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[Autotuner] Improve unit test reliability 1 #2538

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[Autotuner] Improve unit test reliability 1 #2538

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84c7602
fix pip cache, pip-compile lock reqs
luarss Oct 31, 2024
805d277
add ensure ray stop before starting any tests
luarss Oct 31, 2024
9158965
add retry mechanism and makefile phony
luarss Dec 24, 2024
9b0671c
Apply suggestions from code review
vvbandeira Jan 15, 2025
1792b5a
ensure ray stop for all tests
luarss Jan 21, 2025
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1 change: 1 addition & 0 deletions tools/AutoTuner/.gitignore
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Original file line number Diff line number Diff line change
Expand Up @@ -10,3 +10,4 @@ __pycache__/
# Autotuner env
autotuner_env
.env
.venv
17 changes: 17 additions & 0 deletions tools/AutoTuner/Makefile
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@@ -0,0 +1,17 @@
.PHONY: clearcache init reqs test

clearcache:
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@echo "Cleaning python cache"
@find . -type d -name __pycache__ -exec rm -r {} \+

init:
@echo "Installing python environment"
@./installer.sh

reqs:
@echo "Compiling requirements"
@rm -f requirements.txt
@.venv/bin/pip-compile --output-file=requirements.txt requirements.in

test:
@echo "Running tests"
22 changes: 21 additions & 1 deletion tools/AutoTuner/installer.sh
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Expand Up @@ -7,5 +7,25 @@ script_dir="$(dirname "${BASH_SOURCE[0]}")"
venv_name="autotuner_env"
python3 -m venv "$script_dir/$venv_name"
source "$script_dir/$venv_name/bin/activate"
pip3 install -U -r $script_dir/requirements.txt
retry_count=0
max_retries=5
success=false

while [[ $retry_count -lt $max_retries ]]; do
if pip3 cache purge && pip3 install --no-cache-dir -U -r "$script_dir/requirements.txt"; then
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Is cache purge required with the --no-cache-dir option or are they redundant?

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It's not mutually exclusive. Pip cache purge might be needed if system had cache before, and no cache dir just ensures no future caching is done.

success=true
break
else
retry_count=$((retry_count + 1))
echo "Attempt $retry_count failed. Retrying in 1 minute..."
sleep 60
fi
done

if [ "$success" = false ]; then
echo "Failed to install requirements after $max_retries attempts."
deactivate
exit 1
fi

deactivate
12 changes: 12 additions & 0 deletions tools/AutoTuner/requirements.in
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@@ -0,0 +1,12 @@
ray[default,tune]==2.9.3
ax-platform>=0.3.3,<=0.3.7
hyperopt==0.2.7
optuna==3.6.0
pandas>=2.0,<=2.2.1
bayesian-optimization==1.4.0
colorama==0.4.6
tensorboard>=2.14.0,<=2.16.2
protobuf==3.20.3
SQLAlchemy==1.4.17
urllib3<=1.26.15
pip-tools==7.4.1
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