immich/machine-learning/Dockerfile

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ARG DEVICE=cpu
FROM python:3.11-bookworm@sha256:20ec607c68642c64c73269ce245aa0f060913f4129d15d9687850aa158e6269c AS builder-cpu
FROM python:3.13-slim-trixie@sha256:f82c96458eedc847b233e582eb31336f4954b39cae020b6dcf5b3ed0e5cbcd74 AS builder-openvino
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FROM builder-cpu AS builder-cuda
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FROM builder-cpu AS builder-armnn
# renovate: datasource=github-releases depName=ARM-software/armnn
ARG ARMNN_VERSION="v24.05"
ENV ARMNN_PATH=/opt/armnn
COPY ann /opt/ann
RUN mkdir /opt/armnn && \
curl -SL "https://github.com/ARM-software/armnn/releases/download/${ARMNN_VERSION}/ArmNN-linux-aarch64.tar.gz" | tar -zx -C /opt/armnn && \
cd /opt/ann && \
sh build.sh
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FROM builder-cpu AS builder-rknn
# Warning: 25GiB+ disk space required to pull this image
# TODO: find a way to reduce the image size
FROM rocm/dev-ubuntu-24.04:7.2-complete@sha256:86e11093b4a7ec2a79b1b6701d10e840a6994f21c7e05929b51eb9be361c683a AS builder-rocm
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FROM builder-${DEVICE} AS builder
ARG DEVICE
ENV PYTHONDONTWRITEBYTECODE=1 \
PYTHONUNBUFFERED=1 \
VIRTUAL_ENV=/opt/venv
RUN apt-get update && apt-get install -y --no-install-recommends g++
COPY --from=ghcr.io/astral-sh/uv:0.8.15@sha256:a5727064a0de127bdb7c9d3c1383f3a9ac307d9f2d8a391edc7896c54289ced0 /uv /uvx /bin/
RUN --mount=type=cache,target=/root/.cache/uv \
--mount=type=bind,source=uv.lock,target=uv.lock \
--mount=type=bind,source=pyproject.toml,target=pyproject.toml \
uv sync --frozen --extra ${DEVICE} --no-dev --no-editable --no-install-project --compile-bytecode --no-progress --active --link-mode copy
FROM python:3.11-slim-bookworm@sha256:e2d3af735aff6eeee600b1933bedd99da6645fedf572cc12ef4cc1331f2ceebe AS prod-cpu
ENV LD_PRELOAD=/usr/lib/libmimalloc.so.2 \
MACHINE_LEARNING_MODEL_ARENA=false
FROM python:3.13-slim-trixie@sha256:f82c96458eedc847b233e582eb31336f4954b39cae020b6dcf5b3ed0e5cbcd74 AS prod-openvino
RUN apt-get update && \
apt-get install --no-install-recommends -yqq ocl-icd-libopencl1 wget && \
wget -nv https://github.com/intel/intel-graphics-compiler/releases/download/v2.36.3/intel-igc-core-2_2.36.3+21719_amd64.deb && \
wget -nv https://github.com/intel/intel-graphics-compiler/releases/download/v2.36.3/intel-igc-opencl-2_2.36.3+21719_amd64.deb && \
wget -nv https://github.com/intel/compute-runtime/releases/download/26.22.38646.4/intel-opencl-icd_26.22.38646.4-0_amd64.deb && \
wget -nv https://github.com/intel/intel-graphics-compiler/releases/download/igc-1.0.17537.24/intel-igc-core_1.0.17537.24_amd64.deb && \
wget -nv https://github.com/intel/intel-graphics-compiler/releases/download/igc-1.0.17537.24/intel-igc-opencl_1.0.17537.24_amd64.deb && \
wget -nv https://github.com/intel/compute-runtime/releases/download/24.35.30872.36/intel-opencl-icd-legacy1_24.35.30872.36_amd64.deb && \
# TODO: Figure out how to get renovate to manage this differently versioned libigdgmm file
wget -nv https://github.com/intel/compute-runtime/releases/download/26.22.38646.4/libigdgmm12_22.10.0_amd64.deb && \
dpkg -i *.deb && \
rm *.deb && \
apt-get remove wget -yqq && \
rm -rf /var/lib/apt/lists/*
FROM nvidia/cuda:12.2.2-runtime-ubuntu22.04@sha256:94c1577b2cd9dd6c0312dc04dff9cb2fdce2b268018abc3d7c2dbcacf1155000 AS prod-cuda
ENV LD_PRELOAD=/usr/lib/libmimalloc.so.2 \
MACHINE_LEARNING_MODEL_ARENA=false
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RUN apt-get update && \
# Pascal support was dropped in 9.11
apt-get install --no-install-recommends -yqq libcudnn9-cuda-12=9.10.2.21-1 tzdata && \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
COPY --from=builder-cuda /usr/local/bin/python3 /usr/local/bin/python3
COPY --from=builder-cuda /usr/local/lib/python3.11 /usr/local/lib/python3.11
COPY --from=builder-cuda /usr/local/lib/libpython3.11.so /usr/local/lib/libpython3.11.so
FROM rocm/dev-ubuntu-24.04:7.2-complete@sha256:86e11093b4a7ec2a79b1b6701d10e840a6994f21c7e05929b51eb9be361c683a AS prod-rocm
RUN apt-get update && apt-get install --no-install-recommends -yqq migraphx miopen-hip && \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
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FROM prod-cpu AS prod-armnn
ENV LD_LIBRARY_PATH=/opt/armnn \
LD_PRELOAD=/usr/lib/libmimalloc.so.2 \
MACHINE_LEARNING_MODEL_ARENA=false
RUN apt-get update && apt-get install -y --no-install-recommends ocl-icd-libopencl1 mesa-opencl-icd libgomp1 && \
rm -rf /var/lib/apt/lists/* && \
mkdir --parents /etc/OpenCL/vendors && \
echo "/usr/lib/libmali.so" > /etc/OpenCL/vendors/mali.icd && \
mkdir /opt/armnn
COPY --from=builder-armnn \
/opt/armnn/libarmnn.so.?? \
/opt/armnn/libarmnnOnnxParser.so.?? \
/opt/armnn/libarmnnDeserializer.so.?? \
/opt/armnn/libarmnnTfLiteParser.so.?? \
/opt/armnn/libprotobuf.so.?.??.?.? \
/opt/ann/libann.s[o] \
/opt/ann/build.sh \
/opt/armnn/
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FROM prod-cpu AS prod-rknn
# renovate: datasource=github-tags depName=airockchip/rknn-toolkit2
ARG RKNN_TOOLKIT_VERSION="v2.3.0"
ENV LD_PRELOAD=/usr/lib/libmimalloc.so.2 \
MACHINE_LEARNING_MODEL_ARENA=false
ADD --chmod=644 --checksum=sha256:73993ed4b440460825f21611731564503cc1d5a0c123746477da6cd574f34885 "https://github.com/airockchip/rknn-toolkit2/raw/refs/tags/${RKNN_TOOLKIT_VERSION}/rknpu2/runtime/Linux/librknn_api/aarch64/librknnrt.so" /usr/lib/
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FROM prod-${DEVICE} AS prod
ARG DEVICE
RUN apt-get update && \
feat: ocr (#18836) * feat: add OCR functionality and related configurations * chore: update labeler configuration for machine learning files * feat(i18n): enhance OCR model descriptions and add orientation classification and unwarping features * chore: update Dockerfile to include ccache for improved build performance * feat(ocr): enhance OCR model configuration with orientation classification and unwarping options, update PaddleOCR integration, and improve response structure * refactor(ocr): remove OCR_CLEANUP job from enum and type definitions * refactor(ocr): remove obsolete OCR entity and migration files, and update asset job status and schema to accommodate new OCR table structure * refactor(ocr): update OCR schema and response structure to use individual coordinates instead of bounding box, and adjust related service and repository files * feat: enhance OCR configuration and functionality - Updated OCR settings to include minimum detection box score, minimum detection score, and minimum recognition score. - Refactored PaddleOCRecognizer to utilize new scoring parameters. - Introduced new database tables for asset OCR data and search functionality. - Modified related services and repositories to support the new OCR features. - Updated translations for improved clarity in settings UI. * sql changes * use rapidocr * change dto * update web * update lock * update api * store positions as normalized floats * match column order in db * update admin ui settings descriptions fix max resolution key set min threshold to 0.1 fix bind * apply config correctly, adjust defaults * unnecessary model type * unnecessary sources * fix(ocr): switch RapidOCR lang type from LangDet to LangRec * fix(ocr): expose lang_type (LangRec.CH) and font_path on OcrOptions for RapidOCR * fix(ocr): make OCR text search case- and accent-insensitive using ILIKE + unaccent * fix(ocr): add OCR search fields * fix: Add OCR database migration and update ML prediction logic. * trigrams are already case insensitive * add tests * format * update migrations * wrong uuid function * linting * maybe fix medium tests * formatting * fix weblate check * openapi * sql * minor fixes * maybe fix medium tests part 2 * passing medium tests * format web * readd sql * format dart * disabled in e2e * chore: translation ordering --------- Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com> Co-authored-by: Alex Tran <alex.tran1502@gmail.com>
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apt-get install -y --no-install-recommends tini ccache libgl1 libglib2.0-0 libgomp1 $(if ! [ "$DEVICE" = "openvino" ] && ! [ "$DEVICE" = "rocm" ]; then echo "libmimalloc2.0"; fi) && \
apt-get autoremove -yqq && \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
RUN ln -s "/usr/lib/$(arch)-linux-gnu/libmimalloc.so.2" /usr/lib/libmimalloc.so.2
WORKDIR /usr/src
ENV TRANSFORMERS_CACHE=/cache \
PYTHONDONTWRITEBYTECODE=1 \
PYTHONUNBUFFERED=1 \
PATH="/opt/venv/bin:$PATH" \
PYTHONPATH=/usr/src \
DEVICE=${DEVICE} \
VIRTUAL_ENV=/opt/venv \
MACHINE_LEARNING_CACHE_FOLDER=/cache
# prevent core dumps
RUN echo "hard core 0" >> /etc/security/limits.conf && \
echo "fs.suid_dumpable 0" >> /etc/sysctl.conf && \
echo 'ulimit -S -c 0 > /dev/null 2>&1' >> /etc/profile
COPY --from=builder /opt/venv /opt/venv
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COPY scripts/healthcheck.py .
COPY immich_ml immich_ml
ARG BUILD_ID
ARG BUILD_IMAGE
ARG BUILD_SOURCE_REF
ARG BUILD_SOURCE_COMMIT
ENV IMMICH_BUILD=${BUILD_ID}
ENV IMMICH_BUILD_URL=https://github.com/immich-app/immich/actions/runs/${BUILD_ID}
ENV IMMICH_BUILD_IMAGE=${BUILD_IMAGE}
ENV IMMICH_BUILD_IMAGE_URL=https://github.com/immich-app/immich/pkgs/container/immich-machine-learning
ENV IMMICH_REPOSITORY=immich-app/immich
ENV IMMICH_REPOSITORY_URL=https://github.com/immich-app/immich
ENV IMMICH_SOURCE_REF=${BUILD_SOURCE_REF}
ENV IMMICH_SOURCE_COMMIT=${BUILD_SOURCE_COMMIT}
ENV IMMICH_SOURCE_URL=https://github.com/immich-app/immich/commit/${BUILD_SOURCE_COMMIT}
# store matplotlib config in /cache subfolder to enable rootless deployment with a single volume
ENV MPLCONFIGDIR=/cache/matplotlib
ENTRYPOINT ["tini", "--"]
CMD ["python", "-m", "immich_ml"]
HEALTHCHECK CMD python3 healthcheck.py