build oneDNN as a static library (CPU fallback / conv ops)
WORKDIR /build
RUN wget -q https://github.com/oneapi-src/oneDNN/archive/refs/tags/v${ONEDNN_VERSION}.tar.gz && \
tar xf v${ONEDNN_VERSION}.tar.gz && \
rm v${ONEDNN_VERSION}.tar.gz && \
cd oneDNN-${ONEDNN_VERSION} && \
cmake -DCMAKE_BUILD_TYPE=Release \
-DONEDNN_LIBRARY_TYPE=STATIC \
-DONEDNN_BUILD_EXAMPLES=OFF \
-DONEDNN_BUILD_TESTS=OFF \
-DONEDNN_ENABLE_WORKLOAD=INFERENCE \
"-DONEDNN_ENABLE_PRIMITIVE=CONVOLUTION;REORDER" \
-DONEDNN_BUILD_GRAPH=OFF . && \
make -j$(nproc) install && \
cd /build && rm -rf oneDNN-${ONEDNN_VERSION}
# Build CTranslate2 with ROCm/HIP
ENV CTRANSLATE2_ROOT=/opt/ctranslate2
COPY patches/ct2_4.0.0_rocm.patch /tmp/
RUN git clone --branch v4.0.0 --depth 1 \
https://github.com/OpenNMT/CTranslate2.git /build/CTranslate2 && \
cd /build/CTranslate2 && \
git submodule update --init --recursive && \
git apply /tmp/ct2_4.0.0_rocm.patch && \
mkdir build && cd build && \
cmake -DCMAKE_INSTALL_PREFIX=${CTRANSLATE2_ROOT} \
-DWITH_CUDA=ON \
-DWITH_CUDNN=ON \
-DWITH_MKL=OFF \
-DWITH_DNNL=ON \
-DOPENMP_RUNTIME=COMP \
-DCMAKE_HIP_ARCHITECTURES="${GPU_ARCH}" \
-DGPU_TARGETS="${GPU_ARCH}" \
-DAMDGPU_TARGETS="${GPU_ARCH}" \
-DCMAKE_BUILD_TYPE=Release \
-DGPU_RUNTIME=HIP \
-DWITH_OPENBLAS=ON \
-DENABLE_CPU_DISPATCH=OFF \
-DBUILD_TESTS=OFF .. && \
make -j$(nproc) install
# Build Python wheel
RUN cd /build/CTranslate2/python && \
pip install --no-cache-dir -r install_requirements.txt && \
python3 setup.py bdist_wheel --dist-dir /wheels
# ── Stage 2: Runtime ──────────────────────────────────────────────────────────
FROM rocm/dev-ubuntu-22.04:${ROCM_VERSION}
ENV CTRANSLATE2_ROOT=/opt/ctranslate2
ENV LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:${CTRANSLATE2_ROOT}/lib"
# ROCm HIP allocator settings for stable inference
ENV CT2_CUDA_ALLOCATOR=cub_caching
ENV CT2_CUDA_CACHING_ALLOCATOR_CONFIG=4,3,12,419430400
COPY --from=builder /opt/ctranslate2 /opt/ctranslate2
COPY --from=builder /wheels /wheels
RUN apt-get update && apt-get install -y --no-install-recommends \
python3 python3-pip ffmpeg \
&& rm -rf /var/lib/apt/lists/* \
&& pip install --no-cache-dir /wheels/*.whl \
&& pip install --no-cache-dir \
"faster-whisper>=1.2.1,<2" \
"wyoming-faster-whisper>=3.1.1"
RUN mkdir /data
VOLUME /data
EXPOSE 10300
ENTRYPOINT ["python3", "-m", "wyoming_faster_whisper"]
CMD ["--uri", "tcp://0.0.0.0:10300", "--data-dir", "/data", "--model", "Systran/faster-distil-whisper-small.en", "--device", "cuda", "--compute-type", "float16"]

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services:
wyoming-faster-whisper:
build:
context: .
args:
ROCM_VERSION: "6.2"
GPU_ARCH: "gfx1030;gfx1031"
image: rocm-faster-whisper:latest
devices:
- /dev/kfd
- /dev/dri
group_add:
- video
- render
ports:
- "10300:10300"
volumes:
- ./data:/data
environment:
# Override GFX version if ROCm doesn't natively support your exact chip.
# gfx1031 (RX 6000-series variants) can be told to behave as gfx1030.
- HSA_OVERRIDE_GFX_VERSION=10.3.0
command: >
--uri tcp://0.0.0.0:10300
--data-dir /data
--model Systran/faster-distil-whisper-small.en
--device cuda
--compute-type float16
restart: unless-stopped

1163
patches/ct2_4.0.0_rocm.patch Executable file

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