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cuda for arm64
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separate base image

fix name

make sure onnxruntime-gpu is installed
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mertalev committed Sep 8, 2024
1 parent d1ce9e4 commit 0521147
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Showing 4 changed files with 51 additions and 7 deletions.
4 changes: 4 additions & 0 deletions .github/workflows/docker.yml
Original file line number Diff line number Diff line change
Expand Up @@ -111,6 +111,10 @@ jobs:
- platforms: linux/amd64
device: cuda
suffix: -cuda

- platforms: linux/arm64
device: jetson
suffix: -jetson

- platforms: linux/amd64
device: openvino
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17 changes: 15 additions & 2 deletions machine-learning/Dockerfile
Original file line number Diff line number Diff line change
@@ -1,11 +1,14 @@
ARG DEVICE=cpu
ARG TARGETARCH

FROM python:3.11-bookworm@sha256:20c1819af5af3acba0b2b66074a2615e398ceee6842adf03cd7ad5f8d0ee3daf AS builder-cpu

FROM builder-cpu AS builder-openvino

FROM builder-cpu AS builder-cuda

FROM builder-cpu AS builder-jetson

FROM builder-cpu AS builder-armnn

ENV ARMNN_PATH=/opt/armnn
Expand All @@ -32,7 +35,11 @@ RUN poetry config installer.max-workers 10 && \
RUN python3 -m venv /opt/venv

COPY poetry.lock pyproject.toml ./
RUN poetry install --sync --no-interaction --no-ansi --no-root --with ${DEVICE} --without dev
RUN if [ "$DEVICE" = "jetson" ]; then \
# hack to work around poetry not setting the right filename for the wheel https://github.com/python-poetry/poetry/issues/4472
wget -q -O onnxruntime_gpu-1.18.0-cp311-cp311-manylinux_aarch64.whl https://nvidia.box.com/shared/static/fy55jvniujjbigr4gwkv8z1ma6ipgspg.whl; fi && \
poetry install --sync --no-interaction --no-ansi --no-root --with ${DEVICE} --without dev && \
if [ "$DEVICE" = "jetson" ]; then rm onnxruntime_gpu-1.18.0-cp311-cp311-manylinux_aarch64.whl; fi

FROM python:3.11-slim-bookworm@sha256:ed4e985674f478c90ce879e9aa224fbb772c84e39b4aed5155b9e2280f131039 AS prod-cpu

Expand All @@ -55,6 +62,12 @@ 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 nvcr.io/nvidia/l4t-cuda:11.4.19-runtime@sha256:fb22ff080631990dda403fd768acb384dc3745a7e516f5ed1dc4c4944898da78 as prod-jetson

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 prod-cpu AS prod-armnn

ENV LD_LIBRARY_PATH=/opt/armnn
Expand All @@ -79,7 +92,7 @@ FROM prod-${DEVICE} AS prod
ARG DEVICE

RUN apt-get update && \
apt-get install -y --no-install-recommends tini $(if ! [ "$DEVICE" = "openvino" ]; then echo "libmimalloc2.0"; fi) && \
apt-get install -y --no-install-recommends tini $(if ! { [ "$DEVICE" = "openvino" ] || [ "$DEVICE" = "jetson" ]; }; then echo "libmimalloc2.0"; fi) && \
apt-get autoremove -yqq && \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
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25 changes: 23 additions & 2 deletions machine-learning/poetry.lock

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12 changes: 9 additions & 3 deletions machine-learning/pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -4,15 +4,15 @@ version = "1.114.0"
description = ""
authors = ["Hau Tran <alex.tran1502@gmail.com>"]
readme = "README.md"
packages = [{include = "app"}]
packages = [{ include = "app" }]

[tool.poetry.dependencies]
python = ">=3.10,<4.0"
insightface = ">=0.7.3,<1.0"
opencv-python-headless = ">=4.7.0.72,<5.0"
pillow = ">=9.5.0,<11.0"
fastapi-slim = ">=0.95.2,<1.0"
uvicorn = {extras = ["standard"], version = ">=0.22.0,<1.0"}
uvicorn = { extras = ["standard"], version = ">=0.22.0,<1.0" }
pydantic = "^1.10.8"
aiocache = ">=0.12.1,<1.0"
rich = ">=13.4.2"
Expand Down Expand Up @@ -45,7 +45,13 @@ onnxruntime = "^1.15.0"
optional = true

[tool.poetry.group.cuda.dependencies]
onnxruntime-gpu = {version = "^1.17.0", source = "cuda12"}
onnxruntime-gpu = { version = "^1.17.0", source = "cuda12", markers = "platform_machine == 'x86_64'" }

[tool.poetry.group.jetson]
optional = true

[tool.poetry.group.jetson.dependencies]
onnxruntime-gpu = { python = "3.11", path = "onnxruntime_gpu-1.18.0-cp311-cp311-manylinux_aarch64.whl", markers = "platform_machine == 'aarch64'" }

[tool.poetry.group.openvino]
optional = true
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