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feat: mlserver-huggingface rock (#23)
* feat: mlserver-huggingface rock canonical/seldon-core-operator#133 Summary of changes: - Created rockcraft file for mlserver-xgboost rock according to best practices spec. - Added unit test. - Added tox.ini - Updated rockcraft.yaml to generate ROCK that can be started in Seldon Deployment. - Upstream version upgrade due to breaking changes: Optimum 1.7 changed the import name from `SUPPORTED_TASKS` to `ORT_SUPPORTED_TASKS`. - Update mlserver-huggingface/tox.ini --------- Co-authored-by: Andrew Scribner <[email protected]>
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# Based on https://github.com/SeldonIO/MLServer/blob/1.2.0/Dockerfile | ||
name: mlserver-huggingface | ||
summary: An image for Seldon MLServer Huggingface | ||
description: | | ||
This image is used as part of the Charmed Kubeflow product. | ||
version: 1.2.4_22.04_1 # <upstream-version>_<base-version>_<Charmed-KF-version> | ||
license: Apache-2.0 | ||
base: ubuntu:22.04 | ||
run-user: _daemon_ | ||
services: | ||
mlserver-huggingface: | ||
override: replace | ||
summary: "mlserver-huggingface service" | ||
startup: enabled | ||
command: bash -c 'cd /opt/mlserver && export PATH=/opt/conda/bin/:/opt/mlserver/.local/bin:${PATH}:/usr/bin && export PYTHONPATH=/opt/mlserver/.local/lib/python3.8/site-packages/:${PYTHONPATH} && eval $(/opt/conda/bin/conda shell.bash hook 2> /dev/null) && mlserver start ${MLSERVER_MODELS_DIR}' | ||
environment: | ||
MLSERVER_ENV_TARBALL: "/mnt/models/environment.tar.gz" | ||
MLSERVER_MODELS_DIR: "/mnt/models/" | ||
platforms: | ||
amd64: | ||
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||
parts: | ||
mlserver-huggingface: | ||
plugin: nil | ||
source: https://github.com/SeldonIO/MLServer | ||
source-type: git | ||
source-tag: 1.2.4 | ||
build-packages: | ||
- bash | ||
- tar | ||
- gzip | ||
# TO-DO: Verify need for the packages below | ||
# - libgomp | ||
# - mesa-libGL | ||
# - glib2-devel | ||
# - shadow-utils | ||
stage-packages: | ||
- bash | ||
override-build: | | ||
mkdir -p ${CRAFT_PART_INSTALL}/opt/mlserver/dist | ||
cp ${CRAFT_PART_SRC}/setup.py . | ||
cp ${CRAFT_PART_SRC}/README.md . | ||
./hack/build-wheels.sh ${CRAFT_PART_INSTALL}/opt/mlserver/dist | ||
override-stage: | | ||
export ROCK_RUNTIME="huggingface" | ||
export PYTHON_VERSION="3.8.13" | ||
export CONDA_VERSION="4.13.0" | ||
export RUNTIMES="mlserver_${ROCK_RUNTIME}" | ||
export MINIFORGE_VERSION="${CONDA_VERSION}-1" | ||
export MLSERVER_PATH=opt/mlserver | ||
export CONDA_PATH=opt/conda | ||
export PATH=/opt/mlserver/.local/bin:/opt/conda/bin:$PATH | ||
# Install Conda, Python 3.8 and FFmpeg | ||
curl -L -o ~/miniforge3.sh https://github.com/conda-forge/miniforge/releases/download/${MINIFORGE_VERSION}/Miniforge3-${MINIFORGE_VERSION}-Linux-x86_64.sh | ||
bash ~/miniforge3.sh -b -u -p ${CONDA_PATH} | ||
rm ~/miniforge3.sh | ||
${CONDA_PATH}/bin/conda install --yes conda=${CONDA_VERSION} python=${PYTHON_VERSION} ffmpeg | ||
${CONDA_PATH}/bin/conda clean -tipy | ||
mkdir -p etc/profile.d | ||
ln -sf ${CONDA_PATH}/etc/profile.d/conda.sh etc/profile.d/conda.sh | ||
echo ". ${CONDA_PATH}/etc/profile.d/conda.sh" >> ~/.bashrc | ||
echo "PATH=${PATH}" >> ~/.bashrc | ||
bash -c "${CONDA_PATH}/bin/conda init bash" | ||
echo "conda activate base" >> ~/.bashrc | ||
chgrp -R root opt/conda && chmod -R g+rw opt/conda | ||
# conda writes shebangs with its path everywhere, and in crafting, that will be, for example: | ||
# #!/root/stage/opt/conda/... | ||
# | ||
# Snip off the /root/stage part | ||
bash -c "grep -R -E '/root/stage' opt/ 2>/dev/null | grep -v Bin | awk '{split(\$0,out,\":\"); print out[1]}' | uniq | xargs -I{} sed -i -e 's/\/root\/stage//' {}" | ||
# install required wheels | ||
mkdir -p ${MLSERVER_PATH} | ||
mkdir -p ./wheels | ||
cp -p ${CRAFT_PART_INSTALL}/opt/mlserver/dist/mlserver-*.whl ./wheels | ||
cp -p ${CRAFT_PART_INSTALL}/opt/mlserver/dist/mlserver_${ROCK_RUNTIME}-*.whl ./wheels | ||
pip install --prefix ${MLSERVER_PATH}/.local --upgrade pip wheel 'setuptools<65.6.0' | ||
pip install --prefix ${MLSERVER_PATH}/.local $(ls "./wheels/mlserver-"*.whl) | ||
pip install --prefix ${MLSERVER_PATH}/.local $(ls "./wheels/mlserver_${ROCK_RUNTIME}-"*.whl) | ||
chown -R root:root ${MLSERVER_PATH} && chmod -R 777 ${MLSERVER_PATH} | ||
# replace first line of mlserver script with reference to installed Conda python | ||
export CONDA_PYTHON="#\!\/opt\/conda\/bin\/python" | ||
sed -i "1s/.*/${CONDA_PYTHON}/" ${MLSERVER_PATH}/.local/bin/mlserver | ||
# clean wheels | ||
rm -rf ./wheels | ||
override-prime: | | ||
# copy all artifacts | ||
cp -rp ${CRAFT_STAGE}/opt . | ||
# copy required files | ||
mkdir -p licenses | ||
cp ${CRAFT_PART_SRC}/licenses/license.txt licenses/ | ||
mkdir -p hack | ||
cp ${CRAFT_PART_SRC}/hack/build-env.sh hack/ | ||
cp ${CRAFT_PART_SRC}/hack/generate_dotenv.py hack/ | ||
cp ${CRAFT_PART_SRC}/hack/activate-env.sh hack/ | ||
security-team-requirement: | ||
plugin: nil | ||
override-build: | | ||
mkdir -p ${CRAFT_PART_INSTALL}/usr/share/rocks | ||
(echo "# os-release" && cat /etc/os-release && echo "# dpkg-query" && \ | ||
dpkg-query --root=${CRAFT_PROJECT_DIR}/../bundles/ubuntu-22.04/rootfs/ -f '${db:Status-Abbrev},${binary:Package},${Version},${source:Package},${Source:Version}\n' -W) \ | ||
> ${CRAFT_PART_INSTALL}/usr/share/rocks/dpkg.query |
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# Copyright 2022 Canonical Ltd. | ||
# See LICENSE file for licensing details. | ||
# | ||
# | ||
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||
from pathlib import Path | ||
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import os | ||
import logging | ||
import random | ||
import pytest | ||
import string | ||
import subprocess | ||
import yaml | ||
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from pytest_operator.plugin import OpsTest | ||
from charmed_kubeflow_chisme.rock import CheckRock | ||
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@pytest.fixture() | ||
def rock_test_env(tmpdir): | ||
"""Yields a temporary directory and random docker container name, then cleans them up after.""" | ||
container_name = "".join([str(i) for i in random.choices(string.ascii_lowercase, k=8)]) | ||
yield tmpdir, container_name | ||
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try: | ||
subprocess.run(["docker", "rm", container_name]) | ||
except Exception: | ||
pass | ||
# tmpdir fixture we use here should clean up the other files for us | ||
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@pytest.mark.abort_on_fail | ||
def test_rock(ops_test: OpsTest, rock_test_env): | ||
"""Test rock.""" | ||
temp_dir, container_name = rock_test_env | ||
check_rock = CheckRock("rockcraft.yaml") | ||
rock_image = check_rock.get_image_name() | ||
rock_version = check_rock.get_version() | ||
LOCAL_ROCK_IMAGE = f"{check_rock.get_image_name()}:{check_rock.get_version()}" | ||
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# TO-DO uncomment when updated chisme is published | ||
#rock_services = check_rock.get_services() | ||
#assert rock_services["mlserver-huggingface"] | ||
#assert rock_services["mlserver-huggingface"]["startup"] == "enabled" | ||
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# create ROCK filesystem | ||
subprocess.run(["docker", "run", LOCAL_ROCK_IMAGE, "exec", "ls", "-la", "/opt/mlserver/.local/lib/python3.8/site-packages/mlserver"], check=True) | ||
subprocess.run(["docker", "run", LOCAL_ROCK_IMAGE, "exec", "ls", "-la", "/opt/mlserver/.local/bin/mlserver"], check=True) |
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# Copyright 2022 Canonical Ltd. | ||
# See LICENSE file for licensing details. | ||
[tox] | ||
skipsdist = True | ||
skip_missing_interpreters = True | ||
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[testenv] | ||
setenv = | ||
PYTHONPATH={toxinidir} | ||
PYTHONBREAKPOINT=ipdb.set_trace | ||
CHARM_REPO=https://github.com/canonical/seldon-core-operator.git | ||
CHARM_BRANCH=main | ||
LOCAL_CHARM_DIR=charm_repo | ||
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[testenv:unit] | ||
passenv = * | ||
allowlist_externals = | ||
bash | ||
tox | ||
rockcraft | ||
deps = | ||
juju~=2.9.0 | ||
pytest | ||
pytest-operator | ||
ops | ||
charmed_kubeflow_chisme | ||
commands = | ||
# build and pack rock | ||
rockcraft pack | ||
bash -c 'NAME=$(yq eval .name rockcraft.yaml) && \ | ||
VERSION=$(yq eval .version rockcraft.yaml) && \ | ||
ARCH=$(yq eval ".platforms | keys" rockcraft.yaml | awk -F " " '\''{ print $2 }'\'') && \ | ||
ROCK="$\{NAME\}_$\{VERSION\}_$\{ARCH\}" && \ | ||
sudo skopeo --insecure-policy copy oci-archive:$ROCK.rock docker-daemon:$ROCK:$VERSION' | ||
# run rock tests | ||
pytest -vvv --tb native --show-capture=all --log-cli-level=INFO {posargs} {toxinidir}/tests | ||
[testenv:integration] | ||
passenv = * | ||
allowlist_externals = | ||
bash | ||
git | ||
rm | ||
tox | ||
rockcraft | ||
sed | ||
deps = | ||
juju~=2.9.0 | ||
pytest | ||
pytest-operator | ||
ops | ||
commands = | ||
# build and pack rock | ||
rockcraft pack | ||
# clone related charm | ||
rm -rf {env:LOCAL_CHARM_DIR} | ||
git clone --branch {env:CHARM_BRANCH} {env:CHARM_REPO} {env:LOCAL_CHARM_DIR} | ||
# replace jinja2 templated value with yq safe placeholder | ||
sed -i "s/namespace: {{ namespace }}/namespace: YQ_SAFE/" {env:LOCAL_CHARM_DIR}/src/templates/configmap.yaml.j2 | ||
# upload rock to docker and microk8s cache, replace charm's container with local rock reference | ||
bash -c 'NAME=$(yq eval .name rockcraft.yaml) && \ | ||
VERSION=$(yq eval .version rockcraft.yaml) && \ | ||
ARCH=$(yq eval ".platforms | keys" rockcraft.yaml | awk -F " " '\''{ print $2 }'\'') && \ | ||
ROCK="$\{NAME\}_$\{VERSION\}_$\{ARCH\}" && \ | ||
sudo skopeo --insecure-policy copy oci-archive:$ROCK.rock docker-daemon:$ROCK:$VERSION && \ | ||
docker save $ROCK > $ROCK.tar && \ | ||
microk8s ctr image import $ROCK.tar --digests=true && \ | ||
predictor_servers=$(yq e ".data.predictor_servers" {env:LOCAL_CHARM_DIR}/src/templates/configmap.yaml.j2) && \ | ||
predictor_servers=$(jq --arg jq_rock $ROCK -r '\''.HIGGINGFACE_SERVER.protocols.v2.image=$jq_rock'\'' <<< $predictor_servers) && \ | ||
predictor_servers=$(jq --arg jq_version $VERSION -r '\''.HUGGINGFACE_SERVER.protocols.v2.defaultImageVersion=$jq_version'\'' <<< $predictor_servers) yq e -i ".data.predictor_servers=strenv(predictor_servers)" {env:LOCAL_CHARM_DIR}/src/templates/configmap.yaml.j2' | ||
# replace yq safe placeholder with original value | ||
sed -i "s/namespace: YQ_SAFE/namespace: {{ namespace }}/" {env:LOCAL_CHARM_DIR}/src/templates/configmap.yaml.j2 | ||
# run charm integration test with rock | ||
tox -c {env:LOCAL_CHARM_DIR} -e integration | ||